From e34f420814dd8382e0aad08925d49c80aa85994f Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sat, 31 Oct 2026 11:09:11 +0800
Subject: [PATCH 01/11] feat: distinguish resource-layer exclusions from
coverage gaps
Preserve source provenance and evidence states while making the declared scope explicit.
Agent-assisted-by: Codex / gpt-6-astra [effort=xhigh] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/knowledge-base.md | 22 ++++++
docs/searchspace-matrix.md | 12 ++++
.../audit-fixed-workload-claim/metadata.json | 13 +++-
.../inference-benchmark-design/metadata.json | 3 +-
.../skill-evolution-playbook/metadata.json | 3 +-
.../cite-check-downstream-pr/metadata.json | 3 +-
.../workflows/competitor-scan/metadata.json | 3 +-
.../draft-acceptance-issue/metadata.json | 3 +-
.../workflows/npu-skill-factory/metadata.json | 3 +-
src/inferrsi/skill_catalog.py | 6 ++
tests/test_skill_catalog.py | 5 ++
tests/test_skill_coverage_view.py | 71 ++++++++++++++++++-
tools/build_skill_coverage.py | 50 +++++++++----
13 files changed, 174 insertions(+), 23 deletions(-)
diff --git a/docs/knowledge-base.md b/docs/knowledge-base.md
index 837652f24..04bae1099 100644
--- a/docs/knowledge-base.md
+++ b/docs/knowledge-base.md
@@ -85,6 +85,28 @@ dependency and peer remain independent repository relationships.
## Sources and revisions
+### Resource-layer applicability
+
+The SearchSpace Matrix owns positive resource-layer and lifecycle-stage mappings.
+Its supplementary `Resource` tables describe guidance without claiming numbered
+layer coverage. A missing mapping means unknown, not that a procedure applies
+everywhere or nowhere.
+
+A sidecar may declare `searchspace_not_applicable` as a non-empty reason when its
+procedure does not address any of the five resource layers. The reason identifies
+the procedure's actual scope and its source section. Omit the field for positive
+or unanalyzed mappings; it is not a second mapping table. Device-independent
+guidance may still address a resource layer, so `applicability.hardware` does not
+determine this declaration.
+
+The coverage view shows unknown, N/A, numbered coverage and supplementary guidance
+separately. An N/A declaration alongside a positive matrix mapping is a visible
+conflict; it counts as neither N/A nor coverage until reconciled. The generated
+catalog retains the reason in `skill_metadata`. None of these declarations alters
+skill maturity, empirical validation or execution authority.
+
+### Source identities
+
| Type | Identity and scope | Not interchangeable with |
|---|---|---|
| Git | URL, commit (or explicitly partial historical prefix), paths/readset | Paper version or tested runtime stack |
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
index f9f7db8da..8b34e0976 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -64,6 +64,7 @@ The primary compute and HBM resource. Most current work lives here.
| **Diagnose / Configure / Optimize / Verify** | Training stage/mesh/sharding feasibility and split F/B/W execution under total-HBM and optimizer-semantics constraints | [choose-parallel-training-plan](../src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md), [assess-split-backward-schedule](../src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md) | Alpa conditional plans; Zero Bubble activation caps versus total memory; rollback versus stale updates | Alpa v3, Zero Bubble v1 | 🟢 (author evidence, no current stack validation) |
| **Diagnose / Optimize / Verify** | Attention IO, operation-class ceilings, output ownership, work supply, async dependencies and FP8 layout/accuracy | [diagnose-attention-bottlenecks](../src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md), `kernel-writing-guide` | [Author-reported attention cases](../src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/references/papers-20261015/cases/overlap-and-fp8-counter-signals.md); compiler/register and precision counter-signals | FlashAttention v2 / FA2 v1 / FA3 v2 | 🟢 (Accelerator only; no Ascend implementation claim) |
| **Diagnose / Verify** | Diffusion stage/component-use readiness, retention and mutable request-scheduler aliases; client timeout/deletion versus worker/device completion | [audit-sglang-diffusion-lifetimes](../src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md) | Default ParallelExecutor and concrete rank/strategy must be traced; closing a use does not imply eviction or device cancellation | SGLang @ df13d5dce31a; bounded multimodal_gen source readset, separate from LLM/HiCache | 🟢 (candidate diagnosis; native/quality/performance not run) |
+| **Diagnose / Verify** | Synchronous Ouro recurrent KV finalization: copying skipped deeper planes versus marking validity, complete-prefix attention reads, request-event ordering and retirement before page reuse | [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | Physical propagation precedes validity publication; page retirement follows last-reader completion | vLLM-RLT @ `4a350344027960a48384626aa646f1765fda6d4f`; [caller/consumer and retirement ledger](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-notes.md) | Source-derived candidate; CPU/CUDA/model/quality/performance/efficacy not_run; no host-capacity, Storage, Network or OS qualification |
**Second-level targets in this row:** Kernel, Operator, KV Cache, Attention, Diffusion denoising steps, VAE/Codec, Graph compilation, Serving/Runtime admission, device-HBM allocator lifecycle, Training activation residency and pipeline scheduling
@@ -187,6 +188,7 @@ System-level: scheduler, DVFS, process isolation, environment variables, driver
| **Verify** | Card health check sequence: npu-smi Health, 4-step smoke verify, proc-mem occupancy; cgroup change verification (matched windows, application metrics, counter deltas, provenance, rollback) | `ascend-device-health`, `cgroup-resource-controls` | Health=OK ≠card usable; SIGKILL residual state only detectable via smoke run | MindIE-SD @ 8481d39b; kernel cgroup-v2 docs (pack-mediated) | 🟢 |
| **Diagnose / Configure** | CPU optimizer share, NUMA locality and per-rank garbage-collection stalls; training/helper lifetime in recovery | `training-resource-budget`, `checkpoint-recovery-consistency` | Gate CPUAdam cores to stage-3 super_offload; fallback saver lifetime matters; historical MindSpeed 910A/910B binding requires actual device/NUMA/CPU mapping beyond tool presence | Reference CR1/CR6, C3; CR5 pinned affinity source | 🟢 (source guidance; no scheduling or privileged changes) |
| **Configure / Optimize** | FFCV OS-managed versus process-managed dataset caching | `training-input-pipeline` | Cache ownership is independent of nice/ionice/realtime scheduling | Reference B3 | 🟢 (configuration decision, not runtime result) |
+| **Diagnose / Configure / Verify** | Scoped RTK learning transition: manager discovery versus consumer PATH resolution; unknown-path and binary-identity limits; platform-specific repair, diagnostic effects and process-restart boundary | [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | Manager discovery is distinct from consumer command resolution; repair and process-environment refresh have separate boundaries | Magpie @ `9848a9062a65c49e074c09770dc7de73dd012bea`, parent `4b5d6d725fae3d8a263f6e43c707400e3765b84f`; [RTK transition](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/references/rtk-consumer-path-transition.md) | Source-derived conditional lesson only; upstream tests, consumer execution and platform repair not_run. No scheduler/cgroup/performance or skill-efficacy coverage |
**Second-level targets:** NPU driver, CANN runtime, container/process isolation
@@ -467,18 +469,21 @@ and tile scheduling add no RAM/Host, SSD, Network or OS-control coverage.
| --- | --- | --- | --- |
| RAM / Accelerator / SSD | Diagnose / Configure: routed-expert cache versus non-routed weights, context, shared prefill workspace and per-session recurrent/KV state | [DwarfStar runtime-memory](../src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/runtime-memory/SKILL.md) | Bounded source-derived budgeting guidance; native GPU/model SSD I/O and actual peak memory are not validated. |
| Host / Accelerator / service boundary | Diagnose / Verify: token and image prefix identity, disk payload compatibility, tool replay, speculation rollback and actual batching/fallback path | [DwarfStar serving-state](../src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/serving-state/SKILL.md) and [qualification](../src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/qualification/SKILL.md) | Model-free CPU bookkeeping and source contracts are distinct from accelerated correctness, physical TCP/RDMA or service performance. This adds no measured Network coverage. |
+| RAM / Accelerator / SSD | Diagnose / Configure / Verify: Root routing: bind model/backend/cache-state identity, then select runtime-memory, serving-state or qualification ownership | [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | Navigation to the existing focused rows; no additional mechanism or native/model/SSD-I/O/Network/performance qualification. |
## Splash source-derived planning and state
| Resource | Stage / named mechanism | Canonical owner | Evidence boundary |
| --- | --- | --- | --- |
| Accelerator / RAM / SSD | Diagnose / Configure: mandatory memory floors, expert/PLE stores, dynamic KV/state, disk spill and precision boundaries | [runtime-planning](../src/inferrsi/data/skill_library/repositories/splash/sub-skills/runtime-planning/SKILL.md) | Source and CPU syntax checks, not measured device/process peak memory or actual spill IO. |
| Host / Accelerator / service boundary | Diagnose / Verify: salted prompt identity versus global image reuse, composite-state commit/reclaim, persistent namespace and process-local Responses history, adaptive DFlash2 row budgeting | [serving-cache](../src/inferrsi/data/skill_library/repositories/splash/sub-skills/serving-cache/SKILL.md) and [qualification](../src/inferrsi/data/skill_library/repositories/splash/sub-skills/qualification/SKILL.md) | Python codec/LRU and descriptive statistics do not qualify native Metal/ANE/model state, service SLOs or efficacy. No measured Network coverage is added. |
+| Accelerator / RAM / SSD | Diagnose / Configure / Verify: Root routing: bind representation, memory/cache-state and actual-path identity before runtime-planning, serving-cache or qualification | [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | Navigation to focused rows; required Metal/ANE/model/disk-state evidence remains blocked, with no new performance, service or Network qualification. |
## Lily exact-model source contracts
| Resource | Stage / named mechanism | Canonical owner | Evidence boundary |
| --- | --- | --- | --- |
| Accelerator / RAM | Diagnose / Configure / Verify: exact affine-Q4 plus role-Q8, shared buffer views, state/scratch/sequence capacity and completion ownership | [model-runtime](../src/inferrsi/data/skill_library/repositories/lily/sub-skills/model-runtime/SKILL.md) | Source/Python selected-rule checks, not Rust loading, actual memory fit, Metal synchronization or model quality. |
| Host / Accelerator / service boundary | Diagnose / Verify: strict API, extra lookahead token, strict token prefix before key preference, actually-fed state retention and version/metric qualification | [serving-cache](../src/inferrsi/data/skill_library/repositories/lily/sub-skills/serving-cache/SKILL.md) and [qualification](../src/inferrsi/data/skill_library/repositories/lily/sub-skills/qualification/SKILL.md) | Compiler/native/model stages not run; CPU references and ignored/cfg-omitted tests are not GPU evidence. No measured service or Network coverage is added. |
+| Accelerator / RAM | Diagnose / Configure / Verify: Root routing: exact model/affine payload, token frontier and extra lookahead-slot identity before model-runtime, serving-cache and qualification checks | [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | Navigation to existing focused owners; no added native memory-fit, Metal state, model-quality, service or Network qualification. |
## Husky research questions, not measured coverage
| Resource | Stage | Owner | Evidence boundary |
@@ -572,3 +577,10 @@ This source-derived candidate adds no measured/green resource coverage. Matching
configuration/ABI/SDK declarations are not native execution; qualification remains
INCONCLUSIVE. Upstream CC BY-NC 4.0 rights are retained separately from API
NOASSERTION and InferRSI's repository license.
+
+## Video diffusion campaign guidance (unvalidated)
+
+| Resource | Stage / named mechanism | Canonical owner | Evidence boundary |
+| --- | --- | --- | --- |
+| Accelerator (guidance only) | Observe / Profile / Diagnose / Optimize / Verify: Ascend specialization of the shared workflow: contiguous packed-layout conversion, TransData attribution and CANN stream/lifetime checks | [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | First-hand candidate guidance; field notes are untraceable/non-reproducible. No native, numerical or measured-gain qualification. |
+| Accelerator (workflow guidance only) | Observe / Profile / Diagnose / Configure / Optimize / Verify: Video-stage planning and acceptance: residency/quantization trade-offs, dependency-and-lifetime gated overlap, attention eligibility and memory/quality-gated VAE chunking | [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | First-hand candidate workflow, not independently validated; no model/backend/numerical/performance qualification or additional Host/Storage/Network/OS mechanism. |
diff --git a/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json b/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json
index 81b8fdcfc..5b774c081 100644
--- a/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json
+++ b/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json
@@ -1,9 +1,16 @@
{
"status": "candidate",
- "origin": ["internal"],
- "tags": ["performance", "audit", "measurement"],
+ "origin": [
+ "internal"
+ ],
+ "tags": [
+ "performance",
+ "audit",
+ "measurement"
+ ],
"empirical_validation": "not_run",
"limitations": [
"Guidance for supplied reports; no local efficacy validation or measured performance gain is established."
- ]
+ ],
+ "searchspace_not_applicable": "SKILL.md §§ Preserve the observation hierarchy, Check what was actually compared, and Return an auditable conclusion audit supplied measurements and verdicts; device identity is comparison metadata, not a hardware-resource mechanism."
}
diff --git a/src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json b/src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json
index f9f841fd6..9619dc139 100644
--- a/src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json
+++ b/src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json
@@ -156,5 +156,6 @@
"../inference-optimization-casebook/cases/admission-drain-occupancy.md",
"../inference-optimization-casebook/cases/admission-drain-occupancy.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism."
}
diff --git a/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json b/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json
index b6b899a91..59b365490 100644
--- a/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json
+++ b/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json
@@ -18,5 +18,6 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ When should one trajectory update a skill?, How large should a skill edit be?, and When should skills split or merge? govern skill-text evolution and held-out evaluation, not hardware-resource state or control."
}
diff --git a/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json b/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json
index c9f6704e4..1a7fe71e3 100644
--- a/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json
+++ b/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json
@@ -38,5 +38,6 @@
"Checklist-only procedure; it validates citation discipline, not the measurement behind an artifact.",
"A passing review does not establish that the campaign evidence itself is correct."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Checklist and Red flags check acceptance links, revision/artifact citations and claim wording; they provide no hardware-resource mechanism."
}
diff --git a/src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json b/src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json
index e5bf3cea4..8947144b1 100644
--- a/src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json
+++ b/src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json
@@ -35,5 +35,6 @@
"Produces positioning material only; it establishes no performance or quality result.",
"Third-party claim contracts are read from public material and may be incomplete."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Frame, Rules and Deliverable produce a qualitative competitive comparison with evidence limits, not a hardware-resource decision or implementation mechanism."
}
diff --git a/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json b/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json
index 460bb6741..4462a34b0 100644
--- a/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json
+++ b/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json
@@ -36,5 +36,6 @@
"Drafts an issue only; it freezes no gate and runs no measurement.",
"The placeholder SHA convention depends on the campaign owner filling them in later."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Steps and Output prepare an acceptance issue, RunSpec, frozen gates and evidence paths; device identifiers are campaign metadata rather than a hardware-resource mechanism."
}
diff --git a/src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json b/src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json
index 3a4f41636..1ce0977dc 100644
--- a/src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json
+++ b/src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json
@@ -98,5 +98,6 @@
"references/papers-20261015/UNREAD_LEADS.md",
"references/papers-20261015/updates/bounded-updates.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ Choose the evidence product, Artifact lifecycle, and What this skill does not do define skill-distillation/evaluation methodology; NPU task tiers are evaluation prerequisites, not a hardware-resource mechanism."
}
diff --git a/src/inferrsi/skill_catalog.py b/src/inferrsi/skill_catalog.py
index f9061a2bd..ad3ad25a2 100644
--- a/src/inferrsi/skill_catalog.py
+++ b/src/inferrsi/skill_catalog.py
@@ -211,6 +211,12 @@ def _effective(directory: Path) -> dict:
# a cyclic legacy frontmatter value against the field that contains it.
_strings(metadata, "recommendations", directory.name)
_applicability(metadata, directory.name)
+ if "searchspace_not_applicable" in metadata:
+ reason = metadata["searchspace_not_applicable"]
+ if not isinstance(reason, str) or not reason.strip():
+ raise ValueError(
+ f"Skill searchspace_not_applicable requires a reason: {directory.name}"
+ )
record.update(metadata)
_references(record, directory.name)
if "status" in record and not isinstance(record["status"], str):
diff --git a/tests/test_skill_catalog.py b/tests/test_skill_catalog.py
index c89d6231f..10eacb554 100644
--- a/tests/test_skill_catalog.py
+++ b/tests/test_skill_catalog.py
@@ -172,6 +172,11 @@ def test_frontmatter_boundary_validation(tmp_path, frontmatter):
'{"applicability": {"prerequisites": ["a", 2]}}',
'{"applicability": {"hardware": []}}',
'{"applicability": {"prerequisites": 3}}',
+ '{"searchspace_not_applicable": ""}',
+ '{"searchspace_not_applicable": " "}',
+ '{"searchspace_not_applicable": null}',
+ '{"searchspace_not_applicable": []}',
+ '{"searchspace_not_applicable": {"reason": "process only"}}',
],
)
def test_recommendation_and_applicability_shape_is_validated(tmp_path, sidecar):
diff --git a/tests/test_skill_coverage_view.py b/tests/test_skill_coverage_view.py
index a5edeb996..dd788f119 100644
--- a/tests/test_skill_coverage_view.py
+++ b/tests/test_skill_coverage_view.py
@@ -31,6 +31,7 @@ def test_view_rows_copy_owner_state_without_promotion():
rows, _, _, _, _ = coverage.collect(PROJECT)
for row in rows:
assert row["task"]
+ assert coverage.layer_state(row) != "conflict", row["id"]
if not row["sidecar"]:
# No sidecar means no owner state to copy; it must stay unknown.
assert row["status"] == "unknown"
@@ -151,7 +152,7 @@ def test_absent_and_empty_applicability_are_both_unknown_but_distinct_from_na():
def test_gaps_separate_unknown_applicability_from_a_declared_statement():
- base = {"layers": {}, "rm": [], "sidecar": True, "eval": [],
+ base = {"layers": {}, "layer_exclusion": None, "rm": [], "sidecar": True, "eval": [],
"conditions": coverage.conditions({"applicability": {"scope": "x"}})}
assert "no-applicability" not in coverage.gaps(base)
# A not-applicable-only declaration is a statement, not a missing field.
@@ -209,7 +210,8 @@ def test_na_only_declaration_keeps_its_marker_without_a_scope():
"category": "methods", "task": "probe", "status": "candidate",
"validation": "not_run", "readsets": 0, "sidecar": True,
"conditions": coverage.conditions({"applicability": {"hardware": "not-applicable"}}),
- "typed_conditions": [], "advice": 0, "layers": {}, "other_ss": [],
+ "typed_conditions": [], "advice": 0, "layers": {}, "layer_exclusion": None,
+ "other_ss": [],
"rm": [], "eval": [],
}]
rendered = coverage.render(rows, [], 0, [], "digest")
@@ -217,6 +219,7 @@ def test_na_only_declaration_keeps_its_marker_without_a_scope():
assert "N/A: hardware" in line
assert "— (declared, no scope)" in line
assert "0 advice" in line
+ assert "no-SearchSpace-layer" in coverage.gaps(rows[0])
def test_list_valued_scope_is_rendered_not_treated_as_missing(tmp_path):
@@ -267,3 +270,67 @@ def test_recommendations_default_only_when_the_sidecar_is_silent():
assert index_builder.recommendations({"recommendations": []}) == []
own = ["Read the acceptance issue first."]
assert index_builder.recommendations({"recommendations": own}) == own
+
+
+def test_resource_layer_decisions_preserve_unknown_na_and_conflicts(tmp_path):
+ from inferrsi.skill_catalog import skill_metadata
+ from tools import build_skill_index as index_builder
+
+ library = tmp_path / coverage.LIBRARY
+ names = ("unknown", "process", "covered", "guidance", "conflict")
+ registry = {name: {"path": f"methods/{name}", "backend": "common"} for name in names}
+ reason = "Checks claim wording.\nSee SKILL.md, Procedure."
+ display_reason = "Checks claim wording. See SKILL.md, Procedure."
+ for name in names:
+ directory = library / registry[name]["path"]
+ directory.mkdir(parents=True)
+ (directory / "SKILL.md").write_text(
+ f"---\nname: {name}\ndescription: Test procedure\n---\n"
+ "## Procedure\nCheck claim wording.\n", encoding="utf-8",
+ )
+ metadata = {"status": "candidate", "empirical_validation": "not_run"}
+ if name in ("process", "conflict"):
+ metadata["searchspace_not_applicable"] = reason
+ (directory / "metadata.json").write_text(json.dumps(metadata), encoding="utf-8")
+ (library / "skill-index.json").write_text(json.dumps({
+ "schema_version": 1, "skills": registry,
+ }), encoding="utf-8")
+ (tmp_path / "docs").mkdir()
+ (tmp_path / coverage.REFERENCE).write_text("", encoding="utf-8")
+ (tmp_path / coverage.SEARCHSPACE).write_text(
+ "## 1 · Graphics Card / Accelerator\n"
+ "| Stage | Skill |\n|---|---|\n"
+ "| Diagnose | `covered` |\n| Observe | `conflict` |\n"
+ "## Procedure guidance\n| Resource | Skill |\n|---|---|\n"
+ "| RAM / Host Memory | `guidance` |\n", encoding="utf-8",
+ )
+ collected = coverage.collect(tmp_path)
+ rows = {row["id"]: row for row in collected[0]}
+ assert {name: coverage.layer_state(row) for name, row in rows.items()} == {
+ "unknown": "unknown", "process": "not-applicable", "covered": "covered",
+ "guidance": "supplementary", "conflict": "conflict",
+ }
+ assert "no-SearchSpace-layer" in coverage.gaps(rows["unknown"])
+ assert "no-SearchSpace-layer" not in coverage.gaps(rows["process"])
+ assert "conflicting-SearchSpace-layer" in coverage.gaps(rows["conflict"])
+ rendered = coverage.render(*collected)
+ assert "| Recorded on a numbered SearchSpace resource layer | 1 |" in rendered
+ assert "| Recorded only in a supplementary guidance table (†) | 1 |" in rendered
+ assert "| Resource layers explicitly not applicable | 1 |" in rendered
+ assert "| Conflicting resource-layer declarations | 1 |" in rendered
+ assert f"N/A: {display_reason}" in rendered
+ assert f"**CONFLICT**: N/A ({display_reason})
Matrix: 1 Accelerator" in rendered
+ assert "wording.\nSee" not in rendered
+ assert "| **unknown** |" in rendered
+ assert skill_metadata(library, "process")["searchspace_not_applicable"] == reason
+ hashes = {
+ f"{coverage.LIBRARY.as_posix()}/{path.relative_to(library).as_posix()}":
+ hashlib.sha256(path.read_bytes()).hexdigest()
+ for path in library.rglob("*") if path.is_file()
+ }
+ outputs = index_builder.render_index(library, "test-source", hashes)
+ record = json.loads(outputs["common/skills/process.json"])
+ assert record["skill_metadata"]["searchspace_not_applicable"] == reason
+ assert record["skill_metadata"]["status"] == "candidate"
+ assert record["skill_metadata"]["empirical_validation"] == "not_run"
+ assert record["verification"]["locally_verified"] is False
diff --git a/tools/build_skill_coverage.py b/tools/build_skill_coverage.py
index 1bd13385a..0aaca0c8c 100644
--- a/tools/build_skill_coverage.py
+++ b/tools/build_skill_coverage.py
@@ -256,6 +256,7 @@ def collect(root):
# advice, and [] is the deliberate statement that there is none.
"advice": len(advice) if isinstance(advice, list) else None,
"layers": layer_refs(ss.get(name, [])),
+ "layer_exclusion": metadata.get("searchspace_not_applicable"),
"other_ss": sorted({
heading[3:] for heading, _, _ in ss.get(name, [])
if not HEADING.match(heading)
@@ -301,8 +302,11 @@ def conditions(metadata):
def gaps(row):
found = []
- if not row["layers"]:
+ state = layer_state(row)
+ if state == "unknown":
found.append("no-SearchSpace-layer")
+ elif state == "conflict":
+ found.append("conflicting-SearchSpace-layer")
if not row["rm"]:
found.append("no-Reference-Matrix-row")
if not row["sidecar"]:
@@ -314,11 +318,21 @@ def gaps(row):
return found
+def layer_state(row):
+ if row["layer_exclusion"]:
+ return "conflict" if row["layers"] else NOT_APPLICABLE
+ if not row["layers"]:
+ return "unknown"
+ if all(
+ not stages and sections for stages, sections in row["layers"].values()
+ ):
+ return "supplementary"
+ return "covered"
+
+
def guidance_only(row):
"""True when every recorded layer comes from a supplementary table."""
- return bool(row["layers"]) and all(
- not stages and sections for stages, sections in row["layers"].values()
- )
+ return layer_state(row) == "supplementary"
def render(rows, unregistered, documents, dead, digest):
@@ -326,9 +340,7 @@ def render(rows, unregistered, documents, dead, digest):
for row in rows:
counts[row["category"]] = counts.get(row["category"], 0) + 1
backends[row["backend"]] = backends.get(row["backend"], 0) + 1
- layered = [row for row in rows if any(
- stages for stages, _ in row["layers"].values()
- )]
+ layered = [row for row in rows if layer_state(row) == "covered"]
guidance = [row for row in rows if guidance_only(row)]
multi = [row for row in layered if len(row["layers"]) > 1]
sourced = [row for row in rows if row["rm"]]
@@ -365,6 +377,7 @@ def render(rows, unregistered, documents, dead, digest):
"| Declared applicability conditions, workflow input/output/failure/refusal | "
"`applicability` in the same `metadata.json` sidecar; descriptive, not evidential |",
"| Resource layer, lifecycle stage | [SearchSpace Matrix](searchspace-matrix.md) |",
+ "| Reasoned resource-layer exclusion | `searchspace_not_applicable` in the sidecar |",
"| Source identity and inspected scope | [Reference Matrix](reference-matrix.md) |",
"| Evaluation selection | frozen `evidence//plan/protocol-*.json` |",
"| Delivery PR and issue | not derived here; see [issue #91]"
@@ -384,6 +397,10 @@ def render(rows, unregistered, documents, dead, digest):
+ " |",
f"| Recorded on a numbered SearchSpace resource layer | {len(layered)} |",
f"| Recorded only in a supplementary guidance table (†) | {len(guidance)} |",
+ f"| Resource layers explicitly not applicable | "
+ f"{sum(layer_state(row) == NOT_APPLICABLE for row in rows)} |",
+ f"| Conflicting resource-layer declarations | "
+ f"{sum(layer_state(row) == 'conflict' for row in rows)} |",
f"| Recorded on two or more resource layers | {len(multi)} |",
f"| Recorded in the Reference Matrix | {len(sourced)} |",
f"| With a `metadata.json` sidecar | {len(sided)} |",
@@ -422,7 +439,13 @@ def render(rows, unregistered, documents, dead, digest):
if sections:
entry += " †guidance: " + "; ".join(sections)
layered.append(entry)
- layers = "
".join(layered) or "—"
+ layers = "
".join(layered) or "**unknown**"
+ if row["layer_exclusion"]:
+ reason = " ".join(row["layer_exclusion"].split())
+ layers = (
+ f"**CONFLICT**: N/A ({reason})
Matrix: {layers}"
+ if row["layers"] else f"N/A: {reason}"
+ )
matrix = "
".join(
f"{heading} ({source})" for heading, source in row["rm"]
) or "—"
@@ -487,7 +510,8 @@ def render(rows, unregistered, documents, dead, digest):
out.append("")
out += ["## Recorded gaps", "", "| Gap | Skills |", "|---|---|"]
- for token in ("no-SearchSpace-layer", "no-Reference-Matrix-row", "no-sidecar",
+ for token in ("no-SearchSpace-layer", "conflicting-SearchSpace-layer",
+ "no-Reference-Matrix-row", "no-sidecar",
"no-applicability", "no-eval"):
names = [row["id"] for row in rows if token in gaps(row)]
listed = (", ".join(names) if len(names) <= 20
@@ -495,9 +519,11 @@ def render(rows, unregistered, documents, dead, digest):
out.append(f"| `{token}` | {len(names)}: {listed or '—'} |")
out += [
"",
- "These are inventory gaps, not defects. A workflow skill may legitimately",
- "have no hardware resource layer; a candidate may legitimately be untested.",
- "The view records the absence instead of inferring an answer.",
+ "These are inventory gaps, not efficacy results. Missing layer mappings stay",
+ "unknown unless the sidecar records a reasoned N/A. N/A is not coverage;",
+ "a conflicting matrix mapping remains visible and is excluded from coverage",
+ "counts until reconciled. Supplementary guidance stays distinct from numbered",
+ "layer coverage. A candidate may legitimately remain untested.",
"",
"## Evaluation linkage",
"",
From 20ee79c6c599dc3afcc073b70432b28b56a8845e Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sat, 31 Oct 2026 11:20:14 +0800
Subject: [PATCH 02/11] docs: preserve recurrent KV invocation and completion
boundaries
Avoid implying that host validity bookkeeping establishes CUDA completion.
Agent-assisted-by: Codex / gpt-6-astra [effort=xhigh] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/searchspace-matrix.md | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
index 8b34e0976..1de40e342 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -64,7 +64,7 @@ The primary compute and HBM resource. Most current work lives here.
| **Diagnose / Configure / Optimize / Verify** | Training stage/mesh/sharding feasibility and split F/B/W execution under total-HBM and optimizer-semantics constraints | [choose-parallel-training-plan](../src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md), [assess-split-backward-schedule](../src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md) | Alpa conditional plans; Zero Bubble activation caps versus total memory; rollback versus stale updates | Alpa v3, Zero Bubble v1 | 🟢 (author evidence, no current stack validation) |
| **Diagnose / Optimize / Verify** | Attention IO, operation-class ceilings, output ownership, work supply, async dependencies and FP8 layout/accuracy | [diagnose-attention-bottlenecks](../src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md), `kernel-writing-guide` | [Author-reported attention cases](../src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/references/papers-20261015/cases/overlap-and-fp8-counter-signals.md); compiler/register and precision counter-signals | FlashAttention v2 / FA2 v1 / FA3 v2 | 🟢 (Accelerator only; no Ascend implementation claim) |
| **Diagnose / Verify** | Diffusion stage/component-use readiness, retention and mutable request-scheduler aliases; client timeout/deletion versus worker/device completion | [audit-sglang-diffusion-lifetimes](../src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md) | Default ParallelExecutor and concrete rank/strategy must be traced; closing a use does not imply eviction or device cancellation | SGLang @ df13d5dce31a; bounded multimodal_gen source readset, separate from LLM/HiCache | 🟢 (candidate diagnosis; native/quality/performance not run) |
-| **Diagnose / Verify** | Synchronous Ouro recurrent KV finalization: copying skipped deeper planes versus marking validity, complete-prefix attention reads, request-event ordering and retirement before page reuse | [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | Physical propagation precedes validity publication; page retirement follows last-reader completion | vLLM-RLT @ `4a350344027960a48384626aa646f1765fda6d4f`; [caller/consumer and retirement ledger](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-notes.md) | Source-derived candidate; CPU/CUDA/model/quality/performance/efficacy not_run; no host-capacity, Storage, Network or OS qualification |
+| **Diagnose / Verify** | Synchronous Ouro recurrent KV finalization: copying skipped deeper planes versus marking validity, complete-prefix attention reads, request-event ordering and retirement before page reuse | [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | Copy invocation and written-position bookkeeping are distinct; consumers and reclaimers follow the recorded-event wait contract | vLLM-RLT @ `4a350344027960a48384626aa646f1765fda6d4f`; [caller/consumer and retirement ledger](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-notes.md) | Source-derived candidate; CPU/CUDA/model/quality/performance/efficacy not_run; no host-capacity, Storage, Network or OS qualification |
**Second-level targets in this row:** Kernel, Operator, KV Cache, Attention, Diffusion denoising steps, VAE/Codec, Graph compilation, Serving/Runtime admission, device-HBM allocator lifecycle, Training activation residency and pipeline scheduling
From 354deb2fd5849b8a7c31d569ad4acde80f034679 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sat, 31 Oct 2026 11:36:59 +0800
Subject: [PATCH 03/11] docs: regenerate skill projections from published
source history
Keep the canonical source snapshot reachable as a preceding commit.
Agent-assisted-by: Codex / gpt-6-astra [effort=xhigh] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/skill-coverage.md | 50 +++++++++++--------
.../repo_packs/inferrsi/knowledge/README.md | 4 +-
.../ascend-aclgraph-capture-replay.json | 4 +-
.../ascend/skills/ascend-device-health.json | 4 +-
.../skills/ascend-distributed-parallel.json | 4 +-
.../ascend/skills/ascend-graph-mode.json | 4 +-
.../skills/ascend-model-adaptation.json | 4 +-
.../skills/ascend-operator-profiling.json | 4 +-
.../ascend/skills/ascend-operator-tuning.json | 4 +-
.../skills/ascend-optimization-casebook.json | 4 +-
.../skills/ascend-performance-analysis.json | 4 +-
.../ascend-video-diffusion-optimization.json | 4 +-
.../ascend/skills/ascendc-tiling-design.json | 4 +-
.../skills/cann-attribution-overlap.json | 4 +-
.../torchnpu-device-memory-lifecycle.json | 4 +-
...torchnpu-pinned-host-memory-lifecycle.json | 4 +-
.../skills/assess-serving-preemption.json | 4 +-
.../assess-split-backward-schedule.json | 4 +-
.../skills/audit-fixed-workload-claim.json | 9 ++--
.../audit-h3-metal-fasth3-semantics.json | 4 +-
.../skills/audit-h3-runtime-residency.json | 4 +-
.../skills/audit-llama-runtime-state.json | 4 +-
.../audit-recurrent-kv-finalization.json | 4 +-
.../common/skills/audit-sd-cpp-residency.json | 4 +-
.../audit-sglang-diffusion-lifetimes.json | 4 +-
.../skills/audit-vllm-kv-lifetimes.json | 4 +-
.../bound-windowed-attention-replay.json | 4 +-
.../budget-speculative-verification.json | 4 +-
.../skills/calibrate-serving-simulation.json | 4 +-
.../skills/cgroup-resource-controls.json | 4 +-
.../checkpoint-recovery-consistency.json | 4 +-
.../skills/choose-parallel-training-plan.json | 4 +-
.../skills/cite-check-downstream-pr.json | 9 ++--
.../common/skills/claim-contract.json | 4 +-
.../knowledge/common/skills/comfy-ui.json | 4 +-
.../common/skills/competitor-scan.json | 9 ++--
.../skills/dcp-async-save-performance.json | 4 +-
.../skills/dense-performance-evidence.json | 4 +-
.../diagnose-vllm-admission-pressure.json | 4 +-
.../skills/diffusers-invocation-state.json | 4 +-
.../common/skills/draft-acceptance-issue.json | 9 ++--
.../knowledge/common/skills/dwarfstar.json | 4 +-
.../evaluate-elastic-serving-placement.json | 4 +-
.../skills/generation-cache-lifecycle.json | 4 +-
.../common/skills/host-memory-management.json | 4 +-
.../skills/host-overhead-optimization.json | 4 +-
.../knowledge/common/skills/husky.json | 4 +-
.../skills/inference-benchmark-design.json | 9 ++--
.../inference-optimization-casebook.json | 4 +-
.../common/skills/kernel-writing-guide.json | 4 +-
.../common/skills/kv-tier-management.json | 4 +-
.../lazy-evaluation-stream-lifetimes.json | 4 +-
.../knowledge/common/skills/lily.json | 4 +-
.../knowledge/common/skills/lithos-metal.json | 4 +-
.../knowledge/common/skills/local-dream.json | 4 +-
.../knowledge/common/skills/mistral-rs.json | 4 +-
.../knowledge/common/skills/mlc-llm.json | 4 +-
.../knowledge/common/skills/mlx-swift-lm.json | 4 +-
.../common/skills/npu-skill-factory.json | 9 ++--
.../skills/optimization-search-policy.json | 4 +-
.../common/skills/os-process-placement.json | 4 +-
.../skills/performance-ceiling-analysis.json | 4 +-
.../skills/plan-activation-residency.json | 4 +-
.../knowledge/common/skills/project-maya.json | 4 +-
.../skills/repository-evolution-analysis.json | 4 +-
.../knowledge/common/skills/rsi-evidence.json | 4 +-
.../skills/skill-evolution-playbook.json | 9 ++--
.../knowledge/common/skills/splash.json | 4 +-
.../common/skills/storage-io-measurement.json | 4 +-
.../skills/training-input-pipeline.json | 4 +-
.../skills/training-resource-budget.json | 4 +-
.../skills/video-diffusion-optimization.json | 4 +-
.../knowledge/common/skills/vllm-metal.json | 4 +-
.../skills/weight-loading-optimization.json | 4 +-
.../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-
.../skills/audit-flare-session-lifecycle.json | 4 +-
.../diagnose-attention-bottlenecks.json | 4 +-
.../cuda/skills/host-overhead-profiling.json | 4 +-
.../cuda/skills/reason-hopper-kernels.json | 4 +-
79 files changed, 205 insertions(+), 192 deletions(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 0fbd111e4..f700e993d 100644
--- a/docs/skill-coverage.md
+++ b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
matrices. **Do not edit by hand**; regenerate after any registry, skill,
matrix or frozen-plan change.
-- Input digest: `sha256:b6f5cec72e5e52fcc4113bf50c68612417688b40c54cc79cbd24a611db574f3c`
+- Input digest: `sha256:05a02d64eb7f979f54bfcadbdf84b563e08196a1d20ee5e516c6a1371dbf69e2`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -24,6 +24,7 @@ matrix: every field is copied from an owner that already maintains it.
| Declared task, status, validation state, provenance readsets | the skill's `SKILL.md` frontmatter and `metadata.json` sidecar |
| Declared applicability conditions, workflow input/output/failure/refusal | `applicability` in the same `metadata.json` sidecar; descriptive, not evidential |
| Resource layer, lifecycle stage | [SearchSpace Matrix](searchspace-matrix.md) |
+| Reasoned resource-layer exclusion | `searchspace_not_applicable` in the sidecar |
| Source identity and inspected scope | [Reference Matrix](reference-matrix.md) |
| Evaluation selection | frozen `evidence//plan/protocol-*.json` |
| Delivery PR and issue | not derived here; see [issue #91](https://github.com/InferMatrixLab/InferRSI/issues/91) and `docs/reviews/issue91-*.md` |
@@ -35,8 +36,10 @@ matrix: every field is copied from an owner that already maintains it.
| Registered skill ids | 77 |
| By category | frameworks 3, hardware 22, methods 20, repositories 26, workflows 6 |
| By backend | ascend 14, common 58, cuda 5 |
-| Recorded on a numbered SearchSpace resource layer | 49 |
-| Recorded only in a supplementary guidance table (†) | 13 |
+| Recorded on a numbered SearchSpace resource layer | 51 |
+| Recorded only in a supplementary guidance table (†) | 18 |
+| Resource layers explicitly not applicable | 7 |
+| Conflicting resource-layer declarations | 0 |
| Recorded on two or more resource layers | 24 |
| Recorded in the Reference Matrix | 69 |
| With a `metadata.json` sidecar | 77 |
@@ -61,7 +64,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [ascend-operator-tuning](../src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md) | ascend | Run a staged, accuracy-gated tuning campaign on a single Ascend NPU operator: set a numeric target up front, block ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [ascend-optimization-casebook](../src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md) | ascend | Casebook of NPU optimization cases for Ascend inference systems: symptom → diagnosis → action → evidence records for ... | **unknown** | — | 1 Accelerator · Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [ascend-performance-analysis](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md) | ascend | Diagnose performance bottlenecks on Ascend NPU systems using CANN profiling data. Maps GPU profiling concepts (nsys ... | **unknown** | — | 1 Accelerator · Observe / Profile / Diagnose / Verify
4 Network · Observe / Profile / Diagnose / Verify
5 OS · Diagnose | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (cann/cannbot @ `c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110` (selected ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | ascend | Run and verify goal-driven Ascend video diffusion optimization. Specializes the backend-agnostic ... | Ascend NPU video diffusion inference and serving optimization | — | — | — | candidate · not_run · 1 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | ascend | Run and verify goal-driven Ascend video diffusion optimization. Specializes the backend-agnostic ... | Ascend NPU video diffusion inference and serving optimization | — | 1 Accelerator †guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 1 readset(s) | no-Reference-Matrix-row, no-eval |
| [ascendc-tiling-design](../src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md) | ascend | Design tiling for a custom AscendC operator: normalize the shape first (axis-collapse or flatten), answer the ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [cann-attribution-overlap](../src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md) | ascend | Attribute NPU trace kernels to model source and plan bounded multistream overlap: select a representative step, map ... | **unknown** | — | 1 Accelerator · Observe / Profile / Diagnose / Optimize / Verify
4 Network · Diagnose / Optimize / Verify | 1 · Systems sources (cann/oam-tools @ `8440935f` (!302 import; later master `f3cf4115` ...) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [cgroup-resource-controls](../src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md) | common | Diagnose and configure cgroup v2 resource controls for serving/training workloads: distinguish quota stalls from ... | **unknown** | — | 2 RAM/Host · Observe / Profile / Configure / Verify
5 OS · Observe / Profile / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Linux cgroup v2 docs — kernel.org live 2026-10-15 (revision ...) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
@@ -92,7 +95,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [audit-h3-metal-fasth3-semantics](../src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md) | common | Audit h3-metal FastH3 effective configuration, checkpoint tensor and schedule semantics, partial VSA tiles, sparse ... | h3-metal FastH3 requested/effective configuration, checkpoint transformation and ... | — | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (zuiho-kai/h3-metal @ `4ba47a3eabdbebf801ac6664b31f8ec168bc57a8` ...) | candidate · not_run · 3 readset(s) | no-eval |
| [audit-h3-runtime-residency](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md) | common | Audit MiniMax-H3 generation in h3.c on Apple Silicon by tracing conditioning, AdaLN precompute, DiT residency, Metal ... | MiniMax-H3 joint audio/video C/Metal runtime audit: raw checkpoint compatibility, input ... | — | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Configure / Verify | 1 · Systems sources (antirez/h3.c @ `8974cc055ea9c02fcd14cc27dfda3e1027c05153` (MIT ...) | candidate · not_run · 3 readset(s) | no-eval |
| [audit-llama-runtime-state](../src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md) | common | Audit llama.cpp context memory, partial decode progress, graph reuse and server cancellation when a retry, stale ... | Pinned llama.cpp context-memory, graph-reuse and server task-lifecycle diagnosis ... | — | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (ggml-org/llama.cpp @ `707616feb5f379e99ff7442680a55b4a1704c7c9` (MIT ...) | candidate · not_run · 1 readset(s) | no-eval |
-| [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED ... | — | — | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED ... | — | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-eval |
| [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | common | Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery ... | Source-grounded audit of native image-generation weight/runtime residency, optional ... | — | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Verify | 1 · Systems sources (leejet/stable-diffusion.cpp @ `b13a48219d5cdf408edcb93da6cd69b612ed03d ...) | candidate · not_run · 2 readset(s) | no-eval |
| [audit-sglang-diffusion-lifetimes](../src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md) | common | Diagnose SGLang multimodal_gen stage state, component residency and request timeout/deletion when grouped outputs ... | Bounded monolithic multimodal_gen composed-pipeline state and lifecycle diagnosis; actual ... | — | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (sgl-project/sglang @ `df13d5dce31abfeff0e701a62e8c39a136758e6c` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [audit-vllm-kv-lifetimes](../src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md) | common | Audit vLLM V1 asynchronous KV load/save completion, block retention, preemption, and receive-failure contracts when ... | **unknown** | — | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
@@ -100,18 +103,18 @@ optimization is fully covered or that any procedure has measured benefit.
| [budget-speculative-verification](../src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md) | common | Decide how many draft tokens to verify per decode step when acceptance varies by request and position. Use when an ... | Engines with multi-token speculative decoding whose verification forward cost grows with ... | — | 1 Accelerator †guidance: DeepInfer bounded source guidance | DeepInfer source extraction (deepseek-ai/DeepInfer @ `8b16149741a4935e1dec8cea27853f273b374c5b` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [comfy-ui](../src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md) | common | Audit ComfyUI workflow-output cache validity, lazy dependencies and model-weight residency as separate state contracts ... | Source-grounded ComfyUI workflow-output cache and model-weight ownership audit; confirm ... | — | 1 Accelerator · Diagnose / Configure / Verify
2 RAM/Host · Diagnose / Configure / Verify | 1 · Systems sources (Comfy-Org/ComfyUI @ `b1a247c9cf9dbfda4b2c0a0c1d50950667eeaa0c` (GNU ...) | candidate · not_run · 1 readset(s) | no-eval |
| [diagnose-vllm-admission-pressure](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md) | common | Diagnose vLLM V1 admission stalls and KV-pressure preemption by separating token, input, active-request ... | **unknown** | — | 1 Accelerator · Observe / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 14 readset(s) | no-applicability, no-eval |
-| [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | common | Investigate DwarfStar model fit, expert SSD streaming, session and vision cache correctness, speculative sampling and ... | Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support ... | — | — | DwarfStar portable AREX extraction (antirez/ds4 @ `ee7e8405232c8971000cc7ba2b945b00bf6d20d3`; AREX-Skill ...) | candidate · partial_cpu_only · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | common | Investigate DwarfStar model fit, expert SSD streaming, session and vision cache correctness, speculative sampling and ... | Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support ... | — | 1 Accelerator †guidance: DwarfStar source-derived execution/state graph
2 RAM/Host †guidance: DwarfStar source-derived execution/state graph
3 SSD †guidance: DwarfStar source-derived execution/state graph | DwarfStar portable AREX extraction (antirez/ds4 @ `ee7e8405232c8971000cc7ba2b945b00bf6d20d3`; AREX-Skill ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
| [generation-cache-lifecycle](../src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md) | common | Trace MLX-LM prefill, generation batching, prompt-cache reuse and cooperative stopping when request state, cache rows ... | MLX-LM generation, batch-row and prefix-cache diagnosis; model/backend/runtime ... | — | 2 RAM/Host †guidance: MLX-LM application guidance (source-derived) | MLX-LM application source extraction (ml-explore/mlx-lm @ `ab7f7048dc341ced2d84b1887eeb17d60b0d1b02` (MIT)) | candidate · not_run · 1 readset(s) | no-eval |
-| [husky](../src/inferrsi/data/skill_library/repositories/husky/SKILL.md) | common | Review Husky's official-document claims as research hypotheses, separating author reports, implementation evidence ... | Review Husky document claims and specify missing evidence; common catalog scope is not ... | — | — | Husky document-only research adaptation (Official https://husky.underdog.ai/; displayed2026-09-20 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [husky](../src/inferrsi/data/skill_library/repositories/husky/SKILL.md) | common | Review Husky's official-document claims as research hypotheses, separating author reports, implementation evidence ... | Review Husky document claims and specify missing evidence; common catalog scope is not ... | — | **unknown** | Husky document-only research adaptation (Official https://husky.underdog.ai/; displayed2026-09-20 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
| [kv-tier-management](../src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md) | common | Manage runtime KV cache tiers (GPU → CPU RAM → local disk) for LLM serving: decide when KV is stored, retained ... | **unknown** | — | 2 RAM/Host · Configure / Optimize
3 SSD · Optimize | 1 · Systems sources (LMCache/LMCache @ c3b875a) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | common | Investigate Lily's exact Qwen3.6-35B-A3B MLX-affine-Q4 contract, Metal state and kernels, strict greedy text API ... | Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog ... | — | — | Lily portable AREX extraction (perplexityai/pplx-garden `lily/` @ `1ed972ed3f0bd5616c997c9507c25616c6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | common | Investigate Lily's exact Qwen3.6-35B-A3B MLX-affine-Q4 contract, Metal state and kernels, strict greedy text API ... | Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog ... | — | 1 Accelerator †guidance: Lily exact-model source contracts
2 RAM/Host †guidance: Lily exact-model source contracts | Lily portable AREX extraction (perplexityai/pplx-garden `lily/` @ `1ed972ed3f0bd5616c997c9507c25616c6 ...) | candidate · not_run · 2 readset(s) | no-eval |
| [lithos-metal](../src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md) | common | Inspect Lithos Metal compilation and fusion, GPU-resident generation and DSpark state, or local serving and ... | Pinned Lithos Metal 0.1.2 source/API contracts; Apple silicon Metal runtime; model and ... | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (lithos-ai/lithos-metal @ `6653b7df5f2c4392ec7b038960f2796b1499923f` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [local-dream](../src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md) | common | Audit Local Dream Android desired-versus-serving process state, remote exposure, native backend and DiT packaging/ABI ... | Selected Android app/process and native diffusion boundary contracts; common is a ... | — | 2 RAM/Host †guidance: Local Dream Android diffusion source contracts | Local Dream Android diffusion boundary source (xororz/local-dream @ `db162df4d9bb6efc6595250423d8df26241f4c27` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mistral-rs](../src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md) | common | Investigate mistral.rs Metal paged-attention decode layouts, prefill coordinates and workspace, actual-model prewarm ... | Selected native Metal paged decode/prefill layout/metadata/workspace and ... | — | 1 Accelerator †guidance: mistral.rs Metal paged-attention source contracts
2 RAM/Host †guidance: mistral.rs Metal paged-attention source contracts | mistral.rs Metal paged-attention extraction (EricLBuehler/mistral.rs @ `9459891e7697238225885518119682ac8209a612` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mlc-llm](../src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md) | common | Investigate MLC LLM compiled Metal artifact/schema, Apple target and pinned TVM module/storage/stream contracts, and ... | Selected artifact/Apple target/pinned TVM Metal consumer and KV configuration source ... | — | 1 Accelerator †guidance: MLC LLM artifact, target and runtime source contracts
2 RAM/Host †guidance: MLC LLM artifact, target and runtime source contracts | MLC LLM compiled Metal and runtime contracts (mlc-ai/mlc-llm @ `8978ea9aec626d64096aaa92fbc89bda2e3ea802`; TVM ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mlx-swift-lm](../src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md) | common | Investigate MLX Swift LM generation ownership, cancellation and settled task completion, and recurrent GatedDelta Metal ... | Selected Swift ownership/cancellation/settling and actual GatedDelta Metal/ops contracts ... | — | 1 Accelerator †guidance: MLX Swift LM ownership and recurrent Metal source contracts
2 RAM/Host †guidance: MLX Swift LM ownership and recurrent Metal source contracts | MLX Swift LM lifecycle and recurrent Metal extraction (ml-explore/mlx-swift-lm @ `3d066d3a0ffdc7e70c476a3d31488ea62dfdd0ac` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [project-maya](../src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md) | common | Investigate Project Maya model-family dispatch, representation and memory tiers, API versus native state, speculative ... | Model-specific dispatch/residency, API/native state and qualification investigation ... | — | 1 Accelerator †guidance: Project Maya model-specific source contracts
2 RAM/Host †guidance: Project Maya model-specific source contracts
3 SSD †guidance: Project Maya model-specific source contracts | Project Maya source and CPU-slice extraction (mw00/project-maya @ `249f9a87d1a9d72bec2b684d704b0aa9296b1c9c` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
-| [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | Pinned Splash representation, planning, state/serving and verification investigation ... | — | — | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | Pinned Splash representation, planning, state/serving and verification investigation ... | — | 1 Accelerator †guidance: Splash source-derived planning and state
2 RAM/Host †guidance: Splash source-derived planning and state
3 SSD †guidance: Splash source-derived planning and state | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
| [vllm-metal](../src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md) | common | Investigate vllm-metal Apple inference through platform and native-ABI selection, paged KV/offload ownership ... | Selected plugin preparation, KV/offload ownership and speculative/deferred/dispatch ... | — | 1 Accelerator †guidance: vLLM Metal selected source contracts
2 RAM/Host †guidance: vLLM Metal selected source contracts
3 SSD †guidance: vLLM Metal selected source contracts | vLLM Metal portable AREX source and CPU extraction (vllm-project/vllm-metal @ `e7df7a6ff215f99c7842552d230fdbc709835934` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
## Registered: Methods (20)
@@ -120,34 +123,34 @@ optimization is fully covered or that any procedure has measured benefit.
|---|---|---|---|---|---|---|---|---|
| [assess-serving-preemption](../src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md) | common | Assess whether LLM serving queue delays justify token-boundary priority preemption, accounting for suspended KV, host ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Orca — OSDI 2022 proceedings) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [assess-split-backward-schedule](../src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md) | common | Evaluate memory-capped split-backward and V-shaped pipeline scheduling proposals, preserving synchronous update ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Zero Bubble — [2401.10241v1](https://arxiv.org/abs/2401.10241v1)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [audit-fixed-workload-claim](../src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md) | common | Audit a performance claim from supplied fixed-workload reports and an explicit measurement contract. Check aggregation ... | **unknown** | — | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-applicability, no-eval |
+| [audit-fixed-workload-claim](../src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md) | common | Audit a performance claim from supplied fixed-workload reports and an explicit measurement contract. Check aggregation ... | **unknown** | — | N/A: SKILL.md §§ Preserve the observation hierarchy, Check what was actually compared, and Return an auditable conclusion audit supplied measurements and verdicts; device identity is comparison metadata, not a hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-applicability, no-eval |
| [calibrate-serving-simulation](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md) | common | Build an evidence-gated serving-configuration shortlist from a profiled simulator while separating empirical ... | **unknown** | — | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (Vidur — [2405.05465v2](https://arxiv.org/abs/2405.05465v2)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [checkpoint-recovery-consistency](../src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md) | common | Assess distributed checkpoint recovery using DLRover memory agreement, persistence completion and replica transport ... | **unknown** | — | 2 RAM/Host · Configure / Verify
3 SSD · Configure / Verify
4 Network · Diagnose / Configure / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (C3 / DLRover FlashCheckpoint @ `e35b1ad90e2928ca6bacf5d22117f71356 ...)
1 · Systems sources (C4 / NVIDIA Resiliency Extension @ ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [choose-parallel-training-plan](../src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md) | common | Compare stage, device-mesh and operator-sharding candidates for static distributed training while accounting for ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Alpa — [2201.12023v3](https://arxiv.org/abs/2201.12023v3)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [dense-performance-evidence](../src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md) | common | Taxonomy of performance evidence an optimization agent needs, ordered by collection cost and diagnostic power. Maps ... | **unknown** | — | 1 Accelerator · Observe / Profile / Verify
2 RAM/Host · Verify
4 Network · Verify | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-applicability |
| [evaluate-elastic-serving-placement](../src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md) | common | Compare migrating an LLM request between model replicas with changing its sequence-parallel execution group, including ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Llumnix — [2406.03243v1](https://arxiv.org/abs/2406.03243v1)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | **unknown** | — | — | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-applicability |
+| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | **unknown** | — | N/A: SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism. | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | no-applicability |
| [inference-optimization-casebook](../src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md) | common | How to structure and use a casebook of past optimization decisions as a decision-support tool. Extracts the casebook ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | common | Decision guide for writing custom inference kernels: when to write one, which framework to choose (Triton, CuTe DSL ... | **unknown** | — | 1 Accelerator · Optimize / Diagnose / Configure / Verify | 1 · Systems sources (Dao-AILab/causal-conv1d @ `cd81f0413cad2fc1e6f17e785ac39f59aae690cd` ...)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (huggingface/transformers @ `0dad7b822255a0ae261ec45ae937371e859ffd1a` ...)
1 · Systems sources (mindspore-ai/akg @ `5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff` ...)
1 · Systems sources (sgl-project/sglang @ `16176278d0180f1a1a578e53e6eef432577876c2` ...)
1 · Systems sources (vllm-project/vllm @ `537a79f0fc5ba564d2bef43d54915b2f80f9f77d` (root ...) | candidate · not_run · 7 readset(s) | no-applicability, no-eval |
| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | **unknown** | — | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)
2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 6 readset(s) | no-applicability, no-eval |
| [performance-ceiling-analysis](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md) | common | Estimate optimization headroom before modifying an inference system. Produces a three-level ceiling model (analytical ... | inference serving systems (LLM, diffusion, audio) | — | 1 Accelerator · Diagnose / Verify
5 OS · Configure | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ebugger/Empirical-Roofline-Toolkit @ 0771fa9)
1 · Systems sources (hahnyuan/LLM-Viewer @ 1893e4b) | candidate · not_run · 16 readset(s) | no-eval |
| [plan-activation-residency](../src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md) | common | Propose training activation and gradient memory reductions by distinguishing lifetime reordering, address packing and ... | **unknown** | — | 1 Accelerator · Diagnose / Optimize / Verify | 1 · Systems sources (Checkmate — [1910.02653v3](https://arxiv.org/abs/1910.02653v3)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | — | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)
2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-eval |
-| [skill-evolution-playbook](../src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md) | common | Practical design choices for evolving agent skills from execution traces: when one trajectory should update a skill ... | **unknown** | — | — | 2 · Methodology and corpus references (Qwen-Applications/Trace2Skill @ 3d0b52a)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-applicability, no-eval |
+| [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | 5 OS · Diagnose / Configure / Verify | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)
2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-eval |
+| [skill-evolution-playbook](../src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md) | common | Practical design choices for evolving agent skills from execution traces: when one trajectory should update a skill ... | **unknown** | — | N/A: SKILL.md §§ When should one trajectory update a skill?, How large should a skill edit be?, and When should skills split or merge? govern skill-text evolution and held-out evaluation, not hardware-resource state or control. | 2 · Methodology and corpus references (Qwen-Applications/Trace2Skill @ 3d0b52a)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [training-input-pipeline](../src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md) | common | Diagnose training input stalls and choose bounded queue, shard-cache and cache-ownership changes from DALI, Mosaic ... | **unknown** | — | 1 Accelerator · Observe / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize
3 SSD · Diagnose / Configure / Optimize
4 Network · Configure / Optimize
5 OS · Configure / Optimize | 1 · Systems sources (B1 / NVIDIA DALI @ `6fe47c48d3b0ca335f5e1afd3c77c750b2c7e041` ...)
1 · Systems sources (B2 / Mosaic Streaming @ `d99bf9c7cdf2dd4ed62a4960ed35270b93337a5f` ...)
1 · Systems sources (B3 / FFCV @ `3a12966b3afe3a81733a732e633317d747bfaac7` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [training-resource-budget](../src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md) | common | Choose training offload and resource-budget changes using pinned DeepSpeed configuration, attributed expert diagnosis ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize / Verify
3 SSD · Configure / Optimize
4 Network · Observe / Diagnose / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (CR1 / DeepSpeed ZeRO-Infinity @ `5f266e26d216a705d9c64cac88fb813ce ...)
1 · Systems sources (CR5 / Ascend MindSpeed adaptive memory — historical `core_r0.8.0` ...)
1 · Systems sources (ZeRO-Offload — [2101.06840v1](https://arxiv.org/abs/2101.06840v1))
2 · Methodology and corpus references (CR6 / Stas Bekman ML Engineering Open Book @ ...) | candidate · not_run · 9 readset(s) | no-applicability, no-eval |
-| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | 1 Accelerator †guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
| [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) | common | Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source ... | **unknown** | — | 1 Accelerator †guidance: Flare preparation and complete-session source contracts
2 RAM/Host †guidance: Flare preparation and complete-session source contracts
3 SSD · Observe / Profile / Diagnose / Optimize / Verify †guidance: Flare preparation and complete-session source contracts
4 Network · Configure / Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (foundation-model-stack/fastsafetensors @ 219e256)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (mindie-agent/mindie-agent @ 6a81b41) | candidate · not_run · 3 readset(s) | no-applicability, no-eval |
## Registered: Workflows (6)
| Skill | Backend | Declared task | Applicability | Conditions | SearchSpace layer / stage | Reference Matrix | State | Gaps |
|---|---|---|---|---|---|---|---|---|
-| [cite-check-downstream-pr](../src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md) | common | Review a downstream PR description for correct acceptance issue links, SHA pins, and artifact citations. | Review of a downstream PR description that cites RSI acceptance work for a performance or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [cite-check-downstream-pr](../src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md) | common | Review a downstream PR description for correct acceptance issue links, SHA pins, and artifact citations. | Review of a downstream PR description that cites RSI acceptance work for a performance or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Checklist and Red flags check acceptance links, revision/artifact citations and claim wording; they provide no hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
| [claim-contract](../src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md) | common | Enforce ThinkFlowLab claim contract wording and verdict rules without embedding campaign-specific revision pins. | Wording and verdict rules for any public performance or quality claim produced from an ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Verify | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
-| [competitor-scan](../src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md) | common | Structure a lightweight competitive scan without inventing benchmark numbers or campaign verdicts. | Qualitative positioning of a new RSI repository against other projects before acceptance ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
-| [draft-acceptance-issue](../src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md) | common | Draft a campaign acceptance issue with checklist, RunSpec, evidence paths, and placeholders for baseline/candidate SHAs. | Opening a new acceptance campaign in an RSI-style repository, before any baseline or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
-| [npu-skill-factory](../src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md) | common | Design and operation of the InferRSI NPU skill factory: artifact lifecycle, skill evaluation contract, corpus ... | InferRSI skill lifecycle management | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | 2 · Methodology and corpus references (Dong1017/OmniRSI @ `codex/skill-eval-bootstrap` (82218b4))
2 · Methodology and corpus references (InferMatrixLab/InferRSI PR #9 @ 4ad551a9)
2 · Methodology and corpus references (VectorSpaceLab/AREX-Skill @ ac3fe1af)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 14 readset(s) | no-SearchSpace-layer, no-eval |
+| [competitor-scan](../src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md) | common | Structure a lightweight competitive scan without inventing benchmark numbers or campaign verdicts. | Qualitative positioning of a new RSI repository against other projects before acceptance ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Frame, Rules and Deliverable produce a qualitative competitive comparison with evidence limits, not a hardware-resource decision or implementation mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
+| [draft-acceptance-issue](../src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md) | common | Draft a campaign acceptance issue with checklist, RunSpec, evidence paths, and placeholders for baseline/candidate SHAs. | Opening a new acceptance campaign in an RSI-style repository, before any baseline or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Steps and Output prepare an acceptance issue, RunSpec, frozen gates and evidence paths; device identifiers are campaign metadata rather than a hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
+| [npu-skill-factory](../src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md) | common | Design and operation of the InferRSI NPU skill factory: artifact lifecycle, skill evaluation contract, corpus ... | InferRSI skill lifecycle management | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Choose the evidence product, Artifact lifecycle, and What this skill does not do define skill-distillation/evaluation methodology; NPU task tiers are evaluation prerequisites, not a hardware-resource mechanism. | 2 · Methodology and corpus references (Dong1017/OmniRSI @ `codex/skill-eval-bootstrap` (82218b4))
2 · Methodology and corpus references (InferMatrixLab/InferRSI PR #9 @ 4ad551a9)
2 · Methodology and corpus references (VectorSpaceLab/AREX-Skill @ ac3fe1af)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 14 readset(s) | no-eval |
| [rsi-evidence](../src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md) | common | Guide agents to publish and cite RSI evidence using plan/results/patch/validator paths and PASS/FAIL/INCONCLUSIVE ... | Documenting or reviewing an optimization campaign whose verdict will be cited downstream | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Verify | — | candidate · not_run · 1 readset(s) | no-Reference-Matrix-row, no-eval |
## Documents outside the registry
@@ -218,15 +221,18 @@ an entrypoint routes to procedures below it rather than adding one.
| Gap | Skills |
|---|---|
-| `no-SearchSpace-layer` | 15: ascend-video-diffusion-optimization, audit-fixed-workload-claim, audit-recurrent-kv-finalization, cite-check-downstream-pr, competitor-scan, draft-acceptance-issue, dwarfstar, husky, inference-benchmark-design, lily, npu-skill-factory, repository-evolution-analysis, skill-evolution-playbook, splash, video-diffusion-optimization |
+| `no-SearchSpace-layer` | 1: husky |
+| `conflicting-SearchSpace-layer` | 0: — |
| `no-Reference-Matrix-row` | 8: ascend-video-diffusion-optimization, audit-fixed-workload-claim, cite-check-downstream-pr, claim-contract, competitor-scan, draft-acceptance-issue, rsi-evidence, video-diffusion-optimization |
| `no-sidecar` | 0: — |
| `no-applicability` | 41: as listed in the Gaps column above |
| `no-eval` | 75: as listed in the Gaps column above |
-These are inventory gaps, not defects. A workflow skill may legitimately
-have no hardware resource layer; a candidate may legitimately be untested.
-The view records the absence instead of inferring an answer.
+These are inventory gaps, not efficacy results. Missing layer mappings stay
+unknown unless the sidecar records a reasoned N/A. N/A is not coverage;
+a conflicting matrix mapping remains visible and is excluded from coverage
+counts until reconciled. Supplementary guidance stays distinct from numbered
+layer coverage. A candidate may legitimately remain untested.
## Evaluation linkage
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index e2b0617d4..fdd0eb96e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
procedures use their corresponding backend; shared methods use `common`.
-Source snapshot: [bde70d82bb65cc2e5dcd0f9d33cda5d38091120b](https://github.com/InferMatrixLab/InferRSI/tree/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library).
+Source snapshot: [e34f420814dd8382e0aad08925d49c80aa85994f](https://github.com/InferMatrixLab/InferRSI/tree/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library).
```bash
inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
```bash
python tools/build_skill_index.py --source-revision
-python tools/build_skill_index.py --source-revision bde70d82bb65cc2e5dcd0f9d33cda5d38091120b --check
+python tools/build_skill_index.py --source-revision e34f420814dd8382e0aad08925d49c80aa85994f --check
```
`--check` detects missing, stale and unexpected generated records without writing.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index d1841646a..bae8a4127 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index 23c6a195c..f0d3ef083 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index 4d6cf119e..51bb3aa9c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index 3baf8d822..ef3621a9b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index a4d9f4c2d..c04638b1a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
index 4513309da..b58153a59 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
index 72287107b..c6d5ee597 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
index 3bc45c815..182c0fee8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index c8689ef9f..3c561c6e7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
index 3b0b531c8..2f8276c2e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index 100d6c8d2..723aaefe2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index 78df33c6a..d70fda8fb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index 3b974ef7f..c3a081694 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index bb789a376..1e2d627f1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 9bfdef399..6fc51172b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index d944db3aa..aa995c940 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index fbb2c1a4c..21f9a42f0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json",
@@ -37,7 +37,7 @@
"checkout_ref": "checkout:audit-fixed-workload-claim",
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"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md": "2be89b1340a3deb978c8e1792d18aeecbe8f5de81d4daf542389f53826b8ebee",
- "src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json": "81edd75fa16939807548d0944e9203cfd7c0cb17e63463872d96ca2c1273d1d8",
+ "src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json": "245bdfe7b7f3ff3cb8009ac23c1b4bb5bbdd6ea8efbf401e80c99eee343748fa",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
},
"skill_metadata": {
@@ -55,7 +55,8 @@
"empirical_validation": "not_run",
"limitations": [
"Guidance for supplied reports; no local efficacy validation or measured performance gain is established."
- ]
+ ],
+ "searchspace_not_applicable": "SKILL.md §§ Preserve the observation hierarchy, Check what was actually compared, and Return an auditable conclusion audit supplied measurements and verdicts; device identity is comparison metadata, not a hardware-resource mechanism."
},
"applicability": {},
"recommendations": [
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index 6e2fcbedc..3b807d597 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index 6fe9c3504..4c3fcb0b5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
index a690d3eb5..e570ba4bf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
index 8fd55bb5f..c2713915e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index 0821a7d0e..bb07ece74 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index cd18a9077..3c308e401 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index f8959efe9..a0a969ebb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index 7ca1325d7..e9ada7b1a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index 6cca85b49..0017fefd2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index 1caf6afaf..179d01a6c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index 1429dd4f6..7ef2f1971 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index ce7c6e5c7..1227c9420 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index e94c12016..3fc7ad09f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index f37b7765e..272c022ca 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
@@ -40,7 +40,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md": "485932cdf3b1fba5dc69be73e75d38f86a7b79442d26e82a296c963a7598d226",
- "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json": "7a18f9dbb4894216802a44929b913990fc4bd8521cb60976d9435ee8f37e4265"
+ "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json": "ade23e3def5c7b875fba4084d32fa63b1af90bebeade72506265c974405eb55d"
},
"skill_metadata": {
"name": "cite-check-downstream-pr",
@@ -84,7 +84,8 @@
"Checklist-only procedure; it validates citation discipline, not the measurement behind an artifact.",
"A passing review does not establish that the campaign evidence itself is correct."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Checklist and Red flags check acceptance links, revision/artifact citations and claim wording; they provide no hardware-resource mechanism."
},
"applicability": {
"scope": "Review of a downstream PR description that cites RSI acceptance work for a performance or quality improvement",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
index f39ac4b29..d5773f1cf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index e6475bf57..b0d4944d9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
"src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index 8cd803b37..9dab5c5bd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
@@ -39,7 +39,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md": "0ede58ace65a9324a538b4816add1684f230ba536d4364fe5a5dd2c0bbed3776",
- "src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json": "74b387e5df7b40cce9fd1ceee7ea1a26c258a4ed091144f2b366ef971895a2e8"
+ "src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json": "e1a279c0b730c80fa34ca985c004d4084dae5ee77685f7f2b642cf469bfffffc"
},
"skill_metadata": {
"name": "competitor-scan",
@@ -80,7 +80,8 @@
"Produces positioning material only; it establishes no performance or quality result.",
"Third-party claim contracts are read from public material and may be incomplete."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Frame, Rules and Deliverable produce a qualitative competitive comparison with evidence limits, not a hardware-resource decision or implementation mechanism."
},
"applicability": {
"scope": "Qualitative positioning of a new RSI repository against other projects before acceptance evidence exists",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index aa309c547..2e12ff965 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index 60d8c1c02..3bb7c2416 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index 5cf0a0aa3..d1ae90f59 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index f706019fc..7590b4683 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index 35c1146f7..0481d6d6a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
@@ -40,7 +40,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md": "ce983acfb7d7d3272775e7cf00c92e4ddadd97511b602575a76e5ab7ade01b56",
- "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json": "e97a665349f234d74baeaa20c6996bff990d0f45c40c0b7ac7283aa599cb951e"
+ "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json": "ff1c463a13d0c869baaf90505a7fe981d684ee7b79f2fa8d2358340b6b4139a7"
},
"skill_metadata": {
"name": "draft-acceptance-issue",
@@ -82,7 +82,8 @@
"Drafts an issue only; it freezes no gate and runs no measurement.",
"The placeholder SHA convention depends on the campaign owner filling them in later."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Steps and Output prepare an acceptance issue, RunSpec, frozen gates and evidence paths; device identifiers are campaign metadata rather than a hardware-resource mechanism."
},
"applicability": {
"scope": "Opening a new acceptance campaign in an RSI-style repository, before any baseline or candidate run",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
index b60d6e126..d8355b3d7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/dwarfstar/LICENSE",
"src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index 701eedf8b..9ec983673 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index b1f38ce58..635bd8a7f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
index 35039c25e..a57cc4595 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
index 5e56342b1..55e8adab4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
index f88743bb3..ca8140792 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
"src/inferrsi/data/skill_library/repositories/husky/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index 89a2500c9..eb659fb99 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json",
@@ -49,7 +49,7 @@
"checkout_ref": "checkout:inference-benchmark-design",
"source_files": {
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md": "59b5656e7d989b3cee8d6f95cd43be03053b1fb11c3a82bb49ab3d402f7aacee",
- "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "18310402a8ade03fd48ac687f79ba9d447871e90337de84c0e1bc15c0b827306",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "a6671976f3755ea152dc8abd7d147b73d11c07dc65ec188d02dabc8ee0f99eaf",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/benchmark-commands.md": "0898424e0bff3a6246e1eeeda6abd6c5bd974c047fe32f3bbd5ab9d31ce17cd3",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/task-benchmark-selection.md": "0d4bb080a754e26846e81680023db0dff5e6a4c96be4327c411c3b72ac4ef8e2",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
@@ -214,7 +214,8 @@
"../inference-optimization-casebook/cases/admission-drain-occupancy.md",
"../inference-optimization-casebook/cases/admission-drain-occupancy.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism."
},
"applicability": {},
"recommendations": [
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index 2b589b439..9fa2ccb90 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index 7f7a01ee7..176cb1a4c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
@@ -39,8 +39,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
index 7864009ba..3bbe00744 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index ceaa9e2f9..d5366d544 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
index ee17263cf..50c514056 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/lily/LICENSE",
"src/inferrsi/data/skill_library/repositories/lily/NOTICE.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index 855174e9e..aed4f4cda 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index 61a92eba6..a74c8f9f7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index 018149f60..b0ddd323f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index 0d61044c8..f242a5c2c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index 232ce428d..cd9a8b54e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index f42d1bac1..75aa97e4f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
@@ -56,7 +56,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md": "74cd863df2e80dc2bda1713d24207809173a3116f30325e3487e1e3517cfec1e",
- "src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json": "073174963ca5c19c63d68843ccabdbf758f4c8b7ca61e3d7283affd6f88a753c",
+ "src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json": "c862565b814e98e0ebc4923e32eef2aa67a8df2357c255903d744f40aaea32c8",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/COMPARISON.md": "38587678a96581f5c2dc697d982127343565504bffa191352811dffcc165aa23",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/INTEGRATION_NOTES.md": "fbc4a96b6f6c477706eed83eaa4fcc29a14f881637629d6c004601ed049f2523",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/QA.md": "3f3785ec39a6938a5d1f2e874e99153fe92c0e666dd3e78a499c8b47d891346a",
@@ -176,7 +176,8 @@
"references/papers-20261015/UNREAD_LEADS.md",
"references/papers-20261015/updates/bounded-updates.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ Choose the evidence product, Artifact lifecycle, and What this skill does not do define skill-distillation/evaluation methodology; NPU task tiers are evaluation prerequisites, not a hardware-resource mechanism."
},
"applicability": {
"scope": "InferRSI skill lifecycle management",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
index e6d1bfee7..c51252d75 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index 1ad9db926..dfedf3c09 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
index 860ef2407..982d89291 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
index e69d8e94d..de8cae14b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index 9f2f5253d..b584a65bc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
index f8da7204d..b7e8bd69b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
index e3e9c23a3..2e27b0b44 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
index 379fe83b5..417c185fa 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json",
@@ -38,7 +38,7 @@
"checkout_ref": "checkout:skill-evolution-playbook",
"source_files": {
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md": "9cd37f21fe0d862069e4798edca8a04d59f8b840e55d521901594a63dddd9ba3",
- "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json": "92b36338b9257e2e41b95e4370694d7de52ed84bc7971056b3bfced07b0993d8",
+ "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json": "11e2549fbfb7fa0ac05beacd32cd591c1e052c5da866c74ad0517ece9305e0a9",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
},
"skill_metadata": {
@@ -63,7 +63,8 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ When should one trajectory update a skill?, How large should a skill edit be?, and When should skills split or merge? govern skill-text evolution and held-out evaluation, not hardware-resource state or control."
},
"applicability": {},
"recommendations": [
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
index 9e6612249..53482a69a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/splash/LICENSE",
"src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
index 9e0474379..f9f7dc4d6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
index bcc6324a9..6f3ff1b59 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
index 0a23ae89f..36604fcb4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index a03848459..442c24a56 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/assets/campaign.template.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index ae0d8bcd1..17c2582ff 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index 56b37fd49..1e529af55 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index 438723ba8..ef66fb06f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index d9f3e6d7d..0273b2347 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 9eca28b37..52285c82d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index a470ca646..771c91125 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index 058605427..6d5210fee 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
@@ -36,8 +36,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e34f420814dd8382e0aad08925d49c80aa85994f/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "e34f420814dd8382e0aad08925d49c80aa85994f",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
From 8b8ff658d10a143cabac0999900ba27d915bea19 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sat, 31 Oct 2026 11:53:16 +0800
Subject: [PATCH 04/11] docs: regenerate skill projections from published
source history
Keep the canonical source snapshot reachable as a preceding commit.
Agent-assisted-by: Codex / gpt-6-astra [effort=xhigh] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/skill-coverage.md | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index f700e993d..6db36c87b 100644
--- a/docs/skill-coverage.md
+++ b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
matrices. **Do not edit by hand**; regenerate after any registry, skill,
matrix or frozen-plan change.
-- Input digest: `sha256:05a02d64eb7f979f54bfcadbdf84b563e08196a1d20ee5e516c6a1371dbf69e2`
+- Input digest: `sha256:22d38c7e37837365cfc21d739d3408327a1088b2018708d1c6c8fbd81573d79d`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
From b925740846500b003ecf4d0c09ba2ae66bc32611 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sat, 31 Oct 2026 12:41:26 +0800
Subject: [PATCH 05/11] docs: regenerate skill projections from published
source history
Keep the canonical source snapshot reachable as a preceding commit.
Agent-assisted-by: Codex / gpt-6-astra [effort=xhigh] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/skill-coverage.md | 50 +++++++++++--------
.../repo_packs/inferrsi/knowledge/README.md | 4 +-
.../ascend-aclgraph-capture-replay.json | 4 +-
.../ascend/skills/ascend-device-health.json | 4 +-
.../skills/ascend-distributed-parallel.json | 4 +-
.../ascend/skills/ascend-graph-mode.json | 4 +-
.../skills/ascend-model-adaptation.json | 4 +-
.../skills/ascend-operator-profiling.json | 4 +-
.../ascend/skills/ascend-operator-tuning.json | 4 +-
.../skills/ascend-optimization-casebook.json | 4 +-
.../skills/ascend-performance-analysis.json | 4 +-
.../ascend-video-diffusion-optimization.json | 4 +-
.../ascend/skills/ascendc-tiling-design.json | 4 +-
.../skills/cann-attribution-overlap.json | 4 +-
.../torchnpu-device-memory-lifecycle.json | 4 +-
...torchnpu-pinned-host-memory-lifecycle.json | 4 +-
.../skills/assess-serving-preemption.json | 4 +-
.../assess-split-backward-schedule.json | 4 +-
.../skills/audit-fixed-workload-claim.json | 9 ++--
.../audit-h3-metal-fasth3-semantics.json | 4 +-
.../skills/audit-h3-runtime-residency.json | 4 +-
.../skills/audit-llama-runtime-state.json | 4 +-
.../audit-recurrent-kv-finalization.json | 4 +-
.../common/skills/audit-sd-cpp-residency.json | 4 +-
.../audit-sglang-diffusion-lifetimes.json | 4 +-
.../skills/audit-vllm-kv-lifetimes.json | 4 +-
.../bound-windowed-attention-replay.json | 4 +-
.../budget-speculative-verification.json | 4 +-
.../skills/calibrate-serving-simulation.json | 4 +-
.../skills/cgroup-resource-controls.json | 4 +-
.../checkpoint-recovery-consistency.json | 4 +-
.../skills/choose-parallel-training-plan.json | 4 +-
.../skills/cite-check-downstream-pr.json | 9 ++--
.../common/skills/claim-contract.json | 4 +-
.../knowledge/common/skills/comfy-ui.json | 4 +-
.../common/skills/competitor-scan.json | 9 ++--
.../skills/dcp-async-save-performance.json | 4 +-
.../skills/dense-performance-evidence.json | 4 +-
.../diagnose-vllm-admission-pressure.json | 4 +-
.../skills/diffusers-invocation-state.json | 4 +-
.../common/skills/draft-acceptance-issue.json | 9 ++--
.../knowledge/common/skills/dwarfstar.json | 4 +-
.../evaluate-elastic-serving-placement.json | 4 +-
.../skills/generation-cache-lifecycle.json | 4 +-
.../common/skills/host-memory-management.json | 4 +-
.../skills/host-overhead-optimization.json | 4 +-
.../knowledge/common/skills/husky.json | 4 +-
.../skills/inference-benchmark-design.json | 9 ++--
.../inference-optimization-casebook.json | 4 +-
.../common/skills/kernel-writing-guide.json | 4 +-
.../common/skills/kv-tier-management.json | 4 +-
.../lazy-evaluation-stream-lifetimes.json | 4 +-
.../knowledge/common/skills/lily.json | 4 +-
.../knowledge/common/skills/lithos-metal.json | 4 +-
.../knowledge/common/skills/local-dream.json | 4 +-
.../knowledge/common/skills/mistral-rs.json | 4 +-
.../knowledge/common/skills/mlc-llm.json | 4 +-
.../knowledge/common/skills/mlx-swift-lm.json | 4 +-
.../common/skills/npu-skill-factory.json | 9 ++--
.../skills/optimization-search-policy.json | 4 +-
.../common/skills/os-process-placement.json | 4 +-
.../skills/performance-ceiling-analysis.json | 4 +-
.../skills/plan-activation-residency.json | 4 +-
.../knowledge/common/skills/project-maya.json | 4 +-
.../skills/repository-evolution-analysis.json | 4 +-
.../knowledge/common/skills/rsi-evidence.json | 4 +-
.../skills/skill-evolution-playbook.json | 9 ++--
.../knowledge/common/skills/splash.json | 4 +-
.../common/skills/storage-io-measurement.json | 4 +-
.../skills/training-input-pipeline.json | 4 +-
.../skills/training-resource-budget.json | 4 +-
.../skills/video-diffusion-optimization.json | 4 +-
.../knowledge/common/skills/vllm-metal.json | 4 +-
.../skills/weight-loading-optimization.json | 4 +-
.../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-
.../skills/audit-flare-session-lifecycle.json | 4 +-
.../diagnose-attention-bottlenecks.json | 4 +-
.../cuda/skills/host-overhead-profiling.json | 4 +-
.../cuda/skills/reason-hopper-kernels.json | 4 +-
79 files changed, 205 insertions(+), 192 deletions(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 7261443c3..34a196ba5 100644
--- a/docs/skill-coverage.md
+++ b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
matrices. **Do not edit by hand**; regenerate after any registry, skill,
matrix or frozen-plan change.
-- Input digest: `sha256:bf6ac4fe724e1f91f7373ed7352852919749aa9cb1e53e8d27e68e3e1df4b8ff`
+- Input digest: `sha256:90882fb37e14c9eb1b58f83e77fa2c6527bf6442286063a2356190e419397edd`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -24,6 +24,7 @@ matrix: every field is copied from an owner that already maintains it.
| Declared task, status, validation state, provenance readsets | the skill's `SKILL.md` frontmatter and `metadata.json` sidecar |
| Declared applicability conditions, workflow input/output/failure/refusal | `applicability` in the same `metadata.json` sidecar; descriptive, not evidential |
| Resource layer, lifecycle stage | [SearchSpace Matrix](searchspace-matrix.md) |
+| Reasoned resource-layer exclusion | `searchspace_not_applicable` in the sidecar |
| Source identity and inspected scope | [Reference Matrix](reference-matrix.md) |
| Evaluation selection | frozen `evidence//plan/protocol-*.json` |
| Delivery PR and issue | not derived here; see [issue #91](https://github.com/InferMatrixLab/InferRSI/issues/91) and `docs/reviews/issue91-*.md` |
@@ -35,8 +36,10 @@ matrix: every field is copied from an owner that already maintains it.
| Registered skill ids | 77 |
| By category | frameworks 3, hardware 22, methods 20, repositories 26, workflows 6 |
| By backend | ascend 14, common 58, cuda 5 |
-| Recorded on a numbered SearchSpace resource layer | 49 |
-| Recorded only in a supplementary guidance table (†) | 13 |
+| Recorded on a numbered SearchSpace resource layer | 51 |
+| Recorded only in a supplementary guidance table (†) | 18 |
+| Resource layers explicitly not applicable | 7 |
+| Conflicting resource-layer declarations | 0 |
| Recorded on two or more resource layers | 24 |
| Recorded in the Reference Matrix | 69 |
| With a `metadata.json` sidecar | 77 |
@@ -61,7 +64,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [ascend-operator-tuning](../src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md) | ascend | Run a staged, accuracy-gated tuning campaign on a single Ascend NPU operator: set a numeric target up front, block ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [ascend-optimization-casebook](../src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md) | ascend | Casebook of NPU optimization cases for Ascend inference systems: symptom → diagnosis → action → evidence records for ... | **unknown** | — | 1 Accelerator · Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [ascend-performance-analysis](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md) | ascend | Diagnose performance bottlenecks on Ascend NPU systems using CANN profiling data. Maps GPU profiling concepts (nsys ... | **unknown** | — | 1 Accelerator · Observe / Profile / Diagnose / Verify
4 Network · Observe / Profile / Diagnose / Verify
5 OS · Diagnose | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (cann/cannbot @ `c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110` (selected ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | ascend | Run and verify goal-driven Ascend video diffusion optimization. Specializes the backend-agnostic ... | Ascend NPU video diffusion inference and serving optimization | — | — | — | candidate · not_run · 1 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | ascend | Run and verify goal-driven Ascend video diffusion optimization. Specializes the backend-agnostic ... | Ascend NPU video diffusion inference and serving optimization | — | 1 Accelerator †guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 1 readset(s) | no-Reference-Matrix-row, no-eval |
| [ascendc-tiling-design](../src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md) | ascend | Design tiling for a custom AscendC operator: normalize the shape first (axis-collapse or flatten), answer the ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [cann-attribution-overlap](../src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md) | ascend | Attribute NPU trace kernels to model source and plan bounded multistream overlap: select a representative step, map ... | **unknown** | — | 1 Accelerator · Observe / Profile / Diagnose / Optimize / Verify
4 Network · Diagnose / Optimize / Verify | 1 · Systems sources (cann/oam-tools @ `8440935f` (!302 import; later master `f3cf4115` ...) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [cgroup-resource-controls](../src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md) | common | Diagnose and configure cgroup v2 resource controls for serving/training workloads: distinguish quota stalls from ... | **unknown** | — | 2 RAM/Host · Observe / Profile / Configure / Verify
5 OS · Observe / Profile / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Linux cgroup v2 docs — kernel.org live 2026-10-15 (revision ...) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
@@ -92,7 +95,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [audit-h3-metal-fasth3-semantics](../src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md) | common | Audit h3-metal FastH3 effective configuration, checkpoint tensor and schedule semantics, partial VSA tiles, sparse ... | h3-metal FastH3 requested/effective configuration, checkpoint transformation and ... | — | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (zuiho-kai/h3-metal @ `4ba47a3eabdbebf801ac6664b31f8ec168bc57a8` ...) | candidate · not_run · 3 readset(s) | no-eval |
| [audit-h3-runtime-residency](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md) | common | Audit MiniMax-H3 generation in h3.c on Apple Silicon by tracing conditioning, AdaLN precompute, DiT residency, Metal ... | MiniMax-H3 joint audio/video C/Metal runtime audit: raw checkpoint compatibility, input ... | — | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Configure / Verify | 1 · Systems sources (antirez/h3.c @ `8974cc055ea9c02fcd14cc27dfda3e1027c05153` (MIT ...) | candidate · not_run · 3 readset(s) | no-eval |
| [audit-llama-runtime-state](../src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md) | common | Audit llama.cpp context memory, partial decode progress, graph reuse and server cancellation when a retry, stale ... | Pinned llama.cpp context-memory, graph-reuse and server task-lifecycle diagnosis ... | — | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (ggml-org/llama.cpp @ `707616feb5f379e99ff7442680a55b4a1704c7c9` (MIT ...) | candidate · not_run · 1 readset(s) | no-eval |
-| [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED ... | — | — | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED ... | — | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-eval |
| [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | common | Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery ... | Source-grounded audit of native image-generation weight/runtime residency, optional ... | — | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Verify | 1 · Systems sources (leejet/stable-diffusion.cpp @ `b13a48219d5cdf408edcb93da6cd69b612ed03d ...) | candidate · not_run · 2 readset(s) | no-eval |
| [audit-sglang-diffusion-lifetimes](../src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md) | common | Diagnose SGLang multimodal_gen stage state, component residency and request timeout/deletion when grouped outputs ... | Bounded monolithic multimodal_gen composed-pipeline state and lifecycle diagnosis; actual ... | — | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (sgl-project/sglang @ `df13d5dce31abfeff0e701a62e8c39a136758e6c` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [audit-vllm-kv-lifetimes](../src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md) | common | Audit vLLM V1 asynchronous KV load/save completion, block retention, preemption, and receive-failure contracts when ... | **unknown** | — | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
@@ -100,18 +103,18 @@ optimization is fully covered or that any procedure has measured benefit.
| [budget-speculative-verification](../src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md) | common | Decide how many draft tokens to verify per decode step when acceptance varies by request and position. Use when an ... | Engines with multi-token speculative decoding whose verification forward cost grows with ... | — | 1 Accelerator †guidance: DeepInfer bounded source guidance | DeepInfer source extraction (deepseek-ai/DeepInfer @ `8b16149741a4935e1dec8cea27853f273b374c5b` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [comfy-ui](../src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md) | common | Audit ComfyUI workflow-output cache validity, lazy dependencies and model-weight residency as separate state contracts ... | Source-grounded ComfyUI workflow-output cache and model-weight ownership audit; confirm ... | — | 1 Accelerator · Diagnose / Configure / Verify
2 RAM/Host · Diagnose / Configure / Verify | 1 · Systems sources (Comfy-Org/ComfyUI @ `b1a247c9cf9dbfda4b2c0a0c1d50950667eeaa0c` (GNU ...) | candidate · not_run · 1 readset(s) | no-eval |
| [diagnose-vllm-admission-pressure](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md) | common | Diagnose vLLM V1 admission stalls and KV-pressure preemption by separating token, input, active-request ... | **unknown** | — | 1 Accelerator · Observe / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 14 readset(s) | no-applicability, no-eval |
-| [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | common | Investigate DwarfStar model fit, expert SSD streaming, session and vision cache correctness, speculative sampling and ... | Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support ... | — | — | DwarfStar portable AREX extraction (antirez/ds4 @ `ee7e8405232c8971000cc7ba2b945b00bf6d20d3`; AREX-Skill ...) | candidate · partial_cpu_only · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | common | Investigate DwarfStar model fit, expert SSD streaming, session and vision cache correctness, speculative sampling and ... | Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support ... | — | 1 Accelerator †guidance: DwarfStar source-derived execution/state graph
2 RAM/Host †guidance: DwarfStar source-derived execution/state graph
3 SSD †guidance: DwarfStar source-derived execution/state graph | DwarfStar portable AREX extraction (antirez/ds4 @ `ee7e8405232c8971000cc7ba2b945b00bf6d20d3`; AREX-Skill ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
| [generation-cache-lifecycle](../src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md) | common | Trace MLX-LM prefill, generation batching, prompt-cache reuse and cooperative stopping when request state, cache rows ... | MLX-LM generation, batch-row and prefix-cache diagnosis; model/backend/runtime ... | — | 2 RAM/Host †guidance: MLX-LM application guidance (source-derived) | MLX-LM application source extraction (ml-explore/mlx-lm @ `ab7f7048dc341ced2d84b1887eeb17d60b0d1b02` (MIT)) | candidate · not_run · 1 readset(s) | no-eval |
-| [husky](../src/inferrsi/data/skill_library/repositories/husky/SKILL.md) | common | Review Husky's official-document claims as research hypotheses, separating author reports, implementation evidence ... | Review Husky document claims and specify missing evidence; common catalog scope is not ... | — | — | Husky document-only research adaptation (Official https://husky.underdog.ai/; displayed2026-09-20 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [husky](../src/inferrsi/data/skill_library/repositories/husky/SKILL.md) | common | Review Husky's official-document claims as research hypotheses, separating author reports, implementation evidence ... | Review Husky document claims and specify missing evidence; common catalog scope is not ... | — | **unknown** | Husky document-only research adaptation (Official https://husky.underdog.ai/; displayed2026-09-20 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
| [kv-tier-management](../src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md) | common | Manage runtime KV cache tiers (GPU → CPU RAM → local disk) for LLM serving: decide when KV is stored, retained ... | **unknown** | — | 2 RAM/Host · Configure / Optimize
3 SSD · Optimize | 1 · Systems sources (LMCache/LMCache @ c3b875a) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | common | Investigate Lily's exact Qwen3.6-35B-A3B MLX-affine-Q4 contract, Metal state and kernels, strict greedy text API ... | Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog ... | — | — | Lily portable AREX extraction (perplexityai/pplx-garden `lily/` @ `1ed972ed3f0bd5616c997c9507c25616c6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | common | Investigate Lily's exact Qwen3.6-35B-A3B MLX-affine-Q4 contract, Metal state and kernels, strict greedy text API ... | Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog ... | — | 1 Accelerator †guidance: Lily exact-model source contracts
2 RAM/Host †guidance: Lily exact-model source contracts | Lily portable AREX extraction (perplexityai/pplx-garden `lily/` @ `1ed972ed3f0bd5616c997c9507c25616c6 ...) | candidate · not_run · 2 readset(s) | no-eval |
| [lithos-metal](../src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md) | common | Inspect Lithos Metal compilation and fusion, GPU-resident generation and DSpark state, or local serving and ... | Pinned Lithos Metal 0.1.2 source/API contracts; Apple silicon Metal runtime; model and ... | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (lithos-ai/lithos-metal @ `6653b7df5f2c4392ec7b038960f2796b1499923f` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [local-dream](../src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md) | common | Audit Local Dream Android desired-versus-serving process state, remote exposure, native backend and DiT packaging/ABI ... | Selected Android app/process and native diffusion boundary contracts; common is a ... | — | 2 RAM/Host †guidance: Local Dream Android diffusion source contracts | Local Dream Android diffusion boundary source (xororz/local-dream @ `db162df4d9bb6efc6595250423d8df26241f4c27` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mistral-rs](../src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md) | common | Investigate mistral.rs Metal paged-attention decode layouts, prefill coordinates and workspace, actual-model prewarm ... | Selected native Metal paged decode/prefill layout/metadata/workspace and ... | — | 1 Accelerator †guidance: mistral.rs Metal paged-attention source contracts
2 RAM/Host †guidance: mistral.rs Metal paged-attention source contracts | mistral.rs Metal paged-attention extraction (EricLBuehler/mistral.rs @ `9459891e7697238225885518119682ac8209a612` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mlc-llm](../src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md) | common | Investigate MLC LLM compiled Metal artifact/schema, Apple target and pinned TVM module/storage/stream contracts, and ... | Selected artifact/Apple target/pinned TVM Metal consumer and KV configuration source ... | — | 1 Accelerator †guidance: MLC LLM artifact, target and runtime source contracts
2 RAM/Host †guidance: MLC LLM artifact, target and runtime source contracts | MLC LLM compiled Metal and runtime contracts (mlc-ai/mlc-llm @ `8978ea9aec626d64096aaa92fbc89bda2e3ea802`; TVM ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mlx-swift-lm](../src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md) | common | Investigate MLX Swift LM generation ownership, cancellation and settled task completion, and recurrent GatedDelta Metal ... | Selected Swift ownership/cancellation/settling and actual GatedDelta Metal/ops contracts ... | — | 1 Accelerator †guidance: MLX Swift LM ownership and recurrent Metal source contracts
2 RAM/Host †guidance: MLX Swift LM ownership and recurrent Metal source contracts | MLX Swift LM lifecycle and recurrent Metal extraction (ml-explore/mlx-swift-lm @ `3d066d3a0ffdc7e70c476a3d31488ea62dfdd0ac` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [project-maya](../src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md) | common | Investigate Project Maya model-family dispatch, representation and memory tiers, API versus native state, speculative ... | Model-specific dispatch/residency, API/native state and qualification investigation ... | — | 1 Accelerator †guidance: Project Maya model-specific source contracts
2 RAM/Host †guidance: Project Maya model-specific source contracts
3 SSD †guidance: Project Maya model-specific source contracts | Project Maya source and CPU-slice extraction (mw00/project-maya @ `249f9a87d1a9d72bec2b684d704b0aa9296b1c9c` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
-| [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | Pinned Splash representation, planning, state/serving and verification investigation ... | — | — | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | Pinned Splash representation, planning, state/serving and verification investigation ... | — | 1 Accelerator †guidance: Splash source-derived planning and state
2 RAM/Host †guidance: Splash source-derived planning and state
3 SSD †guidance: Splash source-derived planning and state | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
| [vllm-metal](../src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md) | common | Investigate vllm-metal Apple inference through platform and native-ABI selection, paged KV/offload ownership ... | Selected plugin preparation, KV/offload ownership and speculative/deferred/dispatch ... | — | 1 Accelerator †guidance: vLLM Metal selected source contracts
2 RAM/Host †guidance: vLLM Metal selected source contracts
3 SSD †guidance: vLLM Metal selected source contracts | vLLM Metal portable AREX source and CPU extraction (vllm-project/vllm-metal @ `e7df7a6ff215f99c7842552d230fdbc709835934` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
## Registered: Methods (20)
@@ -120,34 +123,34 @@ optimization is fully covered or that any procedure has measured benefit.
|---|---|---|---|---|---|---|---|---|
| [assess-serving-preemption](../src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md) | common | Assess whether LLM serving queue delays justify token-boundary priority preemption, accounting for suspended KV, host ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Orca — OSDI 2022 proceedings) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [assess-split-backward-schedule](../src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md) | common | Evaluate memory-capped split-backward and V-shaped pipeline scheduling proposals, preserving synchronous update ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Zero Bubble — [2401.10241v1](https://arxiv.org/abs/2401.10241v1)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [audit-fixed-workload-claim](../src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md) | common | Audit a performance claim from supplied fixed-workload reports and an explicit measurement contract. Check aggregation ... | **unknown** | — | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-applicability, no-eval |
+| [audit-fixed-workload-claim](../src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md) | common | Audit a performance claim from supplied fixed-workload reports and an explicit measurement contract. Check aggregation ... | **unknown** | — | N/A: SKILL.md §§ Preserve the observation hierarchy, Check what was actually compared, and Return an auditable conclusion audit supplied measurements and verdicts; device identity is comparison metadata, not a hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-applicability, no-eval |
| [calibrate-serving-simulation](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md) | common | Build an evidence-gated serving-configuration shortlist from a profiled simulator while separating empirical ... | **unknown** | — | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (Vidur — [2405.05465v2](https://arxiv.org/abs/2405.05465v2)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [checkpoint-recovery-consistency](../src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md) | common | Assess distributed checkpoint recovery using DLRover memory agreement, persistence completion and replica transport ... | **unknown** | — | 2 RAM/Host · Configure / Verify
3 SSD · Configure / Verify
4 Network · Diagnose / Configure / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (C3 / DLRover FlashCheckpoint @ `e35b1ad90e2928ca6bacf5d22117f71356 ...)
1 · Systems sources (C4 / NVIDIA Resiliency Extension @ ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [choose-parallel-training-plan](../src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md) | common | Compare stage, device-mesh and operator-sharding candidates for static distributed training while accounting for ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Alpa — [2201.12023v3](https://arxiv.org/abs/2201.12023v3)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [dense-performance-evidence](../src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md) | common | Taxonomy of performance evidence an optimization agent needs, ordered by collection cost and diagnostic power. Maps ... | **unknown** | — | 1 Accelerator · Observe / Profile / Verify
2 RAM/Host · Verify
4 Network · Verify | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-applicability |
| [evaluate-elastic-serving-placement](../src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md) | common | Compare migrating an LLM request between model replicas with changing its sequence-parallel execution group, including ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Llumnix — [2406.03243v1](https://arxiv.org/abs/2406.03243v1)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | **unknown** | — | — | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-applicability |
+| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | **unknown** | — | N/A: SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism. | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | no-applicability |
| [inference-optimization-casebook](../src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md) | common | How to structure and use a casebook of past optimization decisions as a decision-support tool. Extracts the casebook ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | common | Decision guide for writing custom inference kernels: when to write one, which framework to choose (Triton, CuTe DSL ... | **unknown** | — | 1 Accelerator · Optimize / Diagnose / Configure / Verify | 1 · Systems sources (Dao-AILab/causal-conv1d @ `cd81f0413cad2fc1e6f17e785ac39f59aae690cd` ...)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (huggingface/transformers @ `0dad7b822255a0ae261ec45ae937371e859ffd1a` ...)
1 · Systems sources (mindspore-ai/akg @ `5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff` ...)
1 · Systems sources (sgl-project/sglang @ `16176278d0180f1a1a578e53e6eef432577876c2` ...)
1 · Systems sources (vllm-project/vllm @ `537a79f0fc5ba564d2bef43d54915b2f80f9f77d` (root ...) | candidate · not_run · 7 readset(s) | no-applicability, no-eval |
| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | **unknown** | — | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)
2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 7 readset(s) | no-applicability, no-eval |
| [performance-ceiling-analysis](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md) | common | Estimate optimization headroom before modifying an inference system. Produces a three-level ceiling model (analytical ... | inference serving systems (LLM, diffusion, audio) | — | 1 Accelerator · Diagnose / Verify
5 OS · Configure | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ebugger/Empirical-Roofline-Toolkit @ 0771fa9)
1 · Systems sources (hahnyuan/LLM-Viewer @ 1893e4b) | candidate · not_run · 16 readset(s) | no-eval |
| [plan-activation-residency](../src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md) | common | Propose training activation and gradient memory reductions by distinguishing lifetime reordering, address packing and ... | **unknown** | — | 1 Accelerator · Diagnose / Optimize / Verify | 1 · Systems sources (Checkmate — [1910.02653v3](https://arxiv.org/abs/1910.02653v3)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | — | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)
2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-eval |
-| [skill-evolution-playbook](../src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md) | common | Practical design choices for evolving agent skills from execution traces: when one trajectory should update a skill ... | **unknown** | — | — | 2 · Methodology and corpus references (Qwen-Applications/Trace2Skill @ 3d0b52a)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-applicability, no-eval |
+| [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | 5 OS · Diagnose / Configure / Verify | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)
2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-eval |
+| [skill-evolution-playbook](../src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md) | common | Practical design choices for evolving agent skills from execution traces: when one trajectory should update a skill ... | **unknown** | — | N/A: SKILL.md §§ When should one trajectory update a skill?, How large should a skill edit be?, and When should skills split or merge? govern skill-text evolution and held-out evaluation, not hardware-resource state or control. | 2 · Methodology and corpus references (Qwen-Applications/Trace2Skill @ 3d0b52a)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [training-input-pipeline](../src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md) | common | Diagnose training input stalls and choose bounded queue, shard-cache and cache-ownership changes from DALI, Mosaic ... | **unknown** | — | 1 Accelerator · Observe / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize
3 SSD · Diagnose / Configure / Optimize
4 Network · Configure / Optimize
5 OS · Configure / Optimize | 1 · Systems sources (B1 / NVIDIA DALI @ `6fe47c48d3b0ca335f5e1afd3c77c750b2c7e041` ...)
1 · Systems sources (B2 / Mosaic Streaming @ `d99bf9c7cdf2dd4ed62a4960ed35270b93337a5f` ...)
1 · Systems sources (B3 / FFCV @ `3a12966b3afe3a81733a732e633317d747bfaac7` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [training-resource-budget](../src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md) | common | Choose training offload and resource-budget changes using pinned DeepSpeed configuration, attributed expert diagnosis ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize / Verify
3 SSD · Configure / Optimize
4 Network · Observe / Diagnose / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (CR1 / DeepSpeed ZeRO-Infinity @ `5f266e26d216a705d9c64cac88fb813ce ...)
1 · Systems sources (CR5 / Ascend MindSpeed adaptive memory — historical `core_r0.8.0` ...)
1 · Systems sources (ZeRO-Offload — [2101.06840v1](https://arxiv.org/abs/2101.06840v1))
2 · Methodology and corpus references (CR6 / Stas Bekman ML Engineering Open Book @ ...) | candidate · not_run · 9 readset(s) | no-applicability, no-eval |
-| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | 1 Accelerator †guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
| [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) | common | Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source ... | **unknown** | — | 1 Accelerator †guidance: Flare preparation and complete-session source contracts
2 RAM/Host †guidance: Flare preparation and complete-session source contracts
3 SSD · Observe / Profile / Diagnose / Optimize / Verify †guidance: Flare preparation and complete-session source contracts
4 Network · Configure / Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (foundation-model-stack/fastsafetensors @ 219e256)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (mindie-agent/mindie-agent @ 6a81b41) | candidate · not_run · 3 readset(s) | no-applicability, no-eval |
## Registered: Workflows (6)
| Skill | Backend | Declared task | Applicability | Conditions | SearchSpace layer / stage | Reference Matrix | State | Gaps |
|---|---|---|---|---|---|---|---|---|
-| [cite-check-downstream-pr](../src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md) | common | Review a downstream PR description for correct acceptance issue links, SHA pins, and artifact citations. | Review of a downstream PR description that cites RSI acceptance work for a performance or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [cite-check-downstream-pr](../src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md) | common | Review a downstream PR description for correct acceptance issue links, SHA pins, and artifact citations. | Review of a downstream PR description that cites RSI acceptance work for a performance or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Checklist and Red flags check acceptance links, revision/artifact citations and claim wording; they provide no hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
| [claim-contract](../src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md) | common | Enforce ThinkFlowLab claim contract wording and verdict rules without embedding campaign-specific revision pins. | Wording and verdict rules for any public performance or quality claim produced from an ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Verify | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
-| [competitor-scan](../src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md) | common | Structure a lightweight competitive scan without inventing benchmark numbers or campaign verdicts. | Qualitative positioning of a new RSI repository against other projects before acceptance ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
-| [draft-acceptance-issue](../src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md) | common | Draft a campaign acceptance issue with checklist, RunSpec, evidence paths, and placeholders for baseline/candidate SHAs. | Opening a new acceptance campaign in an RSI-style repository, before any baseline or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
-| [npu-skill-factory](../src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md) | common | Design and operation of the InferRSI NPU skill factory: artifact lifecycle, skill evaluation contract, corpus ... | InferRSI skill lifecycle management | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | 2 · Methodology and corpus references (Dong1017/OmniRSI @ `codex/skill-eval-bootstrap` (82218b4))
2 · Methodology and corpus references (InferMatrixLab/InferRSI PR #9 @ 4ad551a9)
2 · Methodology and corpus references (VectorSpaceLab/AREX-Skill @ ac3fe1af)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 14 readset(s) | no-SearchSpace-layer, no-eval |
+| [competitor-scan](../src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md) | common | Structure a lightweight competitive scan without inventing benchmark numbers or campaign verdicts. | Qualitative positioning of a new RSI repository against other projects before acceptance ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Frame, Rules and Deliverable produce a qualitative competitive comparison with evidence limits, not a hardware-resource decision or implementation mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
+| [draft-acceptance-issue](../src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md) | common | Draft a campaign acceptance issue with checklist, RunSpec, evidence paths, and placeholders for baseline/candidate SHAs. | Opening a new acceptance campaign in an RSI-style repository, before any baseline or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Steps and Output prepare an acceptance issue, RunSpec, frozen gates and evidence paths; device identifiers are campaign metadata rather than a hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
+| [npu-skill-factory](../src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md) | common | Design and operation of the InferRSI NPU skill factory: artifact lifecycle, skill evaluation contract, corpus ... | InferRSI skill lifecycle management | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Choose the evidence product, Artifact lifecycle, and What this skill does not do define skill-distillation/evaluation methodology; NPU task tiers are evaluation prerequisites, not a hardware-resource mechanism. | 2 · Methodology and corpus references (Dong1017/OmniRSI @ `codex/skill-eval-bootstrap` (82218b4))
2 · Methodology and corpus references (InferMatrixLab/InferRSI PR #9 @ 4ad551a9)
2 · Methodology and corpus references (VectorSpaceLab/AREX-Skill @ ac3fe1af)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 14 readset(s) | no-eval |
| [rsi-evidence](../src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md) | common | Guide agents to publish and cite RSI evidence using plan/results/patch/validator paths and PASS/FAIL/INCONCLUSIVE ... | Documenting or reviewing an optimization campaign whose verdict will be cited downstream | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Verify | — | candidate · not_run · 1 readset(s) | no-Reference-Matrix-row, no-eval |
## Documents outside the registry
@@ -218,15 +221,18 @@ an entrypoint routes to procedures below it rather than adding one.
| Gap | Skills |
|---|---|
-| `no-SearchSpace-layer` | 15: ascend-video-diffusion-optimization, audit-fixed-workload-claim, audit-recurrent-kv-finalization, cite-check-downstream-pr, competitor-scan, draft-acceptance-issue, dwarfstar, husky, inference-benchmark-design, lily, npu-skill-factory, repository-evolution-analysis, skill-evolution-playbook, splash, video-diffusion-optimization |
+| `no-SearchSpace-layer` | 1: husky |
+| `conflicting-SearchSpace-layer` | 0: — |
| `no-Reference-Matrix-row` | 8: ascend-video-diffusion-optimization, audit-fixed-workload-claim, cite-check-downstream-pr, claim-contract, competitor-scan, draft-acceptance-issue, rsi-evidence, video-diffusion-optimization |
| `no-sidecar` | 0: — |
| `no-applicability` | 41: as listed in the Gaps column above |
| `no-eval` | 75: as listed in the Gaps column above |
-These are inventory gaps, not defects. A workflow skill may legitimately
-have no hardware resource layer; a candidate may legitimately be untested.
-The view records the absence instead of inferring an answer.
+These are inventory gaps, not efficacy results. Missing layer mappings stay
+unknown unless the sidecar records a reasoned N/A. N/A is not coverage;
+a conflicting matrix mapping remains visible and is excluded from coverage
+counts until reconciled. Supplementary guidance stays distinct from numbered
+layer coverage. A candidate may legitimately remain untested.
## Evaluation linkage
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 50464fea2..1850c5fa4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
procedures use their corresponding backend; shared methods use `common`.
-Source snapshot: [c5e13944c06a8a03ab7015a8933981a983e42186](https://github.com/InferMatrixLab/InferRSI/tree/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library).
+Source snapshot: [3e3c045da6f6c721b250282a9954ba9da2125f6a](https://github.com/InferMatrixLab/InferRSI/tree/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library).
```bash
inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
```bash
python tools/build_skill_index.py --source-revision
-python tools/build_skill_index.py --source-revision c5e13944c06a8a03ab7015a8933981a983e42186 --check
+python tools/build_skill_index.py --source-revision 3e3c045da6f6c721b250282a9954ba9da2125f6a --check
```
`--check` detects missing, stale and unexpected generated records without writing.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index 15c7f3ff8..e671ce51b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index 93260a6e7..50d169205 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index ef68579bd..564f25829 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index 36f92b57d..f7b697db2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index a0d5c8c59..777047918 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
index 5f746c46d..f234c643f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
index f8ceae7c8..cd598239f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
index 92c99dd63..f7c90e91f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index 2b70e686b..b78f37d03 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
index 20c058d35..bdd4b745b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index 5be88df8b..4dd9358ed 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index 3aa47ab27..dd2286821 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index 9b074d7fa..05d19ec1d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index 6fde6678f..d29aa73b6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 721060d94..7f5e3bd0e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index 7756c1301..7211f7604 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index a5357f135..94b635802 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json",
@@ -37,7 +37,7 @@
"checkout_ref": "checkout:audit-fixed-workload-claim",
"source_files": {
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md": "2be89b1340a3deb978c8e1792d18aeecbe8f5de81d4daf542389f53826b8ebee",
- "src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json": "81edd75fa16939807548d0944e9203cfd7c0cb17e63463872d96ca2c1273d1d8",
+ "src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json": "245bdfe7b7f3ff3cb8009ac23c1b4bb5bbdd6ea8efbf401e80c99eee343748fa",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
},
"skill_metadata": {
@@ -55,7 +55,8 @@
"empirical_validation": "not_run",
"limitations": [
"Guidance for supplied reports; no local efficacy validation or measured performance gain is established."
- ]
+ ],
+ "searchspace_not_applicable": "SKILL.md §§ Preserve the observation hierarchy, Check what was actually compared, and Return an auditable conclusion audit supplied measurements and verdicts; device identity is comparison metadata, not a hardware-resource mechanism."
},
"applicability": {},
"recommendations": [
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index ecbb2d324..3e20abf47 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index 5506ae49e..d9fb8057d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
index ea5171357..4e3c77d60 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
index 21373ea43..6de1f7bc3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index b2bde92e2..b29896587 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index a76263984..b1369aeb0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index 9173d33e8..d7035216d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index b27a542ce..c193d7cb9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index 29288ee06..86cdd2783 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index a9920f438..be9d0bdcb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index 7169a9d63..667e82170 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index 59160a87d..53b1d4e6e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index 4149eb57b..cd4d41a1d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index 066b9cfd9..b30954d0d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
@@ -40,7 +40,7 @@
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"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md": "485932cdf3b1fba5dc69be73e75d38f86a7b79442d26e82a296c963a7598d226",
- "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json": "7a18f9dbb4894216802a44929b913990fc4bd8521cb60976d9435ee8f37e4265"
+ "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json": "ade23e3def5c7b875fba4084d32fa63b1af90bebeade72506265c974405eb55d"
},
"skill_metadata": {
"name": "cite-check-downstream-pr",
@@ -84,7 +84,8 @@
"Checklist-only procedure; it validates citation discipline, not the measurement behind an artifact.",
"A passing review does not establish that the campaign evidence itself is correct."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Checklist and Red flags check acceptance links, revision/artifact citations and claim wording; they provide no hardware-resource mechanism."
},
"applicability": {
"scope": "Review of a downstream PR description that cites RSI acceptance work for a performance or quality improvement",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
index 1626bcd8a..632e4be7b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index 1b15338b2..3a0936ab3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
"src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index 515fc89aa..60c562a51 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
@@ -39,7 +39,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md": "0ede58ace65a9324a538b4816add1684f230ba536d4364fe5a5dd2c0bbed3776",
- "src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json": "74b387e5df7b40cce9fd1ceee7ea1a26c258a4ed091144f2b366ef971895a2e8"
+ "src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json": "e1a279c0b730c80fa34ca985c004d4084dae5ee77685f7f2b642cf469bfffffc"
},
"skill_metadata": {
"name": "competitor-scan",
@@ -80,7 +80,8 @@
"Produces positioning material only; it establishes no performance or quality result.",
"Third-party claim contracts are read from public material and may be incomplete."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Frame, Rules and Deliverable produce a qualitative competitive comparison with evidence limits, not a hardware-resource decision or implementation mechanism."
},
"applicability": {
"scope": "Qualitative positioning of a new RSI repository against other projects before acceptance evidence exists",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index ac50b9ca3..8d70c722c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index 2f9845e02..9d0c0908a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index ef7a40054..47c80e71f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index b01184e87..f0fabe508 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index 00d84e827..fe49ca512 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
@@ -40,7 +40,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md": "ce983acfb7d7d3272775e7cf00c92e4ddadd97511b602575a76e5ab7ade01b56",
- "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json": "e97a665349f234d74baeaa20c6996bff990d0f45c40c0b7ac7283aa599cb951e"
+ "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json": "ff1c463a13d0c869baaf90505a7fe981d684ee7b79f2fa8d2358340b6b4139a7"
},
"skill_metadata": {
"name": "draft-acceptance-issue",
@@ -82,7 +82,8 @@
"Drafts an issue only; it freezes no gate and runs no measurement.",
"The placeholder SHA convention depends on the campaign owner filling them in later."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Steps and Output prepare an acceptance issue, RunSpec, frozen gates and evidence paths; device identifiers are campaign metadata rather than a hardware-resource mechanism."
},
"applicability": {
"scope": "Opening a new acceptance campaign in an RSI-style repository, before any baseline or candidate run",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
index f8984451a..4f5e9efbe 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/dwarfstar/LICENSE",
"src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index d4b8c68d9..a760285e5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index bc1749570..ab72f019f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
index 18d9ae726..0d43a9988 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
index 053898b1b..20532e751 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
index 7cf060d13..fec1f2946 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
"src/inferrsi/data/skill_library/repositories/husky/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index e38e0536a..5eacc4e2c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json",
@@ -49,7 +49,7 @@
"checkout_ref": "checkout:inference-benchmark-design",
"source_files": {
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md": "59b5656e7d989b3cee8d6f95cd43be03053b1fb11c3a82bb49ab3d402f7aacee",
- "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "18310402a8ade03fd48ac687f79ba9d447871e90337de84c0e1bc15c0b827306",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "a6671976f3755ea152dc8abd7d147b73d11c07dc65ec188d02dabc8ee0f99eaf",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/benchmark-commands.md": "0898424e0bff3a6246e1eeeda6abd6c5bd974c047fe32f3bbd5ab9d31ce17cd3",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/task-benchmark-selection.md": "0d4bb080a754e26846e81680023db0dff5e6a4c96be4327c411c3b72ac4ef8e2",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
@@ -214,7 +214,8 @@
"../inference-optimization-casebook/cases/admission-drain-occupancy.md",
"../inference-optimization-casebook/cases/admission-drain-occupancy.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism."
},
"applicability": {},
"recommendations": [
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index 726c8467f..8db7f02ce 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index 571129076..36465e87e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
@@ -39,8 +39,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
index 427697464..ac94a4235 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index 86b259c09..f6431c55d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
index 49cd72067..b7390d0fc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/lily/LICENSE",
"src/inferrsi/data/skill_library/repositories/lily/NOTICE.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index 8d6b9814f..4fc94ecf9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index 13c0f6966..c6bad40e3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index 742d7bd56..7b6cc5ed8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index 0a5e0563c..e978c50b7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index 9d286e066..87e693866 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index cafbdc364..94503d67b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
@@ -56,7 +56,7 @@
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"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md": "74cd863df2e80dc2bda1713d24207809173a3116f30325e3487e1e3517cfec1e",
- "src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json": "073174963ca5c19c63d68843ccabdbf758f4c8b7ca61e3d7283affd6f88a753c",
+ "src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json": "c862565b814e98e0ebc4923e32eef2aa67a8df2357c255903d744f40aaea32c8",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/COMPARISON.md": "38587678a96581f5c2dc697d982127343565504bffa191352811dffcc165aa23",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/INTEGRATION_NOTES.md": "fbc4a96b6f6c477706eed83eaa4fcc29a14f881637629d6c004601ed049f2523",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/QA.md": "3f3785ec39a6938a5d1f2e874e99153fe92c0e666dd3e78a499c8b47d891346a",
@@ -176,7 +176,8 @@
"references/papers-20261015/UNREAD_LEADS.md",
"references/papers-20261015/updates/bounded-updates.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ Choose the evidence product, Artifact lifecycle, and What this skill does not do define skill-distillation/evaluation methodology; NPU task tiers are evaluation prerequisites, not a hardware-resource mechanism."
},
"applicability": {
"scope": "InferRSI skill lifecycle management",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
index 798493ab5..a696ca588 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index 59eecca4c..2c637da94 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
index 5fde95df1..9d002e618 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
index 14d1ac0fb..5356f2f1f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index 3327dbace..19ec38c73 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
index 0113cbb14..7a3f55dcc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
index e1df63741..44e2b1427 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
index f19d61f2f..61b9ebbc4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json",
@@ -38,7 +38,7 @@
"checkout_ref": "checkout:skill-evolution-playbook",
"source_files": {
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md": "9cd37f21fe0d862069e4798edca8a04d59f8b840e55d521901594a63dddd9ba3",
- "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json": "92b36338b9257e2e41b95e4370694d7de52ed84bc7971056b3bfced07b0993d8",
+ "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json": "11e2549fbfb7fa0ac05beacd32cd591c1e052c5da866c74ad0517ece9305e0a9",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
},
"skill_metadata": {
@@ -63,7 +63,8 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ When should one trajectory update a skill?, How large should a skill edit be?, and When should skills split or merge? govern skill-text evolution and held-out evaluation, not hardware-resource state or control."
},
"applicability": {},
"recommendations": [
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
index 3062af59c..73ccf55fc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/splash/LICENSE",
"src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
index ac42b98c1..39c0449d3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
index 1c56b3e7d..7c5a540ac 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
index 9efe6daab..4cd3f4034 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index dcfebda27..7fea44ff1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/assets/campaign.template.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index 37c7ebf9c..02b75fd13 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index f894ccf93..bc76aaf9e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index 6f18573b8..3a8ec5dc5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index f86ac899a..24f161a5e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 13bd48286..0db6aff9b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index aa21e20fb..40778957a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index c2aa42eec..fd1c1391b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
@@ -36,8 +36,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/3e3c045da6f6c721b250282a9954ba9da2125f6a/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "3e3c045da6f6c721b250282a9954ba9da2125f6a",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
From c9dce4249f6db51480a669e60fb18a2bda9b9da5 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sat, 31 Oct 2026 12:45:29 +0800
Subject: [PATCH 06/11] docs: regenerate skill projections from published
source history
Keep the canonical source snapshot reachable as a preceding commit.
Agent-assisted-by: Codex / gpt-6-astra [effort=xhigh] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/skill-coverage.md | 50 +++++++++++--------
.../repo_packs/inferrsi/knowledge/README.md | 4 +-
.../ascend-aclgraph-capture-replay.json | 4 +-
.../ascend/skills/ascend-device-health.json | 4 +-
.../skills/ascend-distributed-parallel.json | 4 +-
.../ascend/skills/ascend-graph-mode.json | 4 +-
.../skills/ascend-model-adaptation.json | 4 +-
.../skills/ascend-operator-profiling.json | 4 +-
.../ascend/skills/ascend-operator-tuning.json | 4 +-
.../skills/ascend-optimization-casebook.json | 4 +-
.../skills/ascend-performance-analysis.json | 4 +-
.../ascend-video-diffusion-optimization.json | 4 +-
.../ascend/skills/ascendc-tiling-design.json | 4 +-
.../skills/cann-attribution-overlap.json | 4 +-
.../torchnpu-device-memory-lifecycle.json | 4 +-
...torchnpu-pinned-host-memory-lifecycle.json | 4 +-
.../skills/assess-serving-preemption.json | 4 +-
.../assess-split-backward-schedule.json | 4 +-
.../skills/audit-fixed-workload-claim.json | 9 ++--
.../audit-h3-metal-fasth3-semantics.json | 4 +-
.../skills/audit-h3-runtime-residency.json | 4 +-
.../skills/audit-llama-runtime-state.json | 4 +-
.../audit-recurrent-kv-finalization.json | 4 +-
.../common/skills/audit-sd-cpp-residency.json | 4 +-
.../audit-sglang-diffusion-lifetimes.json | 4 +-
.../skills/audit-vllm-kv-lifetimes.json | 4 +-
.../bound-windowed-attention-replay.json | 4 +-
.../budget-speculative-verification.json | 4 +-
.../skills/calibrate-serving-simulation.json | 4 +-
.../skills/cgroup-resource-controls.json | 4 +-
.../checkpoint-recovery-consistency.json | 4 +-
.../skills/choose-parallel-training-plan.json | 4 +-
.../skills/cite-check-downstream-pr.json | 9 ++--
.../common/skills/claim-contract.json | 4 +-
.../knowledge/common/skills/comfy-ui.json | 4 +-
.../common/skills/competitor-scan.json | 9 ++--
.../skills/dcp-async-save-performance.json | 4 +-
.../skills/dense-performance-evidence.json | 4 +-
.../diagnose-vllm-admission-pressure.json | 4 +-
.../skills/diffusers-invocation-state.json | 4 +-
.../common/skills/draft-acceptance-issue.json | 9 ++--
.../knowledge/common/skills/dwarfstar.json | 4 +-
.../evaluate-elastic-serving-placement.json | 4 +-
.../skills/generation-cache-lifecycle.json | 4 +-
.../common/skills/host-memory-management.json | 4 +-
.../skills/host-overhead-optimization.json | 4 +-
.../knowledge/common/skills/husky.json | 4 +-
.../skills/inference-benchmark-design.json | 9 ++--
.../inference-optimization-casebook.json | 4 +-
.../common/skills/kernel-writing-guide.json | 4 +-
.../common/skills/kv-tier-management.json | 4 +-
.../lazy-evaluation-stream-lifetimes.json | 4 +-
.../knowledge/common/skills/lily.json | 4 +-
.../knowledge/common/skills/lithos-metal.json | 4 +-
.../knowledge/common/skills/local-dream.json | 4 +-
.../knowledge/common/skills/mistral-rs.json | 4 +-
.../knowledge/common/skills/mlc-llm.json | 4 +-
.../knowledge/common/skills/mlx-swift-lm.json | 4 +-
.../common/skills/npu-skill-factory.json | 9 ++--
.../skills/optimization-search-policy.json | 4 +-
.../common/skills/os-process-placement.json | 4 +-
.../skills/performance-ceiling-analysis.json | 4 +-
.../skills/plan-activation-residency.json | 4 +-
.../knowledge/common/skills/project-maya.json | 4 +-
.../skills/repository-evolution-analysis.json | 4 +-
.../knowledge/common/skills/rsi-evidence.json | 4 +-
.../skills/skill-evolution-playbook.json | 9 ++--
.../knowledge/common/skills/splash.json | 4 +-
.../common/skills/storage-io-measurement.json | 4 +-
.../skills/training-input-pipeline.json | 4 +-
.../skills/training-resource-budget.json | 4 +-
.../skills/video-diffusion-optimization.json | 4 +-
.../knowledge/common/skills/vllm-metal.json | 4 +-
.../skills/weight-loading-optimization.json | 4 +-
.../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-
.../skills/audit-flare-session-lifecycle.json | 4 +-
.../diagnose-attention-bottlenecks.json | 4 +-
.../cuda/skills/host-overhead-profiling.json | 4 +-
.../cuda/skills/reason-hopper-kernels.json | 4 +-
79 files changed, 205 insertions(+), 192 deletions(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 659f69008..eaf7142ce 100644
--- a/docs/skill-coverage.md
+++ b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
matrices. **Do not edit by hand**; regenerate after any registry, skill,
matrix or frozen-plan change.
-- Input digest: `sha256:43760f8a7e388c4c55bf61fd9680da4ecabe56264eafe5ebe1beacc3ae0b85d8`
+- Input digest: `sha256:75c6e028d3c33b903c6ef8c63e985215641b2c5a488aab1af3682a37b4ed8e5e`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -24,6 +24,7 @@ matrix: every field is copied from an owner that already maintains it.
| Declared task, status, validation state, provenance readsets | the skill's `SKILL.md` frontmatter and `metadata.json` sidecar |
| Declared applicability conditions, workflow input/output/failure/refusal | `applicability` in the same `metadata.json` sidecar; descriptive, not evidential |
| Resource layer, lifecycle stage | [SearchSpace Matrix](searchspace-matrix.md) |
+| Reasoned resource-layer exclusion | `searchspace_not_applicable` in the sidecar |
| Source identity and inspected scope | [Reference Matrix](reference-matrix.md) |
| Evaluation selection | frozen `evidence//plan/protocol-*.json` |
| Delivery PR and issue | not derived here; see [issue #91](https://github.com/InferMatrixLab/InferRSI/issues/91) and `docs/reviews/issue91-*.md` |
@@ -35,8 +36,10 @@ matrix: every field is copied from an owner that already maintains it.
| Registered skill ids | 77 |
| By category | frameworks 3, hardware 22, methods 20, repositories 26, workflows 6 |
| By backend | ascend 14, common 58, cuda 5 |
-| Recorded on a numbered SearchSpace resource layer | 49 |
-| Recorded only in a supplementary guidance table (†) | 13 |
+| Recorded on a numbered SearchSpace resource layer | 51 |
+| Recorded only in a supplementary guidance table (†) | 18 |
+| Resource layers explicitly not applicable | 7 |
+| Conflicting resource-layer declarations | 0 |
| Recorded on two or more resource layers | 24 |
| Recorded in the Reference Matrix | 69 |
| With a `metadata.json` sidecar | 77 |
@@ -61,7 +64,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [ascend-operator-tuning](../src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md) | ascend | Run a staged, accuracy-gated tuning campaign on a single Ascend NPU operator: set a numeric target up front, block ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [ascend-optimization-casebook](../src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md) | ascend | Casebook of NPU optimization cases for Ascend inference systems: symptom → diagnosis → action → evidence records for ... | **unknown** | — | 1 Accelerator · Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [ascend-performance-analysis](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md) | ascend | Diagnose performance bottlenecks on Ascend NPU systems using CANN profiling data. Maps GPU profiling concepts (nsys ... | **unknown** | — | 1 Accelerator · Observe / Profile / Diagnose / Verify
4 Network · Observe / Profile / Diagnose / Verify
5 OS · Diagnose | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (cann/cannbot @ `c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110` (selected ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | ascend | Run and verify goal-driven Ascend video diffusion optimization. Specializes the backend-agnostic ... | Ascend NPU video diffusion inference and serving optimization | — | — | — | candidate · not_run · 1 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | ascend | Run and verify goal-driven Ascend video diffusion optimization. Specializes the backend-agnostic ... | Ascend NPU video diffusion inference and serving optimization | — | 1 Accelerator †guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 1 readset(s) | no-Reference-Matrix-row, no-eval |
| [ascendc-tiling-design](../src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md) | ascend | Design tiling for a custom AscendC operator: normalize the shape first (axis-collapse or flatten), answer the ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [cann-attribution-overlap](../src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md) | ascend | Attribute NPU trace kernels to model source and plan bounded multistream overlap: select a representative step, map ... | **unknown** | — | 1 Accelerator · Observe / Profile / Diagnose / Optimize / Verify
4 Network · Diagnose / Optimize / Verify | 1 · Systems sources (cann/oam-tools @ `8440935f` (!302 import; later master `f3cf4115` ...) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [cgroup-resource-controls](../src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md) | common | Diagnose and configure cgroup v2 resource controls for serving/training workloads: distinguish quota stalls from ... | **unknown** | — | 2 RAM/Host · Observe / Profile / Configure / Verify
5 OS · Observe / Profile / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Linux cgroup v2 docs — kernel.org live 2026-10-15 (revision ...) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
@@ -92,7 +95,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [audit-h3-metal-fasth3-semantics](../src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md) | common | Audit h3-metal FastH3 effective configuration, checkpoint tensor and schedule semantics, partial VSA tiles, sparse ... | h3-metal FastH3 requested/effective configuration, checkpoint transformation and ... | — | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (zuiho-kai/h3-metal @ `4ba47a3eabdbebf801ac6664b31f8ec168bc57a8` ...) | candidate · not_run · 3 readset(s) | no-eval |
| [audit-h3-runtime-residency](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md) | common | Audit MiniMax-H3 generation in h3.c on Apple Silicon by tracing conditioning, AdaLN precompute, DiT residency, Metal ... | MiniMax-H3 joint audio/video C/Metal runtime audit: raw checkpoint compatibility, input ... | — | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Configure / Verify | 1 · Systems sources (antirez/h3.c @ `8974cc055ea9c02fcd14cc27dfda3e1027c05153` (MIT ...) | candidate · not_run · 3 readset(s) | no-eval |
| [audit-llama-runtime-state](../src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md) | common | Audit llama.cpp context memory, partial decode progress, graph reuse and server cancellation when a retry, stale ... | Pinned llama.cpp context-memory, graph-reuse and server task-lifecycle diagnosis ... | — | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (ggml-org/llama.cpp @ `707616feb5f379e99ff7442680a55b4a1704c7c9` (MIT ...) | candidate · not_run · 1 readset(s) | no-eval |
-| [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED ... | — | — | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED ... | — | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-eval |
| [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | common | Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery ... | Source-grounded audit of native image-generation weight/runtime residency, optional ... | — | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Verify | 1 · Systems sources (leejet/stable-diffusion.cpp @ `b13a48219d5cdf408edcb93da6cd69b612ed03d ...) | candidate · not_run · 2 readset(s) | no-eval |
| [audit-sglang-diffusion-lifetimes](../src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md) | common | Diagnose SGLang multimodal_gen stage state, component residency and request timeout/deletion when grouped outputs ... | Bounded monolithic multimodal_gen composed-pipeline state and lifecycle diagnosis; actual ... | — | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (sgl-project/sglang @ `df13d5dce31abfeff0e701a62e8c39a136758e6c` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [audit-vllm-kv-lifetimes](../src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md) | common | Audit vLLM V1 asynchronous KV load/save completion, block retention, preemption, and receive-failure contracts when ... | **unknown** | — | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
@@ -100,18 +103,18 @@ optimization is fully covered or that any procedure has measured benefit.
| [budget-speculative-verification](../src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md) | common | Decide how many draft tokens to verify per decode step when acceptance varies by request and position. Use when an ... | Engines with multi-token speculative decoding whose verification forward cost grows with ... | — | 1 Accelerator †guidance: DeepInfer bounded source guidance | DeepInfer source extraction (deepseek-ai/DeepInfer @ `8b16149741a4935e1dec8cea27853f273b374c5b` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [comfy-ui](../src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md) | common | Audit ComfyUI workflow-output cache validity, lazy dependencies and model-weight residency as separate state contracts ... | Source-grounded ComfyUI workflow-output cache and model-weight ownership audit; confirm ... | — | 1 Accelerator · Diagnose / Configure / Verify
2 RAM/Host · Diagnose / Configure / Verify | 1 · Systems sources (Comfy-Org/ComfyUI @ `b1a247c9cf9dbfda4b2c0a0c1d50950667eeaa0c` (GNU ...) | candidate · not_run · 1 readset(s) | no-eval |
| [diagnose-vllm-admission-pressure](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md) | common | Diagnose vLLM V1 admission stalls and KV-pressure preemption by separating token, input, active-request ... | **unknown** | — | 1 Accelerator · Observe / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 14 readset(s) | no-applicability, no-eval |
-| [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | common | Investigate DwarfStar model fit, expert SSD streaming, session and vision cache correctness, speculative sampling and ... | Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support ... | — | — | DwarfStar portable AREX extraction (antirez/ds4 @ `ee7e8405232c8971000cc7ba2b945b00bf6d20d3`; AREX-Skill ...) | candidate · partial_cpu_only · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | common | Investigate DwarfStar model fit, expert SSD streaming, session and vision cache correctness, speculative sampling and ... | Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support ... | — | 1 Accelerator †guidance: DwarfStar source-derived execution/state graph
2 RAM/Host †guidance: DwarfStar source-derived execution/state graph
3 SSD †guidance: DwarfStar source-derived execution/state graph | DwarfStar portable AREX extraction (antirez/ds4 @ `ee7e8405232c8971000cc7ba2b945b00bf6d20d3`; AREX-Skill ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
| [generation-cache-lifecycle](../src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md) | common | Trace MLX-LM prefill, generation batching, prompt-cache reuse and cooperative stopping when request state, cache rows ... | MLX-LM generation, batch-row and prefix-cache diagnosis; model/backend/runtime ... | — | 2 RAM/Host †guidance: MLX-LM application guidance (source-derived) | MLX-LM application source extraction (ml-explore/mlx-lm @ `ab7f7048dc341ced2d84b1887eeb17d60b0d1b02` (MIT)) | candidate · not_run · 1 readset(s) | no-eval |
-| [husky](../src/inferrsi/data/skill_library/repositories/husky/SKILL.md) | common | Review Husky's official-document claims as research hypotheses, separating author reports, implementation evidence ... | Review Husky document claims and specify missing evidence; common catalog scope is not ... | — | — | Husky document-only research adaptation (Official https://husky.underdog.ai/; displayed2026-09-20 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [husky](../src/inferrsi/data/skill_library/repositories/husky/SKILL.md) | common | Review Husky's official-document claims as research hypotheses, separating author reports, implementation evidence ... | Review Husky document claims and specify missing evidence; common catalog scope is not ... | — | **unknown** | Husky document-only research adaptation (Official https://husky.underdog.ai/; displayed2026-09-20 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
| [kv-tier-management](../src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md) | common | Manage runtime KV cache tiers (GPU → CPU RAM → local disk) for LLM serving: decide when KV is stored, retained ... | **unknown** | — | 2 RAM/Host · Configure / Optimize
3 SSD · Optimize | 1 · Systems sources (LMCache/LMCache @ c3b875a) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | common | Investigate Lily's exact Qwen3.6-35B-A3B MLX-affine-Q4 contract, Metal state and kernels, strict greedy text API ... | Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog ... | — | — | Lily portable AREX extraction (perplexityai/pplx-garden `lily/` @ `1ed972ed3f0bd5616c997c9507c25616c6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | common | Investigate Lily's exact Qwen3.6-35B-A3B MLX-affine-Q4 contract, Metal state and kernels, strict greedy text API ... | Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog ... | — | 1 Accelerator †guidance: Lily exact-model source contracts
2 RAM/Host †guidance: Lily exact-model source contracts | Lily portable AREX extraction (perplexityai/pplx-garden `lily/` @ `1ed972ed3f0bd5616c997c9507c25616c6 ...) | candidate · not_run · 2 readset(s) | no-eval |
| [lithos-metal](../src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md) | common | Inspect Lithos Metal compilation and fusion, GPU-resident generation and DSpark state, or local serving and ... | Pinned Lithos Metal 0.1.2 source/API contracts; Apple silicon Metal runtime; model and ... | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (lithos-ai/lithos-metal @ `6653b7df5f2c4392ec7b038960f2796b1499923f` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [local-dream](../src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md) | common | Audit Local Dream Android desired-versus-serving process state, remote exposure, native backend and DiT packaging/ABI ... | Selected Android app/process and native diffusion boundary contracts; common is a ... | — | 2 RAM/Host †guidance: Local Dream Android diffusion source contracts | Local Dream Android diffusion boundary source (xororz/local-dream @ `db162df4d9bb6efc6595250423d8df26241f4c27` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mistral-rs](../src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md) | common | Investigate mistral.rs Metal paged-attention decode layouts, prefill coordinates and workspace, actual-model prewarm ... | Selected native Metal paged decode/prefill layout/metadata/workspace and ... | — | 1 Accelerator †guidance: mistral.rs Metal paged-attention source contracts
2 RAM/Host †guidance: mistral.rs Metal paged-attention source contracts | mistral.rs Metal paged-attention extraction (EricLBuehler/mistral.rs @ `9459891e7697238225885518119682ac8209a612` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mlc-llm](../src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md) | common | Investigate MLC LLM compiled Metal artifact/schema, Apple target and pinned TVM module/storage/stream contracts, and ... | Selected artifact/Apple target/pinned TVM Metal consumer and KV configuration source ... | — | 1 Accelerator †guidance: MLC LLM artifact, target and runtime source contracts
2 RAM/Host †guidance: MLC LLM artifact, target and runtime source contracts | MLC LLM compiled Metal and runtime contracts (mlc-ai/mlc-llm @ `8978ea9aec626d64096aaa92fbc89bda2e3ea802`; TVM ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mlx-swift-lm](../src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md) | common | Investigate MLX Swift LM generation ownership, cancellation and settled task completion, and recurrent GatedDelta Metal ... | Selected Swift ownership/cancellation/settling and actual GatedDelta Metal/ops contracts ... | — | 1 Accelerator †guidance: MLX Swift LM ownership and recurrent Metal source contracts
2 RAM/Host †guidance: MLX Swift LM ownership and recurrent Metal source contracts | MLX Swift LM lifecycle and recurrent Metal extraction (ml-explore/mlx-swift-lm @ `3d066d3a0ffdc7e70c476a3d31488ea62dfdd0ac` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [project-maya](../src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md) | common | Investigate Project Maya model-family dispatch, representation and memory tiers, API versus native state, speculative ... | Model-specific dispatch/residency, API/native state and qualification investigation ... | — | 1 Accelerator †guidance: Project Maya model-specific source contracts
2 RAM/Host †guidance: Project Maya model-specific source contracts
3 SSD †guidance: Project Maya model-specific source contracts | Project Maya source and CPU-slice extraction (mw00/project-maya @ `249f9a87d1a9d72bec2b684d704b0aa9296b1c9c` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
-| [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | Pinned Splash representation, planning, state/serving and verification investigation ... | — | — | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | Pinned Splash representation, planning, state/serving and verification investigation ... | — | 1 Accelerator †guidance: Splash source-derived planning and state
2 RAM/Host †guidance: Splash source-derived planning and state
3 SSD †guidance: Splash source-derived planning and state | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
| [vllm-metal](../src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md) | common | Investigate vllm-metal Apple inference through platform and native-ABI selection, paged KV/offload ownership ... | Selected plugin preparation, KV/offload ownership and speculative/deferred/dispatch ... | — | 1 Accelerator †guidance: vLLM Metal selected source contracts
2 RAM/Host †guidance: vLLM Metal selected source contracts
3 SSD †guidance: vLLM Metal selected source contracts | vLLM Metal portable AREX source and CPU extraction (vllm-project/vllm-metal @ `e7df7a6ff215f99c7842552d230fdbc709835934` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
## Registered: Methods (20)
@@ -120,34 +123,34 @@ optimization is fully covered or that any procedure has measured benefit.
|---|---|---|---|---|---|---|---|---|
| [assess-serving-preemption](../src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md) | common | Assess whether LLM serving queue delays justify token-boundary priority preemption, accounting for suspended KV, host ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Orca — OSDI 2022 proceedings) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [assess-split-backward-schedule](../src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md) | common | Evaluate memory-capped split-backward and V-shaped pipeline scheduling proposals, preserving synchronous update ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Zero Bubble — [2401.10241v1](https://arxiv.org/abs/2401.10241v1)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [audit-fixed-workload-claim](../src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md) | common | Audit a performance claim from supplied fixed-workload reports and an explicit measurement contract. Check aggregation ... | **unknown** | — | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-applicability, no-eval |
+| [audit-fixed-workload-claim](../src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md) | common | Audit a performance claim from supplied fixed-workload reports and an explicit measurement contract. Check aggregation ... | **unknown** | — | N/A: SKILL.md §§ Preserve the observation hierarchy, Check what was actually compared, and Return an auditable conclusion audit supplied measurements and verdicts; device identity is comparison metadata, not a hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-applicability, no-eval |
| [calibrate-serving-simulation](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md) | common | Build an evidence-gated serving-configuration shortlist from a profiled simulator while separating empirical ... | **unknown** | — | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (Vidur — [2405.05465v2](https://arxiv.org/abs/2405.05465v2)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [checkpoint-recovery-consistency](../src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md) | common | Assess distributed checkpoint recovery using DLRover memory agreement, persistence completion and replica transport ... | **unknown** | — | 2 RAM/Host · Configure / Verify
3 SSD · Configure / Verify
4 Network · Diagnose / Configure / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (C3 / DLRover FlashCheckpoint @ `e35b1ad90e2928ca6bacf5d22117f71356 ...)
1 · Systems sources (C4 / NVIDIA Resiliency Extension @ ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [choose-parallel-training-plan](../src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md) | common | Compare stage, device-mesh and operator-sharding candidates for static distributed training while accounting for ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Alpa — [2201.12023v3](https://arxiv.org/abs/2201.12023v3)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [dense-performance-evidence](../src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md) | common | Taxonomy of performance evidence an optimization agent needs, ordered by collection cost and diagnostic power. Maps ... | **unknown** | — | 1 Accelerator · Observe / Profile / Verify
2 RAM/Host · Verify
4 Network · Verify | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-applicability |
| [evaluate-elastic-serving-placement](../src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md) | common | Compare migrating an LLM request between model replicas with changing its sequence-parallel execution group, including ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Llumnix — [2406.03243v1](https://arxiv.org/abs/2406.03243v1)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | **unknown** | — | — | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-applicability |
+| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | **unknown** | — | N/A: SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism. | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | no-applicability |
| [inference-optimization-casebook](../src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md) | common | How to structure and use a casebook of past optimization decisions as a decision-support tool. Extracts the casebook ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | common | Decision guide for writing custom inference kernels: when to write one, which framework to choose (Triton, CuTe DSL ... | **unknown** | — | 1 Accelerator · Optimize / Diagnose / Configure / Verify | 1 · Systems sources (Dao-AILab/causal-conv1d @ `cd81f0413cad2fc1e6f17e785ac39f59aae690cd` ...)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (huggingface/transformers @ `0dad7b822255a0ae261ec45ae937371e859ffd1a` ...)
1 · Systems sources (mindspore-ai/akg @ `5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff` ...)
1 · Systems sources (sgl-project/sglang @ `16176278d0180f1a1a578e53e6eef432577876c2` ...)
1 · Systems sources (vllm-project/vllm @ `537a79f0fc5ba564d2bef43d54915b2f80f9f77d` (root ...) | candidate · not_run · 7 readset(s) | no-applicability, no-eval |
| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | **unknown** | — | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)
2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 9 readset(s) | no-applicability, no-eval |
| [performance-ceiling-analysis](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md) | common | Estimate optimization headroom before modifying an inference system. Produces a three-level ceiling model (analytical ... | inference serving systems (LLM, diffusion, audio) | — | 1 Accelerator · Diagnose / Verify
5 OS · Configure | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ebugger/Empirical-Roofline-Toolkit @ 0771fa9)
1 · Systems sources (hahnyuan/LLM-Viewer @ 1893e4b) | candidate · not_run · 16 readset(s) | no-eval |
| [plan-activation-residency](../src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md) | common | Propose training activation and gradient memory reductions by distinguishing lifetime reordering, address packing and ... | **unknown** | — | 1 Accelerator · Diagnose / Optimize / Verify | 1 · Systems sources (Checkmate — [1910.02653v3](https://arxiv.org/abs/1910.02653v3)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | — | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)
2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-eval |
-| [skill-evolution-playbook](../src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md) | common | Practical design choices for evolving agent skills from execution traces: when one trajectory should update a skill ... | **unknown** | — | — | 2 · Methodology and corpus references (Qwen-Applications/Trace2Skill @ 3d0b52a)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-applicability, no-eval |
+| [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | 5 OS · Diagnose / Configure / Verify | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)
2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-eval |
+| [skill-evolution-playbook](../src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md) | common | Practical design choices for evolving agent skills from execution traces: when one trajectory should update a skill ... | **unknown** | — | N/A: SKILL.md §§ When should one trajectory update a skill?, How large should a skill edit be?, and When should skills split or merge? govern skill-text evolution and held-out evaluation, not hardware-resource state or control. | 2 · Methodology and corpus references (Qwen-Applications/Trace2Skill @ 3d0b52a)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [training-input-pipeline](../src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md) | common | Diagnose training input stalls and choose bounded queue, shard-cache and cache-ownership changes from DALI, Mosaic ... | **unknown** | — | 1 Accelerator · Observe / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize
3 SSD · Diagnose / Configure / Optimize
4 Network · Configure / Optimize
5 OS · Configure / Optimize | 1 · Systems sources (B1 / NVIDIA DALI @ `6fe47c48d3b0ca335f5e1afd3c77c750b2c7e041` ...)
1 · Systems sources (B2 / Mosaic Streaming @ `d99bf9c7cdf2dd4ed62a4960ed35270b93337a5f` ...)
1 · Systems sources (B3 / FFCV @ `3a12966b3afe3a81733a732e633317d747bfaac7` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [training-resource-budget](../src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md) | common | Choose training offload and resource-budget changes using pinned DeepSpeed configuration, attributed expert diagnosis ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize / Verify
3 SSD · Configure / Optimize
4 Network · Observe / Diagnose / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (CR1 / DeepSpeed ZeRO-Infinity @ `5f266e26d216a705d9c64cac88fb813ce ...)
1 · Systems sources (CR5 / Ascend MindSpeed adaptive memory — historical `core_r0.8.0` ...)
1 · Systems sources (ZeRO-Offload — [2101.06840v1](https://arxiv.org/abs/2101.06840v1))
2 · Methodology and corpus references (CR6 / Stas Bekman ML Engineering Open Book @ ...) | candidate · not_run · 9 readset(s) | no-applicability, no-eval |
-| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | 1 Accelerator †guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
| [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) | common | Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source ... | **unknown** | — | 1 Accelerator †guidance: Flare preparation and complete-session source contracts
2 RAM/Host †guidance: Flare preparation and complete-session source contracts
3 SSD · Observe / Profile / Diagnose / Optimize / Verify †guidance: Flare preparation and complete-session source contracts
4 Network · Configure / Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (foundation-model-stack/fastsafetensors @ 219e256)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (mindie-agent/mindie-agent @ 6a81b41) | candidate · not_run · 3 readset(s) | no-applicability, no-eval |
## Registered: Workflows (6)
| Skill | Backend | Declared task | Applicability | Conditions | SearchSpace layer / stage | Reference Matrix | State | Gaps |
|---|---|---|---|---|---|---|---|---|
-| [cite-check-downstream-pr](../src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md) | common | Review a downstream PR description for correct acceptance issue links, SHA pins, and artifact citations. | Review of a downstream PR description that cites RSI acceptance work for a performance or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [cite-check-downstream-pr](../src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md) | common | Review a downstream PR description for correct acceptance issue links, SHA pins, and artifact citations. | Review of a downstream PR description that cites RSI acceptance work for a performance or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Checklist and Red flags check acceptance links, revision/artifact citations and claim wording; they provide no hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
| [claim-contract](../src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md) | common | Enforce ThinkFlowLab claim contract wording and verdict rules without embedding campaign-specific revision pins. | Wording and verdict rules for any public performance or quality claim produced from an ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Verify | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
-| [competitor-scan](../src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md) | common | Structure a lightweight competitive scan without inventing benchmark numbers or campaign verdicts. | Qualitative positioning of a new RSI repository against other projects before acceptance ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
-| [draft-acceptance-issue](../src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md) | common | Draft a campaign acceptance issue with checklist, RunSpec, evidence paths, and placeholders for baseline/candidate SHAs. | Opening a new acceptance campaign in an RSI-style repository, before any baseline or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
-| [npu-skill-factory](../src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md) | common | Design and operation of the InferRSI NPU skill factory: artifact lifecycle, skill evaluation contract, corpus ... | InferRSI skill lifecycle management | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | 2 · Methodology and corpus references (Dong1017/OmniRSI @ `codex/skill-eval-bootstrap` (82218b4))
2 · Methodology and corpus references (InferMatrixLab/InferRSI PR #9 @ 4ad551a9)
2 · Methodology and corpus references (VectorSpaceLab/AREX-Skill @ ac3fe1af)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 14 readset(s) | no-SearchSpace-layer, no-eval |
+| [competitor-scan](../src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md) | common | Structure a lightweight competitive scan without inventing benchmark numbers or campaign verdicts. | Qualitative positioning of a new RSI repository against other projects before acceptance ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Frame, Rules and Deliverable produce a qualitative competitive comparison with evidence limits, not a hardware-resource decision or implementation mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
+| [draft-acceptance-issue](../src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md) | common | Draft a campaign acceptance issue with checklist, RunSpec, evidence paths, and placeholders for baseline/candidate SHAs. | Opening a new acceptance campaign in an RSI-style repository, before any baseline or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Steps and Output prepare an acceptance issue, RunSpec, frozen gates and evidence paths; device identifiers are campaign metadata rather than a hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
+| [npu-skill-factory](../src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md) | common | Design and operation of the InferRSI NPU skill factory: artifact lifecycle, skill evaluation contract, corpus ... | InferRSI skill lifecycle management | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Choose the evidence product, Artifact lifecycle, and What this skill does not do define skill-distillation/evaluation methodology; NPU task tiers are evaluation prerequisites, not a hardware-resource mechanism. | 2 · Methodology and corpus references (Dong1017/OmniRSI @ `codex/skill-eval-bootstrap` (82218b4))
2 · Methodology and corpus references (InferMatrixLab/InferRSI PR #9 @ 4ad551a9)
2 · Methodology and corpus references (VectorSpaceLab/AREX-Skill @ ac3fe1af)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 14 readset(s) | no-eval |
| [rsi-evidence](../src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md) | common | Guide agents to publish and cite RSI evidence using plan/results/patch/validator paths and PASS/FAIL/INCONCLUSIVE ... | Documenting or reviewing an optimization campaign whose verdict will be cited downstream | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Verify | — | candidate · not_run · 1 readset(s) | no-Reference-Matrix-row, no-eval |
## Documents outside the registry
@@ -218,15 +221,18 @@ an entrypoint routes to procedures below it rather than adding one.
| Gap | Skills |
|---|---|
-| `no-SearchSpace-layer` | 15: ascend-video-diffusion-optimization, audit-fixed-workload-claim, audit-recurrent-kv-finalization, cite-check-downstream-pr, competitor-scan, draft-acceptance-issue, dwarfstar, husky, inference-benchmark-design, lily, npu-skill-factory, repository-evolution-analysis, skill-evolution-playbook, splash, video-diffusion-optimization |
+| `no-SearchSpace-layer` | 1: husky |
+| `conflicting-SearchSpace-layer` | 0: — |
| `no-Reference-Matrix-row` | 8: ascend-video-diffusion-optimization, audit-fixed-workload-claim, cite-check-downstream-pr, claim-contract, competitor-scan, draft-acceptance-issue, rsi-evidence, video-diffusion-optimization |
| `no-sidecar` | 0: — |
| `no-applicability` | 41: as listed in the Gaps column above |
| `no-eval` | 75: as listed in the Gaps column above |
-These are inventory gaps, not defects. A workflow skill may legitimately
-have no hardware resource layer; a candidate may legitimately be untested.
-The view records the absence instead of inferring an answer.
+These are inventory gaps, not efficacy results. Missing layer mappings stay
+unknown unless the sidecar records a reasoned N/A. N/A is not coverage;
+a conflicting matrix mapping remains visible and is excluded from coverage
+counts until reconciled. Supplementary guidance stays distinct from numbered
+layer coverage. A candidate may legitimately remain untested.
## Evaluation linkage
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 1aba78e0f..13507648d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
procedures use their corresponding backend; shared methods use `common`.
-Source snapshot: [95b1e4bac05edd101392a70920fc2295074f0848](https://github.com/InferMatrixLab/InferRSI/tree/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library).
+Source snapshot: [6a39cb45c66c22ebec973200c9a36e48c12ed9e7](https://github.com/InferMatrixLab/InferRSI/tree/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library).
```bash
inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
```bash
python tools/build_skill_index.py --source-revision
-python tools/build_skill_index.py --source-revision 95b1e4bac05edd101392a70920fc2295074f0848 --check
+python tools/build_skill_index.py --source-revision 6a39cb45c66c22ebec973200c9a36e48c12ed9e7 --check
```
`--check` detects missing, stale and unexpected generated records without writing.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index 0610a0059..c62b6f1a2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index 7357a200e..beaa792fe 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index 026359c20..286aae82a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index 63f56357a..54ae0d593 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index 0c5eaea45..9f69493a8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
index 5bfd264e9..46d944d32 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
index 3444a5836..360f4cb7a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
index ebe1fef6e..e7e698e30 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index 8dbac6ea2..599e3b938 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
index 6d41c745e..e2d0985be 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index 05bcbb1f8..aecf9d115 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index a39a0572b..aa2a55d6f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index 5e31dee93..0c2f4bc26 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index f9852f7ae..9b17b709d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 04d778b86..ad8e34994 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index 9a06b4b11..9293ca99f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index c70f2ed85..6c402ef21 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json",
@@ -37,7 +37,7 @@
"checkout_ref": "checkout:audit-fixed-workload-claim",
"source_files": {
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md": "2be89b1340a3deb978c8e1792d18aeecbe8f5de81d4daf542389f53826b8ebee",
- "src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json": "81edd75fa16939807548d0944e9203cfd7c0cb17e63463872d96ca2c1273d1d8",
+ "src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json": "245bdfe7b7f3ff3cb8009ac23c1b4bb5bbdd6ea8efbf401e80c99eee343748fa",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
},
"skill_metadata": {
@@ -55,7 +55,8 @@
"empirical_validation": "not_run",
"limitations": [
"Guidance for supplied reports; no local efficacy validation or measured performance gain is established."
- ]
+ ],
+ "searchspace_not_applicable": "SKILL.md §§ Preserve the observation hierarchy, Check what was actually compared, and Return an auditable conclusion audit supplied measurements and verdicts; device identity is comparison metadata, not a hardware-resource mechanism."
},
"applicability": {},
"recommendations": [
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index 3d744a251..21d7d816c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index c6c800c98..2c177e701 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
index 21fde87ea..e6e7b6225 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
index d2a5bba0e..433068469 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index d08ff234c..e4f2e340e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index fcea3403c..602951b87 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index ec6f11635..d45e85339 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index 16eb129f7..c359b5a32 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index 63ea52616..a467d8c19 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index 1fb80053f..f6c3d992f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index 0361b093d..79d7b2801 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index 5a7d2cc47..67fa4335e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index 15dda5be9..44b64da36 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index d61046382..4b2af73d2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
@@ -40,7 +40,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md": "485932cdf3b1fba5dc69be73e75d38f86a7b79442d26e82a296c963a7598d226",
- "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json": "7a18f9dbb4894216802a44929b913990fc4bd8521cb60976d9435ee8f37e4265"
+ "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json": "ade23e3def5c7b875fba4084d32fa63b1af90bebeade72506265c974405eb55d"
},
"skill_metadata": {
"name": "cite-check-downstream-pr",
@@ -84,7 +84,8 @@
"Checklist-only procedure; it validates citation discipline, not the measurement behind an artifact.",
"A passing review does not establish that the campaign evidence itself is correct."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Checklist and Red flags check acceptance links, revision/artifact citations and claim wording; they provide no hardware-resource mechanism."
},
"applicability": {
"scope": "Review of a downstream PR description that cites RSI acceptance work for a performance or quality improvement",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
index e1ef97ce5..d58803ff5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index e323beb0a..b6a6b6791 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
"src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index a4a5de8a4..02dc3ae6a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
@@ -39,7 +39,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md": "0ede58ace65a9324a538b4816add1684f230ba536d4364fe5a5dd2c0bbed3776",
- "src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json": "74b387e5df7b40cce9fd1ceee7ea1a26c258a4ed091144f2b366ef971895a2e8"
+ "src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json": "e1a279c0b730c80fa34ca985c004d4084dae5ee77685f7f2b642cf469bfffffc"
},
"skill_metadata": {
"name": "competitor-scan",
@@ -80,7 +80,8 @@
"Produces positioning material only; it establishes no performance or quality result.",
"Third-party claim contracts are read from public material and may be incomplete."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Frame, Rules and Deliverable produce a qualitative competitive comparison with evidence limits, not a hardware-resource decision or implementation mechanism."
},
"applicability": {
"scope": "Qualitative positioning of a new RSI repository against other projects before acceptance evidence exists",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index 5feddf468..a8abfa558 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index 3a549ce9a..03219ace0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index fdd5f275f..ffd8bf4f9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index 1109b3b5a..426b1ea04 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index cd000a389..7d2338701 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
@@ -40,7 +40,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md": "ce983acfb7d7d3272775e7cf00c92e4ddadd97511b602575a76e5ab7ade01b56",
- "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json": "e97a665349f234d74baeaa20c6996bff990d0f45c40c0b7ac7283aa599cb951e"
+ "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json": "ff1c463a13d0c869baaf90505a7fe981d684ee7b79f2fa8d2358340b6b4139a7"
},
"skill_metadata": {
"name": "draft-acceptance-issue",
@@ -82,7 +82,8 @@
"Drafts an issue only; it freezes no gate and runs no measurement.",
"The placeholder SHA convention depends on the campaign owner filling them in later."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Steps and Output prepare an acceptance issue, RunSpec, frozen gates and evidence paths; device identifiers are campaign metadata rather than a hardware-resource mechanism."
},
"applicability": {
"scope": "Opening a new acceptance campaign in an RSI-style repository, before any baseline or candidate run",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
index bc848dd3a..defcfd739 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/dwarfstar/LICENSE",
"src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index 2464b7b7d..899c14587 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index 34c39a8fc..f6d05733c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
index cb3f9a019..96bf89aef 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
index 41a8e3862..2a8bf6392 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
index aa920afde..3a8115c7a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
"src/inferrsi/data/skill_library/repositories/husky/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index 6b3675e24..521e42bb0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json",
@@ -49,7 +49,7 @@
"checkout_ref": "checkout:inference-benchmark-design",
"source_files": {
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md": "59b5656e7d989b3cee8d6f95cd43be03053b1fb11c3a82bb49ab3d402f7aacee",
- "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "18310402a8ade03fd48ac687f79ba9d447871e90337de84c0e1bc15c0b827306",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "a6671976f3755ea152dc8abd7d147b73d11c07dc65ec188d02dabc8ee0f99eaf",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/benchmark-commands.md": "0898424e0bff3a6246e1eeeda6abd6c5bd974c047fe32f3bbd5ab9d31ce17cd3",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/task-benchmark-selection.md": "0d4bb080a754e26846e81680023db0dff5e6a4c96be4327c411c3b72ac4ef8e2",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
@@ -214,7 +214,8 @@
"../inference-optimization-casebook/cases/admission-drain-occupancy.md",
"../inference-optimization-casebook/cases/admission-drain-occupancy.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism."
},
"applicability": {},
"recommendations": [
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index a26eedb1d..0d79711dd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index 2d46438a2..f14b19531 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
@@ -39,8 +39,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
index 84da69300..f6fbae439 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index 314288ef3..8a8b9ac90 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
index 14e81969f..9bda7aeaf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/lily/LICENSE",
"src/inferrsi/data/skill_library/repositories/lily/NOTICE.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index 1ebd25bb4..9cfa430c0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index b4d2dcca2..ac4c75ff2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index 4a2326614..b10a1c9b0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index 1792ecdab..bf54e9f43 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index e42d9f9e3..7e3e1a2fa 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index 822382292..359cce4ce 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
@@ -56,7 +56,7 @@
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"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md": "74cd863df2e80dc2bda1713d24207809173a3116f30325e3487e1e3517cfec1e",
- "src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json": "073174963ca5c19c63d68843ccabdbf758f4c8b7ca61e3d7283affd6f88a753c",
+ "src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json": "c862565b814e98e0ebc4923e32eef2aa67a8df2357c255903d744f40aaea32c8",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/COMPARISON.md": "38587678a96581f5c2dc697d982127343565504bffa191352811dffcc165aa23",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/INTEGRATION_NOTES.md": "fbc4a96b6f6c477706eed83eaa4fcc29a14f881637629d6c004601ed049f2523",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/QA.md": "3f3785ec39a6938a5d1f2e874e99153fe92c0e666dd3e78a499c8b47d891346a",
@@ -176,7 +176,8 @@
"references/papers-20261015/UNREAD_LEADS.md",
"references/papers-20261015/updates/bounded-updates.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ Choose the evidence product, Artifact lifecycle, and What this skill does not do define skill-distillation/evaluation methodology; NPU task tiers are evaluation prerequisites, not a hardware-resource mechanism."
},
"applicability": {
"scope": "InferRSI skill lifecycle management",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
index 3acce4fec..cbbbd9b3a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index d8a00b0fb..a7a29db81 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
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"src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
index 968956ca4..6b60383c1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
index 9c43c1ff9..166738b54 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index d1a1ecc97..cf37fcda2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
index 2c630b6c4..c870f4971 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
index fccdde4cf..060b0efbe 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
index 4be510eb3..c1bfc5194 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json",
@@ -38,7 +38,7 @@
"checkout_ref": "checkout:skill-evolution-playbook",
"source_files": {
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md": "9cd37f21fe0d862069e4798edca8a04d59f8b840e55d521901594a63dddd9ba3",
- "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json": "92b36338b9257e2e41b95e4370694d7de52ed84bc7971056b3bfced07b0993d8",
+ "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json": "11e2549fbfb7fa0ac05beacd32cd591c1e052c5da866c74ad0517ece9305e0a9",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
},
"skill_metadata": {
@@ -63,7 +63,8 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ When should one trajectory update a skill?, How large should a skill edit be?, and When should skills split or merge? govern skill-text evolution and held-out evaluation, not hardware-resource state or control."
},
"applicability": {},
"recommendations": [
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
index e1ab587f6..e47c47379 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/splash/LICENSE",
"src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
index cfe190d5c..1dec398c1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
index b1fa42bc6..b9c9ce282 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
index b2164f169..8285d9f0c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index d00fa08ff..8c67ebbd8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/assets/campaign.template.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index c3248f455..1237bfda4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index 5fe7522d4..1c4523db1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index 646537a8f..765ff3ce8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index c96c05cf1..973d7a414 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 98d7ef8a0..875678fe8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index d9278ddbe..a2ba742e9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index 7ae3cae3b..675fa8c2a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
@@ -36,8 +36,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/6a39cb45c66c22ebec973200c9a36e48c12ed9e7/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "6a39cb45c66c22ebec973200c9a36e48c12ed9e7",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
From aa5988c4458684858f8b063487d6a865e17bbaf5 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sat, 31 Oct 2026 14:01:17 +0800
Subject: [PATCH 07/11] docs: regenerate coverage projections from the combined
source
Pin the catalog to the reachable source merge and regenerate the coverage
view without changing source metadata or evidence states.
Agent-assisted-by: Codex / gpt-6-astra [effort=xhigh] (generated projections and validation)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/skill-coverage.md | 50 +++++++++++--------
.../repo_packs/inferrsi/knowledge/README.md | 4 +-
.../ascend-aclgraph-capture-replay.json | 4 +-
.../ascend/skills/ascend-device-health.json | 4 +-
.../skills/ascend-distributed-parallel.json | 4 +-
.../ascend/skills/ascend-graph-mode.json | 4 +-
.../skills/ascend-model-adaptation.json | 4 +-
.../skills/ascend-operator-profiling.json | 4 +-
.../ascend/skills/ascend-operator-tuning.json | 4 +-
.../skills/ascend-optimization-casebook.json | 4 +-
.../skills/ascend-performance-analysis.json | 4 +-
.../ascend-video-diffusion-optimization.json | 4 +-
.../ascend/skills/ascendc-tiling-design.json | 4 +-
.../skills/cann-attribution-overlap.json | 4 +-
.../torchnpu-device-memory-lifecycle.json | 4 +-
...torchnpu-pinned-host-memory-lifecycle.json | 4 +-
.../skills/assess-serving-preemption.json | 4 +-
.../assess-split-backward-schedule.json | 4 +-
.../skills/audit-fixed-workload-claim.json | 9 ++--
.../audit-h3-metal-fasth3-semantics.json | 4 +-
.../skills/audit-h3-runtime-residency.json | 4 +-
.../skills/audit-llama-runtime-state.json | 4 +-
.../audit-recurrent-kv-finalization.json | 4 +-
.../common/skills/audit-sd-cpp-residency.json | 4 +-
.../audit-sglang-diffusion-lifetimes.json | 4 +-
.../skills/audit-vllm-kv-lifetimes.json | 4 +-
.../bound-windowed-attention-replay.json | 4 +-
.../budget-speculative-verification.json | 4 +-
.../skills/calibrate-serving-simulation.json | 4 +-
.../skills/cgroup-resource-controls.json | 4 +-
.../checkpoint-recovery-consistency.json | 4 +-
.../skills/choose-parallel-training-plan.json | 4 +-
.../skills/cite-check-downstream-pr.json | 9 ++--
.../common/skills/claim-contract.json | 4 +-
.../knowledge/common/skills/comfy-ui.json | 4 +-
.../common/skills/competitor-scan.json | 9 ++--
.../skills/dcp-async-save-performance.json | 4 +-
.../skills/dense-performance-evidence.json | 4 +-
.../diagnose-vllm-admission-pressure.json | 4 +-
.../skills/diffusers-invocation-state.json | 4 +-
.../common/skills/draft-acceptance-issue.json | 9 ++--
.../knowledge/common/skills/dwarfstar.json | 4 +-
.../evaluate-elastic-serving-placement.json | 4 +-
.../skills/generation-cache-lifecycle.json | 4 +-
.../common/skills/host-memory-management.json | 4 +-
.../skills/host-overhead-optimization.json | 4 +-
.../knowledge/common/skills/husky.json | 4 +-
.../skills/inference-benchmark-design.json | 9 ++--
.../inference-optimization-casebook.json | 4 +-
.../common/skills/kernel-writing-guide.json | 4 +-
.../common/skills/kv-tier-management.json | 4 +-
.../lazy-evaluation-stream-lifetimes.json | 4 +-
.../knowledge/common/skills/lily.json | 4 +-
.../knowledge/common/skills/lithos-metal.json | 4 +-
.../knowledge/common/skills/local-dream.json | 4 +-
.../knowledge/common/skills/mistral-rs.json | 4 +-
.../knowledge/common/skills/mlc-llm.json | 4 +-
.../knowledge/common/skills/mlx-swift-lm.json | 4 +-
.../common/skills/npu-skill-factory.json | 9 ++--
.../skills/optimization-search-policy.json | 4 +-
.../common/skills/os-process-placement.json | 4 +-
.../skills/performance-ceiling-analysis.json | 4 +-
.../skills/plan-activation-residency.json | 4 +-
.../knowledge/common/skills/project-maya.json | 4 +-
.../skills/repository-evolution-analysis.json | 4 +-
.../knowledge/common/skills/rsi-evidence.json | 4 +-
.../skills/skill-evolution-playbook.json | 9 ++--
.../knowledge/common/skills/splash.json | 4 +-
.../common/skills/storage-io-measurement.json | 4 +-
.../skills/training-input-pipeline.json | 4 +-
.../skills/training-resource-budget.json | 4 +-
.../skills/video-diffusion-optimization.json | 4 +-
.../knowledge/common/skills/vllm-metal.json | 4 +-
.../skills/weight-loading-optimization.json | 4 +-
.../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-
.../skills/audit-flare-session-lifecycle.json | 4 +-
.../diagnose-attention-bottlenecks.json | 4 +-
.../cuda/skills/host-overhead-profiling.json | 4 +-
.../cuda/skills/reason-hopper-kernels.json | 4 +-
79 files changed, 205 insertions(+), 192 deletions(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index ba3e1d7ad..a5395a2c8 100644
--- a/docs/skill-coverage.md
+++ b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
matrices. **Do not edit by hand**; regenerate after any registry, skill,
matrix or frozen-plan change.
-- Input digest: `sha256:827a48e08ad75f86c7f87c7b8ef2ec21f79fb8b897dc1f135f1d77723436e947`
+- Input digest: `sha256:89751d3bdf0ac6940b4cc0d8c4bcba2511b26513cf5a91c395385c2b5dac4e05`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -24,6 +24,7 @@ matrix: every field is copied from an owner that already maintains it.
| Declared task, status, validation state, provenance readsets | the skill's `SKILL.md` frontmatter and `metadata.json` sidecar |
| Declared applicability conditions, workflow input/output/failure/refusal | `applicability` in the same `metadata.json` sidecar; descriptive, not evidential |
| Resource layer, lifecycle stage | [SearchSpace Matrix](searchspace-matrix.md) |
+| Reasoned resource-layer exclusion | `searchspace_not_applicable` in the sidecar |
| Source identity and inspected scope | [Reference Matrix](reference-matrix.md) |
| Evaluation selection | frozen `evidence//plan/protocol-*.json` |
| Delivery PR and issue | not derived here; see [issue #91](https://github.com/InferMatrixLab/InferRSI/issues/91) and `docs/reviews/issue91-*.md` |
@@ -35,8 +36,10 @@ matrix: every field is copied from an owner that already maintains it.
| Registered skill ids | 77 |
| By category | frameworks 3, hardware 22, methods 20, repositories 26, workflows 6 |
| By backend | ascend 14, common 58, cuda 5 |
-| Recorded on a numbered SearchSpace resource layer | 49 |
-| Recorded only in a supplementary guidance table (†) | 13 |
+| Recorded on a numbered SearchSpace resource layer | 51 |
+| Recorded only in a supplementary guidance table (†) | 18 |
+| Resource layers explicitly not applicable | 7 |
+| Conflicting resource-layer declarations | 0 |
| Recorded on two or more resource layers | 24 |
| Recorded in the Reference Matrix | 69 |
| With a `metadata.json` sidecar | 77 |
@@ -61,7 +64,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [ascend-operator-tuning](../src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md) | ascend | Run a staged, accuracy-gated tuning campaign on a single Ascend NPU operator: set a numeric target up front, block ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [ascend-optimization-casebook](../src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md) | ascend | Casebook of NPU optimization cases for Ascend inference systems: symptom → diagnosis → action → evidence records for ... | **unknown** | — | 1 Accelerator · Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [ascend-performance-analysis](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md) | ascend | Diagnose performance bottlenecks on Ascend NPU systems using CANN profiling data. Maps GPU profiling concepts (nsys ... | **unknown** | — | 1 Accelerator · Observe / Profile / Diagnose / Verify
4 Network · Observe / Profile / Diagnose / Verify
5 OS · Diagnose | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (cann/cannbot @ `c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110` (selected ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | ascend | Run and verify goal-driven Ascend video diffusion optimization. Specializes the backend-agnostic ... | Ascend NPU video diffusion inference and serving optimization | — | — | — | candidate · not_run · 1 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | ascend | Run and verify goal-driven Ascend video diffusion optimization. Specializes the backend-agnostic ... | Ascend NPU video diffusion inference and serving optimization | — | 1 Accelerator †guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 1 readset(s) | no-Reference-Matrix-row, no-eval |
| [ascendc-tiling-design](../src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md) | ascend | Design tiling for a custom AscendC operator: normalize the shape first (axis-collapse or flatten), answer the ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [cann-attribution-overlap](../src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md) | ascend | Attribute NPU trace kernels to model source and plan bounded multistream overlap: select a representative step, map ... | **unknown** | — | 1 Accelerator · Observe / Profile / Diagnose / Optimize / Verify
4 Network · Diagnose / Optimize / Verify | 1 · Systems sources (cann/oam-tools @ `8440935f` (!302 import; later master `f3cf4115` ...) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [cgroup-resource-controls](../src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md) | common | Diagnose and configure cgroup v2 resource controls for serving/training workloads: distinguish quota stalls from ... | **unknown** | — | 2 RAM/Host · Observe / Profile / Configure / Verify
5 OS · Observe / Profile / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Linux cgroup v2 docs — kernel.org live 2026-10-15 (revision ...) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
@@ -92,7 +95,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [audit-h3-metal-fasth3-semantics](../src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md) | common | Audit h3-metal FastH3 effective configuration, checkpoint tensor and schedule semantics, partial VSA tiles, sparse ... | h3-metal FastH3 requested/effective configuration, checkpoint transformation and ... | — | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (zuiho-kai/h3-metal @ `4ba47a3eabdbebf801ac6664b31f8ec168bc57a8` ...) | candidate · not_run · 3 readset(s) | no-eval |
| [audit-h3-runtime-residency](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md) | common | Audit MiniMax-H3 generation in h3.c on Apple Silicon by tracing conditioning, AdaLN precompute, DiT residency, Metal ... | MiniMax-H3 joint audio/video C/Metal runtime audit: raw checkpoint compatibility, input ... | — | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Configure / Verify | 1 · Systems sources (antirez/h3.c @ `8974cc055ea9c02fcd14cc27dfda3e1027c05153` (MIT ...) | candidate · not_run · 3 readset(s) | no-eval |
| [audit-llama-runtime-state](../src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md) | common | Audit llama.cpp context memory, partial decode progress, graph reuse and server cancellation when a retry, stale ... | Pinned llama.cpp context-memory, graph-reuse and server task-lifecycle diagnosis ... | — | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (ggml-org/llama.cpp @ `707616feb5f379e99ff7442680a55b4a1704c7c9` (MIT ...) | candidate · not_run · 1 readset(s) | no-eval |
-| [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED ... | — | — | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED ... | — | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-eval |
| [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | common | Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery ... | Source-grounded audit of native image-generation weight/runtime residency, optional ... | — | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Verify | 1 · Systems sources (leejet/stable-diffusion.cpp @ `b13a48219d5cdf408edcb93da6cd69b612ed03d ...) | candidate · not_run · 2 readset(s) | no-eval |
| [audit-sglang-diffusion-lifetimes](../src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md) | common | Diagnose SGLang multimodal_gen stage state, component residency and request timeout/deletion when grouped outputs ... | Bounded monolithic multimodal_gen composed-pipeline state and lifecycle diagnosis; actual ... | — | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (sgl-project/sglang @ `df13d5dce31abfeff0e701a62e8c39a136758e6c` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [audit-vllm-kv-lifetimes](../src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md) | common | Audit vLLM V1 asynchronous KV load/save completion, block retention, preemption, and receive-failure contracts when ... | **unknown** | — | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
@@ -100,18 +103,18 @@ optimization is fully covered or that any procedure has measured benefit.
| [budget-speculative-verification](../src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md) | common | Decide how many draft tokens to verify per decode step when acceptance varies by request and position. Use when an ... | Engines with multi-token speculative decoding whose verification forward cost grows with ... | — | 1 Accelerator †guidance: DeepInfer bounded source guidance | DeepInfer source extraction (deepseek-ai/DeepInfer @ `8b16149741a4935e1dec8cea27853f273b374c5b` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [comfy-ui](../src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md) | common | Audit ComfyUI workflow-output cache validity, lazy dependencies and model-weight residency as separate state contracts ... | Source-grounded ComfyUI workflow-output cache and model-weight ownership audit; confirm ... | — | 1 Accelerator · Diagnose / Configure / Verify
2 RAM/Host · Diagnose / Configure / Verify | 1 · Systems sources (Comfy-Org/ComfyUI @ `b1a247c9cf9dbfda4b2c0a0c1d50950667eeaa0c` (GNU ...) | candidate · not_run · 1 readset(s) | no-eval |
| [diagnose-vllm-admission-pressure](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md) | common | Diagnose vLLM V1 admission stalls and KV-pressure preemption by separating token, input, active-request ... | **unknown** | — | 1 Accelerator · Observe / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 14 readset(s) | no-applicability, no-eval |
-| [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | common | Investigate DwarfStar model fit, expert SSD streaming, session and vision cache correctness, speculative sampling and ... | Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support ... | — | — | DwarfStar portable AREX extraction (antirez/ds4 @ `ee7e8405232c8971000cc7ba2b945b00bf6d20d3`; AREX-Skill ...) | candidate · partial_cpu_only · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | common | Investigate DwarfStar model fit, expert SSD streaming, session and vision cache correctness, speculative sampling and ... | Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support ... | — | 1 Accelerator †guidance: DwarfStar source-derived execution/state graph
2 RAM/Host †guidance: DwarfStar source-derived execution/state graph
3 SSD †guidance: DwarfStar source-derived execution/state graph | DwarfStar portable AREX extraction (antirez/ds4 @ `ee7e8405232c8971000cc7ba2b945b00bf6d20d3`; AREX-Skill ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
| [generation-cache-lifecycle](../src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md) | common | Trace MLX-LM prefill, generation batching, prompt-cache reuse and cooperative stopping when request state, cache rows ... | MLX-LM generation, batch-row and prefix-cache diagnosis; model/backend/runtime ... | — | 2 RAM/Host †guidance: MLX-LM application guidance (source-derived) | MLX-LM application source extraction (ml-explore/mlx-lm @ `ab7f7048dc341ced2d84b1887eeb17d60b0d1b02` (MIT)) | candidate · not_run · 1 readset(s) | no-eval |
-| [husky](../src/inferrsi/data/skill_library/repositories/husky/SKILL.md) | common | Review Husky's official-document claims as research hypotheses, separating author reports, implementation evidence ... | Review Husky document claims and specify missing evidence; common catalog scope is not ... | — | — | Husky document-only research adaptation (Official https://husky.underdog.ai/; displayed2026-09-20 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [husky](../src/inferrsi/data/skill_library/repositories/husky/SKILL.md) | common | Review Husky's official-document claims as research hypotheses, separating author reports, implementation evidence ... | Review Husky document claims and specify missing evidence; common catalog scope is not ... | — | **unknown** | Husky document-only research adaptation (Official https://husky.underdog.ai/; displayed2026-09-20 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
| [kv-tier-management](../src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md) | common | Manage runtime KV cache tiers (GPU → CPU RAM → local disk) for LLM serving: decide when KV is stored, retained ... | **unknown** | — | 2 RAM/Host · Configure / Optimize
3 SSD · Optimize | 1 · Systems sources (LMCache/LMCache @ c3b875a) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | common | Investigate Lily's exact Qwen3.6-35B-A3B MLX-affine-Q4 contract, Metal state and kernels, strict greedy text API ... | Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog ... | — | — | Lily portable AREX extraction (perplexityai/pplx-garden `lily/` @ `1ed972ed3f0bd5616c997c9507c25616c6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | common | Investigate Lily's exact Qwen3.6-35B-A3B MLX-affine-Q4 contract, Metal state and kernels, strict greedy text API ... | Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog ... | — | 1 Accelerator †guidance: Lily exact-model source contracts
2 RAM/Host †guidance: Lily exact-model source contracts | Lily portable AREX extraction (perplexityai/pplx-garden `lily/` @ `1ed972ed3f0bd5616c997c9507c25616c6 ...) | candidate · not_run · 2 readset(s) | no-eval |
| [lithos-metal](../src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md) | common | Inspect Lithos Metal compilation and fusion, GPU-resident generation and DSpark state, or local serving and ... | Pinned Lithos Metal 0.1.2 source/API contracts; Apple silicon Metal runtime; model and ... | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (lithos-ai/lithos-metal @ `6653b7df5f2c4392ec7b038960f2796b1499923f` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [local-dream](../src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md) | common | Audit Local Dream Android desired-versus-serving process state, remote exposure, native backend and DiT packaging/ABI ... | Selected Android app/process and native diffusion boundary contracts; common is a ... | — | 2 RAM/Host †guidance: Local Dream Android diffusion source contracts | Local Dream Android diffusion boundary source (xororz/local-dream @ `db162df4d9bb6efc6595250423d8df26241f4c27` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mistral-rs](../src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md) | common | Investigate mistral.rs Metal paged-attention decode layouts, prefill coordinates and workspace, actual-model prewarm ... | Selected native Metal paged decode/prefill layout/metadata/workspace and ... | — | 1 Accelerator †guidance: mistral.rs Metal paged-attention source contracts
2 RAM/Host †guidance: mistral.rs Metal paged-attention source contracts | mistral.rs Metal paged-attention extraction (EricLBuehler/mistral.rs @ `9459891e7697238225885518119682ac8209a612` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mlc-llm](../src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md) | common | Investigate MLC LLM compiled Metal artifact/schema, Apple target and pinned TVM module/storage/stream contracts, and ... | Selected artifact/Apple target/pinned TVM Metal consumer and KV configuration source ... | — | 1 Accelerator †guidance: MLC LLM artifact, target and runtime source contracts
2 RAM/Host †guidance: MLC LLM artifact, target and runtime source contracts | MLC LLM compiled Metal and runtime contracts (mlc-ai/mlc-llm @ `8978ea9aec626d64096aaa92fbc89bda2e3ea802`; TVM ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mlx-swift-lm](../src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md) | common | Investigate MLX Swift LM generation ownership, cancellation and settled task completion, and recurrent GatedDelta Metal ... | Selected Swift ownership/cancellation/settling and actual GatedDelta Metal/ops contracts ... | — | 1 Accelerator †guidance: MLX Swift LM ownership and recurrent Metal source contracts
2 RAM/Host †guidance: MLX Swift LM ownership and recurrent Metal source contracts | MLX Swift LM lifecycle and recurrent Metal extraction (ml-explore/mlx-swift-lm @ `3d066d3a0ffdc7e70c476a3d31488ea62dfdd0ac` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [project-maya](../src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md) | common | Investigate Project Maya model-family dispatch, representation and memory tiers, API versus native state, speculative ... | Model-specific dispatch/residency, API/native state and qualification investigation ... | — | 1 Accelerator †guidance: Project Maya model-specific source contracts
2 RAM/Host †guidance: Project Maya model-specific source contracts
3 SSD †guidance: Project Maya model-specific source contracts | Project Maya source and CPU-slice extraction (mw00/project-maya @ `249f9a87d1a9d72bec2b684d704b0aa9296b1c9c` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
-| [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | Pinned Splash representation, planning, state/serving and verification investigation ... | — | — | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | Pinned Splash representation, planning, state/serving and verification investigation ... | — | 1 Accelerator †guidance: Splash source-derived planning and state
2 RAM/Host †guidance: Splash source-derived planning and state
3 SSD †guidance: Splash source-derived planning and state | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
| [vllm-metal](../src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md) | common | Investigate vllm-metal Apple inference through platform and native-ABI selection, paged KV/offload ownership ... | Selected plugin preparation, KV/offload ownership and speculative/deferred/dispatch ... | — | 1 Accelerator †guidance: vLLM Metal selected source contracts
2 RAM/Host †guidance: vLLM Metal selected source contracts
3 SSD †guidance: vLLM Metal selected source contracts | vLLM Metal portable AREX source and CPU extraction (vllm-project/vllm-metal @ `e7df7a6ff215f99c7842552d230fdbc709835934` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
## Registered: Methods (20)
@@ -120,34 +123,34 @@ optimization is fully covered or that any procedure has measured benefit.
|---|---|---|---|---|---|---|---|---|
| [assess-serving-preemption](../src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md) | common | Assess whether LLM serving queue delays justify token-boundary priority preemption, accounting for suspended KV, host ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Orca — OSDI 2022 proceedings) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [assess-split-backward-schedule](../src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md) | common | Evaluate memory-capped split-backward and V-shaped pipeline scheduling proposals, preserving synchronous update ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Zero Bubble — [2401.10241v1](https://arxiv.org/abs/2401.10241v1)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [audit-fixed-workload-claim](../src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md) | common | Audit a performance claim from supplied fixed-workload reports and an explicit measurement contract. Check aggregation ... | **unknown** | — | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-applicability, no-eval |
+| [audit-fixed-workload-claim](../src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md) | common | Audit a performance claim from supplied fixed-workload reports and an explicit measurement contract. Check aggregation ... | **unknown** | — | N/A: SKILL.md §§ Preserve the observation hierarchy, Check what was actually compared, and Return an auditable conclusion audit supplied measurements and verdicts; device identity is comparison metadata, not a hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-applicability, no-eval |
| [calibrate-serving-simulation](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md) | common | Build an evidence-gated serving-configuration shortlist from a profiled simulator while separating empirical ... | **unknown** | — | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (Vidur — [2405.05465v2](https://arxiv.org/abs/2405.05465v2)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [checkpoint-recovery-consistency](../src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md) | common | Assess distributed checkpoint recovery using DLRover memory agreement, persistence completion and replica transport ... | **unknown** | — | 2 RAM/Host · Configure / Verify
3 SSD · Configure / Verify
4 Network · Diagnose / Configure / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (C3 / DLRover FlashCheckpoint @ `e35b1ad90e2928ca6bacf5d22117f71356 ...)
1 · Systems sources (C4 / NVIDIA Resiliency Extension @ ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [choose-parallel-training-plan](../src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md) | common | Compare stage, device-mesh and operator-sharding candidates for static distributed training while accounting for ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Alpa — [2201.12023v3](https://arxiv.org/abs/2201.12023v3)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [dense-performance-evidence](../src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md) | common | Taxonomy of performance evidence an optimization agent needs, ordered by collection cost and diagnostic power. Maps ... | **unknown** | — | 1 Accelerator · Observe / Profile / Verify
2 RAM/Host · Verify
4 Network · Verify | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-applicability |
| [evaluate-elastic-serving-placement](../src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md) | common | Compare migrating an LLM request between model replicas with changing its sequence-parallel execution group, including ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Llumnix — [2406.03243v1](https://arxiv.org/abs/2406.03243v1)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | **unknown** | — | — | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-applicability |
+| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | **unknown** | — | N/A: SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism. | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | no-applicability |
| [inference-optimization-casebook](../src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md) | common | How to structure and use a casebook of past optimization decisions as a decision-support tool. Extracts the casebook ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | common | Decision guide for writing custom inference kernels: when to write one, which framework to choose (Triton, CuTe DSL ... | **unknown** | — | 1 Accelerator · Optimize / Diagnose / Configure / Verify | 1 · Systems sources (Dao-AILab/causal-conv1d @ `cd81f0413cad2fc1e6f17e785ac39f59aae690cd` ...)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (huggingface/transformers @ `0dad7b822255a0ae261ec45ae937371e859ffd1a` ...)
1 · Systems sources (mindspore-ai/akg @ `5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff` ...)
1 · Systems sources (sgl-project/sglang @ `16176278d0180f1a1a578e53e6eef432577876c2` ...)
1 · Systems sources (vllm-project/vllm @ `537a79f0fc5ba564d2bef43d54915b2f80f9f77d` (root ...) | candidate · not_run · 7 readset(s) | no-applicability, no-eval |
| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | **unknown** | — | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)
2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 9 readset(s) | no-applicability, no-eval |
| [performance-ceiling-analysis](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md) | common | Estimate optimization headroom before modifying an inference system. Produces a three-level ceiling model (analytical ... | inference serving systems (LLM, diffusion, audio) | — | 1 Accelerator · Diagnose / Verify
5 OS · Configure | 1 · Systems sources (Mooncake — FAST '25 proceedings, pp. 155-170)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ebugger/Empirical-Roofline-Toolkit @ 0771fa9)
1 · Systems sources (hahnyuan/LLM-Viewer @ 1893e4b) | candidate · not_run · 17 readset(s) | no-eval |
| [plan-activation-residency](../src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md) | common | Propose training activation and gradient memory reductions by distinguishing lifetime reordering, address packing and ... | **unknown** | — | 1 Accelerator · Diagnose / Optimize / Verify | 1 · Systems sources (Checkmate — [1910.02653v3](https://arxiv.org/abs/1910.02653v3)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | — | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)
2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-eval |
-| [skill-evolution-playbook](../src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md) | common | Practical design choices for evolving agent skills from execution traces: when one trajectory should update a skill ... | **unknown** | — | — | 2 · Methodology and corpus references (Qwen-Applications/Trace2Skill @ 3d0b52a)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-applicability, no-eval |
+| [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | 5 OS · Diagnose / Configure / Verify | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)
2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-eval |
+| [skill-evolution-playbook](../src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md) | common | Practical design choices for evolving agent skills from execution traces: when one trajectory should update a skill ... | **unknown** | — | N/A: SKILL.md §§ When should one trajectory update a skill?, How large should a skill edit be?, and When should skills split or merge? govern skill-text evolution and held-out evaluation, not hardware-resource state or control. | 2 · Methodology and corpus references (Qwen-Applications/Trace2Skill @ 3d0b52a)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [training-input-pipeline](../src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md) | common | Diagnose training input stalls and choose bounded queue, shard-cache and cache-ownership changes from DALI, Mosaic ... | **unknown** | — | 1 Accelerator · Observe / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize
3 SSD · Diagnose / Configure / Optimize
4 Network · Configure / Optimize
5 OS · Configure / Optimize | 1 · Systems sources (B1 / NVIDIA DALI @ `6fe47c48d3b0ca335f5e1afd3c77c750b2c7e041` ...)
1 · Systems sources (B2 / Mosaic Streaming @ `d99bf9c7cdf2dd4ed62a4960ed35270b93337a5f` ...)
1 · Systems sources (B3 / FFCV @ `3a12966b3afe3a81733a732e633317d747bfaac7` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [training-resource-budget](../src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md) | common | Choose training offload and resource-budget changes using pinned DeepSpeed configuration, attributed expert diagnosis ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize / Verify
3 SSD · Configure / Optimize
4 Network · Observe / Diagnose / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (CR1 / DeepSpeed ZeRO-Infinity @ `5f266e26d216a705d9c64cac88fb813ce ...)
1 · Systems sources (CR5 / Ascend MindSpeed adaptive memory — historical `core_r0.8.0` ...)
1 · Systems sources (ZeRO-Offload — [2101.06840v1](https://arxiv.org/abs/2101.06840v1))
2 · Methodology and corpus references (CR6 / Stas Bekman ML Engineering Open Book @ ...) | candidate · not_run · 9 readset(s) | no-applicability, no-eval |
-| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | 1 Accelerator †guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
| [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) | common | Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source ... | **unknown** | — | 1 Accelerator †guidance: Flare preparation and complete-session source contracts
2 RAM/Host †guidance: Flare preparation and complete-session source contracts
3 SSD · Observe / Profile / Diagnose / Optimize / Verify †guidance: Flare preparation and complete-session source contracts
4 Network · Configure / Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (foundation-model-stack/fastsafetensors @ 219e256)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (mindie-agent/mindie-agent @ 6a81b41) | candidate · not_run · 3 readset(s) | no-applicability, no-eval |
## Registered: Workflows (6)
| Skill | Backend | Declared task | Applicability | Conditions | SearchSpace layer / stage | Reference Matrix | State | Gaps |
|---|---|---|---|---|---|---|---|---|
-| [cite-check-downstream-pr](../src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md) | common | Review a downstream PR description for correct acceptance issue links, SHA pins, and artifact citations. | Review of a downstream PR description that cites RSI acceptance work for a performance or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [cite-check-downstream-pr](../src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md) | common | Review a downstream PR description for correct acceptance issue links, SHA pins, and artifact citations. | Review of a downstream PR description that cites RSI acceptance work for a performance or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Checklist and Red flags check acceptance links, revision/artifact citations and claim wording; they provide no hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
| [claim-contract](../src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md) | common | Enforce ThinkFlowLab claim contract wording and verdict rules without embedding campaign-specific revision pins. | Wording and verdict rules for any public performance or quality claim produced from an ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Verify | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
-| [competitor-scan](../src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md) | common | Structure a lightweight competitive scan without inventing benchmark numbers or campaign verdicts. | Qualitative positioning of a new RSI repository against other projects before acceptance ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
-| [draft-acceptance-issue](../src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md) | common | Draft a campaign acceptance issue with checklist, RunSpec, evidence paths, and placeholders for baseline/candidate SHAs. | Opening a new acceptance campaign in an RSI-style repository, before any baseline or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
-| [npu-skill-factory](../src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md) | common | Design and operation of the InferRSI NPU skill factory: artifact lifecycle, skill evaluation contract, corpus ... | InferRSI skill lifecycle management | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | 2 · Methodology and corpus references (Dong1017/OmniRSI @ `codex/skill-eval-bootstrap` (82218b4))
2 · Methodology and corpus references (InferMatrixLab/InferRSI PR #9 @ 4ad551a9)
2 · Methodology and corpus references (VectorSpaceLab/AREX-Skill @ ac3fe1af)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 14 readset(s) | no-SearchSpace-layer, no-eval |
+| [competitor-scan](../src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md) | common | Structure a lightweight competitive scan without inventing benchmark numbers or campaign verdicts. | Qualitative positioning of a new RSI repository against other projects before acceptance ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Frame, Rules and Deliverable produce a qualitative competitive comparison with evidence limits, not a hardware-resource decision or implementation mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
+| [draft-acceptance-issue](../src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md) | common | Draft a campaign acceptance issue with checklist, RunSpec, evidence paths, and placeholders for baseline/candidate SHAs. | Opening a new acceptance campaign in an RSI-style repository, before any baseline or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Steps and Output prepare an acceptance issue, RunSpec, frozen gates and evidence paths; device identifiers are campaign metadata rather than a hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
+| [npu-skill-factory](../src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md) | common | Design and operation of the InferRSI NPU skill factory: artifact lifecycle, skill evaluation contract, corpus ... | InferRSI skill lifecycle management | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Choose the evidence product, Artifact lifecycle, and What this skill does not do define skill-distillation/evaluation methodology; NPU task tiers are evaluation prerequisites, not a hardware-resource mechanism. | 2 · Methodology and corpus references (Dong1017/OmniRSI @ `codex/skill-eval-bootstrap` (82218b4))
2 · Methodology and corpus references (InferMatrixLab/InferRSI PR #9 @ 4ad551a9)
2 · Methodology and corpus references (VectorSpaceLab/AREX-Skill @ ac3fe1af)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 14 readset(s) | no-eval |
| [rsi-evidence](../src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md) | common | Guide agents to publish and cite RSI evidence using plan/results/patch/validator paths and PASS/FAIL/INCONCLUSIVE ... | Documenting or reviewing an optimization campaign whose verdict will be cited downstream | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Verify | — | candidate · not_run · 1 readset(s) | no-Reference-Matrix-row, no-eval |
## Documents outside the registry
@@ -218,15 +221,18 @@ an entrypoint routes to procedures below it rather than adding one.
| Gap | Skills |
|---|---|
-| `no-SearchSpace-layer` | 15: ascend-video-diffusion-optimization, audit-fixed-workload-claim, audit-recurrent-kv-finalization, cite-check-downstream-pr, competitor-scan, draft-acceptance-issue, dwarfstar, husky, inference-benchmark-design, lily, npu-skill-factory, repository-evolution-analysis, skill-evolution-playbook, splash, video-diffusion-optimization |
+| `no-SearchSpace-layer` | 1: husky |
+| `conflicting-SearchSpace-layer` | 0: — |
| `no-Reference-Matrix-row` | 8: ascend-video-diffusion-optimization, audit-fixed-workload-claim, cite-check-downstream-pr, claim-contract, competitor-scan, draft-acceptance-issue, rsi-evidence, video-diffusion-optimization |
| `no-sidecar` | 0: — |
| `no-applicability` | 41: as listed in the Gaps column above |
| `no-eval` | 75: as listed in the Gaps column above |
-These are inventory gaps, not defects. A workflow skill may legitimately
-have no hardware resource layer; a candidate may legitimately be untested.
-The view records the absence instead of inferring an answer.
+These are inventory gaps, not efficacy results. Missing layer mappings stay
+unknown unless the sidecar records a reasoned N/A. N/A is not coverage;
+a conflicting matrix mapping remains visible and is excluded from coverage
+counts until reconciled. Supplementary guidance stays distinct from numbered
+layer coverage. A candidate may legitimately remain untested.
## Evaluation linkage
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index ae13524c5..e2d5c8206 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
procedures use their corresponding backend; shared methods use `common`.
-Source snapshot: [ad322aab86d9a148bc4b378a15b2762e41b86908](https://github.com/InferMatrixLab/InferRSI/tree/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library).
+Source snapshot: [f143ad5de97b07ed2d86e206764a29c3415363ed](https://github.com/InferMatrixLab/InferRSI/tree/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library).
```bash
inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
```bash
python tools/build_skill_index.py --source-revision
-python tools/build_skill_index.py --source-revision ad322aab86d9a148bc4b378a15b2762e41b86908 --check
+python tools/build_skill_index.py --source-revision f143ad5de97b07ed2d86e206764a29c3415363ed --check
```
`--check` detects missing, stale and unexpected generated records without writing.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index d8066efbf..35934afb8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index 96894d30e..2ac6bae03 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index f617341b2..fe9b09bb8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index 14202b727..9f2c66a7d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index 1b2c84c1b..1205e8167 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
index ecfae544f..ac0231057 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
index 1684c6f25..ff51c78a4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
index 26127cc3f..36ccb060f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index 139174fa6..0cb72e9cd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
index b499a1e27..c72b9de5d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index a1a7a1ce9..e8cc53a1f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index 1c57df82e..3f48fa2d1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index b5eec59d3..0ffb3ccde 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
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- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index b9a213af2..184be7223 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 0c4d08720..d7914479b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index f6eb0e8ce..7bc7d6b0d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index fac9a5b67..81e1e950c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
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"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json",
@@ -37,7 +37,7 @@
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"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md": "2be89b1340a3deb978c8e1792d18aeecbe8f5de81d4daf542389f53826b8ebee",
- "src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json": "81edd75fa16939807548d0944e9203cfd7c0cb17e63463872d96ca2c1273d1d8",
+ "src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json": "245bdfe7b7f3ff3cb8009ac23c1b4bb5bbdd6ea8efbf401e80c99eee343748fa",
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},
"skill_metadata": {
@@ -55,7 +55,8 @@
"empirical_validation": "not_run",
"limitations": [
"Guidance for supplied reports; no local efficacy validation or measured performance gain is established."
- ]
+ ],
+ "searchspace_not_applicable": "SKILL.md §§ Preserve the observation hierarchy, Check what was actually compared, and Return an auditable conclusion audit supplied measurements and verdicts; device identity is comparison metadata, not a hardware-resource mechanism."
},
"applicability": {},
"recommendations": [
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index f0f81d491..d53a87daf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
"sources": [
{
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- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index 9def23f7b..fd547a02f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
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- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
index 5a176dc23..e9d0eda0f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
index 9f292aefb..e24870f8e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
@@ -26,8 +26,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index 89f11e181..62ce11832 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index d88bd22f4..44c0d8dd0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index 672929502..c15f46814 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index 05840745c..d187a8aea 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index ceed92610..9329e14de 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index d7040f1c6..018ed5ce2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
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- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index 973710200..da88b4f78 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index b8cb4e5e9..718c91e95 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index c77e42442..ea73be2f8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index 234c28387..69b01f4cb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
@@ -40,7 +40,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md": "485932cdf3b1fba5dc69be73e75d38f86a7b79442d26e82a296c963a7598d226",
- "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json": "7a18f9dbb4894216802a44929b913990fc4bd8521cb60976d9435ee8f37e4265"
+ "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json": "ade23e3def5c7b875fba4084d32fa63b1af90bebeade72506265c974405eb55d"
},
"skill_metadata": {
"name": "cite-check-downstream-pr",
@@ -84,7 +84,8 @@
"Checklist-only procedure; it validates citation discipline, not the measurement behind an artifact.",
"A passing review does not establish that the campaign evidence itself is correct."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Checklist and Red flags check acceptance links, revision/artifact citations and claim wording; they provide no hardware-resource mechanism."
},
"applicability": {
"scope": "Review of a downstream PR description that cites RSI acceptance work for a performance or quality improvement",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
index 99507873a..997f98b96 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index e8be332c3..c9dc29ef9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
"src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index a6123d5db..9cd8fc5f6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
@@ -39,7 +39,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md": "0ede58ace65a9324a538b4816add1684f230ba536d4364fe5a5dd2c0bbed3776",
- "src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json": "74b387e5df7b40cce9fd1ceee7ea1a26c258a4ed091144f2b366ef971895a2e8"
+ "src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json": "e1a279c0b730c80fa34ca985c004d4084dae5ee77685f7f2b642cf469bfffffc"
},
"skill_metadata": {
"name": "competitor-scan",
@@ -80,7 +80,8 @@
"Produces positioning material only; it establishes no performance or quality result.",
"Third-party claim contracts are read from public material and may be incomplete."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Frame, Rules and Deliverable produce a qualitative competitive comparison with evidence limits, not a hardware-resource decision or implementation mechanism."
},
"applicability": {
"scope": "Qualitative positioning of a new RSI repository against other projects before acceptance evidence exists",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index 268a99d95..93bce23bb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index 163a91576..0eb8d0992 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index 1b051cb95..8e1a76554 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index 345989799..9b0610846 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index c61f32fe3..b67a03d6f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
@@ -40,7 +40,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md": "ce983acfb7d7d3272775e7cf00c92e4ddadd97511b602575a76e5ab7ade01b56",
- "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json": "e97a665349f234d74baeaa20c6996bff990d0f45c40c0b7ac7283aa599cb951e"
+ "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json": "ff1c463a13d0c869baaf90505a7fe981d684ee7b79f2fa8d2358340b6b4139a7"
},
"skill_metadata": {
"name": "draft-acceptance-issue",
@@ -82,7 +82,8 @@
"Drafts an issue only; it freezes no gate and runs no measurement.",
"The placeholder SHA convention depends on the campaign owner filling them in later."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Steps and Output prepare an acceptance issue, RunSpec, frozen gates and evidence paths; device identifiers are campaign metadata rather than a hardware-resource mechanism."
},
"applicability": {
"scope": "Opening a new acceptance campaign in an RSI-style repository, before any baseline or candidate run",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
index 5b0ff9d30..0f82c96d8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/dwarfstar/LICENSE",
"src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index d462bacea..5c96b1f13 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index 49d6f4f08..6e2154fa1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
index 2104c11e8..69510ac34 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
index a9a84fed4..41e8cb198 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
index 8a38a23e4..023a1b8c3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
"src/inferrsi/data/skill_library/repositories/husky/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index 128279b6b..c7b8e8921 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json",
@@ -49,7 +49,7 @@
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- "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "18310402a8ade03fd48ac687f79ba9d447871e90337de84c0e1bc15c0b827306",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "a6671976f3755ea152dc8abd7d147b73d11c07dc65ec188d02dabc8ee0f99eaf",
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@@ -214,7 +214,8 @@
"../inference-optimization-casebook/cases/admission-drain-occupancy.md",
"../inference-optimization-casebook/cases/admission-drain-occupancy.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism."
},
"applicability": {},
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index 78099b182..8c25e7253 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index 6b42d688c..7701c7760 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
@@ -39,8 +39,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
index a212c83c7..d69091a55 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
@@ -24,8 +24,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index 9e7dd43e3..1835e4eae 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
index 2e7ef494b..bac003433 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/lily/LICENSE",
"src/inferrsi/data/skill_library/repositories/lily/NOTICE.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index 3c48b0523..87476787e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index 52ab293b9..e582a2853 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index 3db94e91f..4d93a9f58 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index 74fcb5bf7..f64d7acc0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
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- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index ac17206b0..d3d60b4d0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
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- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index 6d2ee6691..fc0e76707 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
@@ -56,7 +56,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md": "74cd863df2e80dc2bda1713d24207809173a3116f30325e3487e1e3517cfec1e",
- "src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json": "073174963ca5c19c63d68843ccabdbf758f4c8b7ca61e3d7283affd6f88a753c",
+ "src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json": "c862565b814e98e0ebc4923e32eef2aa67a8df2357c255903d744f40aaea32c8",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/COMPARISON.md": "38587678a96581f5c2dc697d982127343565504bffa191352811dffcc165aa23",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/INTEGRATION_NOTES.md": "fbc4a96b6f6c477706eed83eaa4fcc29a14f881637629d6c004601ed049f2523",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/QA.md": "3f3785ec39a6938a5d1f2e874e99153fe92c0e666dd3e78a499c8b47d891346a",
@@ -176,7 +176,8 @@
"references/papers-20261015/UNREAD_LEADS.md",
"references/papers-20261015/updates/bounded-updates.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ Choose the evidence product, Artifact lifecycle, and What this skill does not do define skill-distillation/evaluation methodology; NPU task tiers are evaluation prerequisites, not a hardware-resource mechanism."
},
"applicability": {
"scope": "InferRSI skill lifecycle management",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
index 23a054eb2..d403b3fb5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index f446824d3..ef92d29d0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
index a349b7279..ba591f404 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
index 86f1cb7ea..a7ec4e29f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index 5e09a5383..20807cfeb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
index f083d22ba..df8dc7b90 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
index 420673822..487857f21 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
index a4ce44c6e..29d44417e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json",
@@ -38,7 +38,7 @@
"checkout_ref": "checkout:skill-evolution-playbook",
"source_files": {
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md": "9cd37f21fe0d862069e4798edca8a04d59f8b840e55d521901594a63dddd9ba3",
- "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json": "92b36338b9257e2e41b95e4370694d7de52ed84bc7971056b3bfced07b0993d8",
+ "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json": "11e2549fbfb7fa0ac05beacd32cd591c1e052c5da866c74ad0517ece9305e0a9",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
},
"skill_metadata": {
@@ -63,7 +63,8 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ When should one trajectory update a skill?, How large should a skill edit be?, and When should skills split or merge? govern skill-text evolution and held-out evaluation, not hardware-resource state or control."
},
"applicability": {},
"recommendations": [
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
index 58cdafbfc..2909e775b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/splash/LICENSE",
"src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
index 2e8ddd500..1b8e52422 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
index 7f72fa1f8..a39314682 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
index 63dab161e..b0296fb7d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index 35fae44a7..3fd5dcbd7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/assets/campaign.template.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index ffeb4ece0..de0d4e972 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index 8897bac41..cb85cc877 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index 6444dc582..03df2f661 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index 2fe517e74..e0bd278ea 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 23c63d5cb..201ff38ff 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index 0449865e4..e812ab86c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index 6e886dd8f..f7f46665b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
@@ -36,8 +36,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/ad322aab86d9a148bc4b378a15b2762e41b86908/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "ad322aab86d9a148bc4b378a15b2762e41b86908",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/f143ad5de97b07ed2d86e206764a29c3415363ed/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "f143ad5de97b07ed2d86e206764a29c3415363ed",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
From 7ec1e3eef4632a9233f0b72fc90af98b71e29882 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Mon, 2 Nov 2026 10:19:57 +0800
Subject: [PATCH 08/11] Regenerate Batch 5 projections from integrated sources
Preserve completed generation at source a64da5f7bb3a532bfccaff86973c0bf117b4d930.
Agent-assisted-by: Codex / gpt-6-astra [effort=xhigh] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/skill-coverage.md | 50 +++++++++++--------
.../repo_packs/inferrsi/knowledge/README.md | 4 +-
.../ascend-aclgraph-capture-replay.json | 4 +-
.../ascend/skills/ascend-device-health.json | 4 +-
.../skills/ascend-distributed-parallel.json | 4 +-
.../ascend/skills/ascend-graph-mode.json | 4 +-
.../skills/ascend-model-adaptation.json | 4 +-
.../skills/ascend-operator-profiling.json | 4 +-
.../ascend/skills/ascend-operator-tuning.json | 4 +-
.../skills/ascend-optimization-casebook.json | 4 +-
.../skills/ascend-performance-analysis.json | 4 +-
.../ascend-video-diffusion-optimization.json | 4 +-
.../ascend/skills/ascendc-tiling-design.json | 4 +-
.../skills/cann-attribution-overlap.json | 4 +-
.../torchnpu-device-memory-lifecycle.json | 4 +-
...torchnpu-pinned-host-memory-lifecycle.json | 4 +-
.../skills/assess-serving-preemption.json | 4 +-
.../assess-split-backward-schedule.json | 4 +-
.../skills/audit-fixed-workload-claim.json | 9 ++--
.../audit-h3-metal-fasth3-semantics.json | 4 +-
.../skills/audit-h3-runtime-residency.json | 4 +-
.../skills/audit-llama-runtime-state.json | 4 +-
.../audit-recurrent-kv-finalization.json | 4 +-
.../common/skills/audit-sd-cpp-residency.json | 4 +-
.../audit-sglang-diffusion-lifetimes.json | 4 +-
.../skills/audit-vllm-kv-lifetimes.json | 4 +-
.../bound-windowed-attention-replay.json | 4 +-
.../budget-speculative-verification.json | 4 +-
.../skills/calibrate-serving-simulation.json | 4 +-
.../skills/cgroup-resource-controls.json | 4 +-
.../checkpoint-recovery-consistency.json | 4 +-
.../skills/choose-parallel-training-plan.json | 4 +-
.../skills/cite-check-downstream-pr.json | 9 ++--
.../common/skills/claim-contract.json | 4 +-
.../knowledge/common/skills/comfy-ui.json | 4 +-
.../common/skills/competitor-scan.json | 9 ++--
.../skills/dcp-async-save-performance.json | 4 +-
.../skills/dense-performance-evidence.json | 4 +-
.../diagnose-vllm-admission-pressure.json | 4 +-
.../skills/diffusers-invocation-state.json | 4 +-
.../common/skills/draft-acceptance-issue.json | 9 ++--
.../knowledge/common/skills/dwarfstar.json | 4 +-
.../evaluate-elastic-serving-placement.json | 4 +-
.../skills/generation-cache-lifecycle.json | 4 +-
.../common/skills/host-memory-management.json | 4 +-
.../skills/host-overhead-optimization.json | 4 +-
.../knowledge/common/skills/husky.json | 4 +-
.../skills/inference-benchmark-design.json | 9 ++--
.../inference-optimization-casebook.json | 4 +-
.../common/skills/kernel-writing-guide.json | 4 +-
.../common/skills/kv-tier-management.json | 4 +-
.../lazy-evaluation-stream-lifetimes.json | 4 +-
.../knowledge/common/skills/lily.json | 4 +-
.../knowledge/common/skills/lithos-metal.json | 4 +-
.../knowledge/common/skills/local-dream.json | 4 +-
.../knowledge/common/skills/mistral-rs.json | 4 +-
.../knowledge/common/skills/mlc-llm.json | 4 +-
.../knowledge/common/skills/mlx-swift-lm.json | 4 +-
.../common/skills/npu-skill-factory.json | 9 ++--
.../skills/optimization-search-policy.json | 4 +-
.../common/skills/os-process-placement.json | 4 +-
.../skills/performance-ceiling-analysis.json | 4 +-
.../skills/plan-activation-residency.json | 4 +-
.../knowledge/common/skills/project-maya.json | 4 +-
.../skills/repository-evolution-analysis.json | 4 +-
.../knowledge/common/skills/rsi-evidence.json | 4 +-
.../skills/skill-evolution-playbook.json | 9 ++--
.../knowledge/common/skills/splash.json | 4 +-
.../common/skills/storage-io-measurement.json | 4 +-
.../skills/training-input-pipeline.json | 4 +-
.../skills/training-resource-budget.json | 4 +-
.../skills/video-diffusion-optimization.json | 4 +-
.../knowledge/common/skills/vllm-metal.json | 4 +-
.../skills/weight-loading-optimization.json | 4 +-
.../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-
.../skills/audit-flare-session-lifecycle.json | 4 +-
.../diagnose-attention-bottlenecks.json | 4 +-
.../cuda/skills/host-overhead-profiling.json | 4 +-
.../cuda/skills/reason-hopper-kernels.json | 4 +-
79 files changed, 205 insertions(+), 192 deletions(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 81869415a..07d99ebcf 100644
--- a/docs/skill-coverage.md
+++ b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
matrices. **Do not edit by hand**; regenerate after any registry, skill,
matrix or frozen-plan change.
-- Input digest: `sha256:b30daf60ce87156416fe29086c3c086f7b59d12a7d0f0b47f9540d796f4079a1`
+- Input digest: `sha256:5b825c97a916be5c8b86abb94e51621502357dd699da0bf7d4d03017bb7ad2eb`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -24,6 +24,7 @@ matrix: every field is copied from an owner that already maintains it.
| Declared task, status, validation state, provenance readsets | the skill's `SKILL.md` frontmatter and `metadata.json` sidecar |
| Declared applicability conditions, workflow input/output/failure/refusal | `applicability` in the same `metadata.json` sidecar; descriptive, not evidential |
| Resource layer, lifecycle stage | [SearchSpace Matrix](searchspace-matrix.md) |
+| Reasoned resource-layer exclusion | `searchspace_not_applicable` in the sidecar |
| Source identity and inspected scope | [Reference Matrix](reference-matrix.md) |
| Evaluation selection | frozen `evidence//plan/protocol-*.json` |
| Delivery PR and issue | not derived here; see [issue #91](https://github.com/InferMatrixLab/InferRSI/issues/91) and `docs/reviews/issue91-*.md` |
@@ -35,8 +36,10 @@ matrix: every field is copied from an owner that already maintains it.
| Registered skill ids | 77 |
| By category | frameworks 3, hardware 22, methods 20, repositories 26, workflows 6 |
| By backend | ascend 14, common 58, cuda 5 |
-| Recorded on a numbered SearchSpace resource layer | 49 |
-| Recorded only in a supplementary guidance table (†) | 13 |
+| Recorded on a numbered SearchSpace resource layer | 51 |
+| Recorded only in a supplementary guidance table (†) | 18 |
+| Resource layers explicitly not applicable | 7 |
+| Conflicting resource-layer declarations | 0 |
| Recorded on two or more resource layers | 24 |
| Recorded in the Reference Matrix | 69 |
| With a `metadata.json` sidecar | 77 |
@@ -61,7 +64,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [ascend-operator-tuning](../src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md) | ascend | Run a staged, accuracy-gated tuning campaign on a single Ascend NPU operator: set a numeric target up front, block ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [ascend-optimization-casebook](../src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md) | ascend | Casebook of NPU optimization cases for Ascend inference systems: symptom → diagnosis → action → evidence records for ... | **unknown** | — | 1 Accelerator · Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [ascend-performance-analysis](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md) | ascend | Diagnose performance bottlenecks on Ascend NPU systems using CANN profiling data. Maps GPU profiling concepts (nsys ... | **unknown** | — | 1 Accelerator · Observe / Profile / Diagnose / Verify
4 Network · Observe / Profile / Diagnose / Verify
5 OS · Diagnose | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (cann/cannbot @ `c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110` (selected ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | ascend | Run and verify goal-driven Ascend video diffusion optimization. Specializes the backend-agnostic ... | Ascend NPU video diffusion inference and serving optimization | — | — | — | candidate · not_run · 1 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | ascend | Run and verify goal-driven Ascend video diffusion optimization. Specializes the backend-agnostic ... | Ascend NPU video diffusion inference and serving optimization | — | 1 Accelerator †guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 1 readset(s) | no-Reference-Matrix-row, no-eval |
| [ascendc-tiling-design](../src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md) | ascend | Design tiling for a custom AscendC operator: normalize the shape first (axis-collapse or flatten), answer the ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [cann-attribution-overlap](../src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md) | ascend | Attribute NPU trace kernels to model source and plan bounded multistream overlap: select a representative step, map ... | **unknown** | — | 1 Accelerator · Observe / Profile / Diagnose / Optimize / Verify
4 Network · Diagnose / Optimize / Verify | 1 · Systems sources (cann/oam-tools @ `8440935f` (!302 import; later master `f3cf4115` ...) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
| [cgroup-resource-controls](../src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md) | common | Diagnose and configure cgroup v2 resource controls for serving/training workloads: distinguish quota stalls from ... | **unknown** | — | 2 RAM/Host · Observe / Profile / Configure / Verify
5 OS · Observe / Profile / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Linux cgroup v2 docs — kernel.org live 2026-10-15 (revision ...) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
@@ -92,7 +95,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [audit-h3-metal-fasth3-semantics](../src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md) | common | Audit h3-metal FastH3 effective configuration, checkpoint tensor and schedule semantics, partial VSA tiles, sparse ... | h3-metal FastH3 requested/effective configuration, checkpoint transformation and ... | — | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (zuiho-kai/h3-metal @ `4ba47a3eabdbebf801ac6664b31f8ec168bc57a8` ...) | candidate · not_run · 3 readset(s) | no-eval |
| [audit-h3-runtime-residency](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md) | common | Audit MiniMax-H3 generation in h3.c on Apple Silicon by tracing conditioning, AdaLN precompute, DiT residency, Metal ... | MiniMax-H3 joint audio/video C/Metal runtime audit: raw checkpoint compatibility, input ... | — | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Configure / Verify | 1 · Systems sources (antirez/h3.c @ `8974cc055ea9c02fcd14cc27dfda3e1027c05153` (MIT ...) | candidate · not_run · 3 readset(s) | no-eval |
| [audit-llama-runtime-state](../src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md) | common | Audit llama.cpp context memory, partial decode progress, graph reuse and server cancellation when a retry, stale ... | Pinned llama.cpp context-memory, graph-reuse and server task-lifecycle diagnosis ... | — | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (ggml-org/llama.cpp @ `707616feb5f379e99ff7442680a55b4a1704c7c9` (MIT ...) | candidate · not_run · 1 readset(s) | no-eval |
-| [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED ... | — | — | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED ... | — | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-eval |
| [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | common | Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery ... | Source-grounded audit of native image-generation weight/runtime residency, optional ... | — | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Verify | 1 · Systems sources (leejet/stable-diffusion.cpp @ `b13a48219d5cdf408edcb93da6cd69b612ed03d ...) | candidate · not_run · 2 readset(s) | no-eval |
| [audit-sglang-diffusion-lifetimes](../src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md) | common | Diagnose SGLang multimodal_gen stage state, component residency and request timeout/deletion when grouped outputs ... | Bounded monolithic multimodal_gen composed-pipeline state and lifecycle diagnosis; actual ... | — | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (sgl-project/sglang @ `df13d5dce31abfeff0e701a62e8c39a136758e6c` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [audit-vllm-kv-lifetimes](../src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md) | common | Audit vLLM V1 asynchronous KV load/save completion, block retention, preemption, and receive-failure contracts when ... | **unknown** | — | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
@@ -100,18 +103,18 @@ optimization is fully covered or that any procedure has measured benefit.
| [budget-speculative-verification](../src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md) | common | Decide how many draft tokens to verify per decode step when acceptance varies by request and position. Use when an ... | Engines with multi-token speculative decoding whose verification forward cost grows with ... | — | 1 Accelerator †guidance: DeepInfer bounded source guidance | DeepInfer source extraction (deepseek-ai/DeepInfer @ `8b16149741a4935e1dec8cea27853f273b374c5b` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [comfy-ui](../src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md) | common | Audit ComfyUI workflow-output cache validity, lazy dependencies and model-weight residency as separate state contracts ... | Source-grounded ComfyUI workflow-output cache and model-weight ownership audit; confirm ... | — | 1 Accelerator · Diagnose / Configure / Verify
2 RAM/Host · Diagnose / Configure / Verify | 1 · Systems sources (Comfy-Org/ComfyUI @ `b1a247c9cf9dbfda4b2c0a0c1d50950667eeaa0c` (GNU ...) | candidate · not_run · 1 readset(s) | no-eval |
| [diagnose-vllm-admission-pressure](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md) | common | Diagnose vLLM V1 admission stalls and KV-pressure preemption by separating token, input, active-request ... | **unknown** | — | 1 Accelerator · Observe / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 14 readset(s) | no-applicability, no-eval |
-| [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | common | Investigate DwarfStar model fit, expert SSD streaming, session and vision cache correctness, speculative sampling and ... | Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support ... | — | — | DwarfStar portable AREX extraction (antirez/ds4 @ `ee7e8405232c8971000cc7ba2b945b00bf6d20d3`; AREX-Skill ...) | candidate · partial_cpu_only · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | common | Investigate DwarfStar model fit, expert SSD streaming, session and vision cache correctness, speculative sampling and ... | Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support ... | — | 1 Accelerator †guidance: DwarfStar source-derived execution/state graph
2 RAM/Host †guidance: DwarfStar source-derived execution/state graph
3 SSD †guidance: DwarfStar source-derived execution/state graph | DwarfStar portable AREX extraction (antirez/ds4 @ `ee7e8405232c8971000cc7ba2b945b00bf6d20d3`; AREX-Skill ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
| [generation-cache-lifecycle](../src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md) | common | Trace MLX-LM prefill, generation batching, prompt-cache reuse and cooperative stopping when request state, cache rows ... | MLX-LM generation, batch-row and prefix-cache diagnosis; model/backend/runtime ... | — | 2 RAM/Host †guidance: MLX-LM application guidance (source-derived) | MLX-LM application source extraction (ml-explore/mlx-lm @ `ab7f7048dc341ced2d84b1887eeb17d60b0d1b02` (MIT)) | candidate · not_run · 1 readset(s) | no-eval |
-| [husky](../src/inferrsi/data/skill_library/repositories/husky/SKILL.md) | common | Review Husky's official-document claims as research hypotheses, separating author reports, implementation evidence ... | Review Husky document claims and specify missing evidence; common catalog scope is not ... | — | — | Husky document-only research adaptation (Official https://husky.underdog.ai/; displayed2026-09-20 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [husky](../src/inferrsi/data/skill_library/repositories/husky/SKILL.md) | common | Review Husky's official-document claims as research hypotheses, separating author reports, implementation evidence ... | Review Husky document claims and specify missing evidence; common catalog scope is not ... | — | **unknown** | Husky document-only research adaptation (Official https://husky.underdog.ai/; displayed2026-09-20 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
| [kv-tier-management](../src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md) | common | Manage runtime KV cache tiers (GPU → CPU RAM → local disk) for LLM serving: decide when KV is stored, retained ... | **unknown** | — | 2 RAM/Host · Configure / Optimize
3 SSD · Optimize | 1 · Systems sources (LMCache/LMCache @ c3b875a) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | common | Investigate Lily's exact Qwen3.6-35B-A3B MLX-affine-Q4 contract, Metal state and kernels, strict greedy text API ... | Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog ... | — | — | Lily portable AREX extraction (perplexityai/pplx-garden `lily/` @ `1ed972ed3f0bd5616c997c9507c25616c6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | common | Investigate Lily's exact Qwen3.6-35B-A3B MLX-affine-Q4 contract, Metal state and kernels, strict greedy text API ... | Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog ... | — | 1 Accelerator †guidance: Lily exact-model source contracts
2 RAM/Host †guidance: Lily exact-model source contracts | Lily portable AREX extraction (perplexityai/pplx-garden `lily/` @ `1ed972ed3f0bd5616c997c9507c25616c6 ...) | candidate · not_run · 2 readset(s) | no-eval |
| [lithos-metal](../src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md) | common | Inspect Lithos Metal compilation and fusion, GPU-resident generation and DSpark state, or local serving and ... | Pinned Lithos Metal 0.1.2 source/API contracts; Apple silicon Metal runtime; model and ... | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (lithos-ai/lithos-metal @ `6653b7df5f2c4392ec7b038960f2796b1499923f` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [local-dream](../src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md) | common | Audit Local Dream Android desired-versus-serving process state, remote exposure, native backend and DiT packaging/ABI ... | Selected Android app/process and native diffusion boundary contracts; common is a ... | — | 2 RAM/Host †guidance: Local Dream Android diffusion source contracts | Local Dream Android diffusion boundary source (xororz/local-dream @ `db162df4d9bb6efc6595250423d8df26241f4c27` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mistral-rs](../src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md) | common | Investigate mistral.rs Metal paged-attention decode layouts, prefill coordinates and workspace, actual-model prewarm ... | Selected native Metal paged decode/prefill layout/metadata/workspace and ... | — | 1 Accelerator †guidance: mistral.rs Metal paged-attention source contracts
2 RAM/Host †guidance: mistral.rs Metal paged-attention source contracts | mistral.rs Metal paged-attention extraction (EricLBuehler/mistral.rs @ `9459891e7697238225885518119682ac8209a612` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mlc-llm](../src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md) | common | Investigate MLC LLM compiled Metal artifact/schema, Apple target and pinned TVM module/storage/stream contracts, and ... | Selected artifact/Apple target/pinned TVM Metal consumer and KV configuration source ... | — | 1 Accelerator †guidance: MLC LLM artifact, target and runtime source contracts
2 RAM/Host †guidance: MLC LLM artifact, target and runtime source contracts | MLC LLM compiled Metal and runtime contracts (mlc-ai/mlc-llm @ `8978ea9aec626d64096aaa92fbc89bda2e3ea802`; TVM ...) | candidate · not_run · 2 readset(s) | no-eval |
| [mlx-swift-lm](../src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md) | common | Investigate MLX Swift LM generation ownership, cancellation and settled task completion, and recurrent GatedDelta Metal ... | Selected Swift ownership/cancellation/settling and actual GatedDelta Metal/ops contracts ... | — | 1 Accelerator †guidance: MLX Swift LM ownership and recurrent Metal source contracts
2 RAM/Host †guidance: MLX Swift LM ownership and recurrent Metal source contracts | MLX Swift LM lifecycle and recurrent Metal extraction (ml-explore/mlx-swift-lm @ `3d066d3a0ffdc7e70c476a3d31488ea62dfdd0ac` ...) | candidate · not_run · 2 readset(s) | no-eval |
| [project-maya](../src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md) | common | Investigate Project Maya model-family dispatch, representation and memory tiers, API versus native state, speculative ... | Model-specific dispatch/residency, API/native state and qualification investigation ... | — | 1 Accelerator †guidance: Project Maya model-specific source contracts
2 RAM/Host †guidance: Project Maya model-specific source contracts
3 SSD †guidance: Project Maya model-specific source contracts | Project Maya source and CPU-slice extraction (mw00/project-maya @ `249f9a87d1a9d72bec2b684d704b0aa9296b1c9c` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
-| [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | Pinned Splash representation, planning, state/serving and verification investigation ... | — | — | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | Pinned Splash representation, planning, state/serving and verification investigation ... | — | 1 Accelerator †guidance: Splash source-derived planning and state
2 RAM/Host †guidance: Splash source-derived planning and state
3 SSD †guidance: Splash source-derived planning and state | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
| [vllm-metal](../src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md) | common | Investigate vllm-metal Apple inference through platform and native-ABI selection, paged KV/offload ownership ... | Selected plugin preparation, KV/offload ownership and speculative/deferred/dispatch ... | — | 1 Accelerator †guidance: vLLM Metal selected source contracts
2 RAM/Host †guidance: vLLM Metal selected source contracts
3 SSD †guidance: vLLM Metal selected source contracts | vLLM Metal portable AREX source and CPU extraction (vllm-project/vllm-metal @ `e7df7a6ff215f99c7842552d230fdbc709835934` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
## Registered: Methods (20)
@@ -120,34 +123,34 @@ optimization is fully covered or that any procedure has measured benefit.
|---|---|---|---|---|---|---|---|---|
| [assess-serving-preemption](../src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md) | common | Assess whether LLM serving queue delays justify token-boundary priority preemption, accounting for suspended KV, host ... | Diagnosing whether LLM serving queue delay justifies token-boundary priority preemption ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Orca — OSDI 2022 proceedings) | candidate · not_run · 1 readset(s) | no-eval |
| [assess-split-backward-schedule](../src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md) | common | Evaluate memory-capped split-backward and V-shaped pipeline scheduling proposals, preserving synchronous update ... | Assessing memory-capped split-backward and V-shaped pipeline schedule proposals when a ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Zero Bubble — [2401.10241v1](https://arxiv.org/abs/2401.10241v1)) | candidate · not_run · 1 readset(s) | no-eval |
-| [audit-fixed-workload-claim](../src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md) | common | Audit a performance claim from supplied fixed-workload reports and an explicit measurement contract. Check aggregation ... | Auditing a performance claim against supplied fixed-workload reports and an explicit ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [audit-fixed-workload-claim](../src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md) | common | Audit a performance claim from supplied fixed-workload reports and an explicit measurement contract. Check aggregation ... | Auditing a performance claim against supplied fixed-workload reports and an explicit ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Preserve the observation hierarchy, Check what was actually compared, and Return an auditable conclusion audit supplied measurements and verdicts; device identity is comparison metadata, not a hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
| [calibrate-serving-simulation](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md) | common | Build an evidence-gated serving-configuration shortlist from a profiled simulator while separating empirical ... | Building an evidence-gated serving-configuration shortlist when a profiled simulator or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (Vidur — [2405.05465v2](https://arxiv.org/abs/2405.05465v2)) | candidate · not_run · 1 readset(s) | no-eval |
| [checkpoint-recovery-consistency](../src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md) | common | Assess distributed checkpoint recovery using DLRover memory agreement, persistence completion and replica transport ... | Assessing distributed checkpoint recovery through DLRover memory agreement, persistence ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 2 RAM/Host · Configure / Verify
3 SSD · Configure / Verify
4 Network · Diagnose / Configure / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (C3 / DLRover FlashCheckpoint @ `e35b1ad90e2928ca6bacf5d22117f71356 ...)
1 · Systems sources (C4 / NVIDIA Resiliency Extension @ ...) | candidate · not_run · 1 readset(s) | no-eval |
| [choose-parallel-training-plan](../src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md) | common | Compare stage, device-mesh and operator-sharding candidates for static distributed training while accounting for ... | Comparing stage, device-mesh and operator-sharding candidates for static distributed ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Alpa — [2201.12023v3](https://arxiv.org/abs/2201.12023v3)) | candidate · not_run · 1 readset(s) | no-eval |
| [dense-performance-evidence](../src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md) | common | Taxonomy of performance evidence an optimization agent needs, ordered by collection cost and diagnostic power. Maps ... | Deciding which performance evidence to collect next and which claim each evidence level ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Observe / Profile / Verify
2 RAM/Host · Verify
4 Network · Verify | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | — |
| [evaluate-elastic-serving-placement](../src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md) | common | Compare migrating an LLM request between model replicas with changing its sequence-parallel execution group, including ... | Comparing migration of a running LLM request between compatible model replicas with ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Llumnix — [2406.03243v1](https://arxiv.org/abs/2406.03243v1)) | candidate · not_run · 1 readset(s) | no-eval |
-| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | Selecting task quality gates, reference parity checks and performance workloads for text ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | — | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer |
+| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | Selecting task quality gates, reference parity checks and performance workloads for text ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | N/A: SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism. | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | — |
| [inference-optimization-casebook](../src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md) | common | How to structure and use a casebook of past optimization decisions as a decision-support tool. Extracts the casebook ... | Structuring and querying a casebook of past optimization decisions as decision support ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Optimize | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-eval |
| [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | common | Decision guide for writing custom inference kernels: when to write one, which framework to choose (Triton, CuTe DSL ... | Deciding whether to write a custom inference kernel, routing a kernel pattern to Triton ... | failure_modes, input_contract, produced_artifact, refusal_point
6 advice | 1 Accelerator · Optimize / Diagnose / Configure / Verify | 1 · Systems sources (Dao-AILab/causal-conv1d @ `cd81f0413cad2fc1e6f17e785ac39f59aae690cd` ...)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (huggingface/transformers @ `0dad7b822255a0ae261ec45ae937371e859ffd1a` ...)
1 · Systems sources (mindspore-ai/akg @ `5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff` ...)
1 · Systems sources (sgl-project/sglang @ `16176278d0180f1a1a578e53e6eef432577876c2` ...)
1 · Systems sources (vllm-project/vllm @ `537a79f0fc5ba564d2bef43d54915b2f80f9f77d` (root ...) | candidate · not_run · 7 readset(s) | no-eval |
| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | Selecting, ordering and stopping optimization experiments: candidate generation ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)
2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 9 readset(s) | no-eval |
| [performance-ceiling-analysis](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md) | common | Estimate optimization headroom before modifying an inference system. Produces a three-level ceiling model (analytical ... | inference serving systems (LLM, diffusion, audio) | — | 1 Accelerator · Diagnose / Verify
5 OS · Configure | 1 · Systems sources (Mooncake — FAST '25 proceedings, pp. 155-170)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ebugger/Empirical-Roofline-Toolkit @ 0771fa9)
1 · Systems sources (hahnyuan/LLM-Viewer @ 1893e4b) | candidate · not_run · 17 readset(s) | no-eval |
| [plan-activation-residency](../src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md) | common | Propose training activation and gradient memory reductions by distinguishing lifetime reordering, address packing and ... | Proposing training activation and gradient memory reductions when pressure appears to ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Optimize / Verify | 1 · Systems sources (Checkmate — [1910.02653v3](https://arxiv.org/abs/1910.02653v3)) | candidate · not_run · 1 readset(s) | no-eval |
-| [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | — | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)
2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-eval |
-| [skill-evolution-playbook](../src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md) | common | Practical design choices for evolving agent skills from execution traces: when one trajectory should update a skill ... | Design choices for evolving agent skills from execution traces, drawn from Trace2Skill ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | — | 2 · Methodology and corpus references (Qwen-Applications/Trace2Skill @ 3d0b52a)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-eval |
+| [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | 5 OS · Diagnose / Configure / Verify | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)
2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-eval |
+| [skill-evolution-playbook](../src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md) | common | Practical design choices for evolving agent skills from execution traces: when one trajectory should update a skill ... | Design choices for evolving agent skills from execution traces, drawn from Trace2Skill ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | N/A: SKILL.md §§ When should one trajectory update a skill?, How large should a skill edit be?, and When should skills split or merge? govern skill-text evolution and held-out evaluation, not hardware-resource state or control. | 2 · Methodology and corpus references (Qwen-Applications/Trace2Skill @ 3d0b52a)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-eval |
| [training-input-pipeline](../src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md) | common | Diagnose training input stalls and choose bounded queue, shard-cache and cache-ownership changes from DALI, Mosaic ... | Diagnosing training input stalls and choosing bounded queue, shard-cache and ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Observe / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize
3 SSD · Diagnose / Configure / Optimize
4 Network · Configure / Optimize
5 OS · Configure / Optimize | 1 · Systems sources (B1 / NVIDIA DALI @ `6fe47c48d3b0ca335f5e1afd3c77c750b2c7e041` ...)
1 · Systems sources (B2 / Mosaic Streaming @ `d99bf9c7cdf2dd4ed62a4960ed35270b93337a5f` ...)
1 · Systems sources (B3 / FFCV @ `3a12966b3afe3a81733a732e633317d747bfaac7` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [training-resource-budget](../src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md) | common | Choose training offload and resource-budget changes using pinned DeepSpeed configuration, attributed expert diagnosis ... | Choosing training offload and resource-budget changes from pinned DeepSpeed ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Diagnose / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize / Verify
3 SSD · Configure / Optimize
4 Network · Observe / Diagnose / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (CR1 / DeepSpeed ZeRO-Infinity @ `5f266e26d216a705d9c64cac88fb813ce ...)
1 · Systems sources (CR5 / Ascend MindSpeed adaptive memory — historical `core_r0.8.0` ...)
1 · Systems sources (ZeRO-Offload — [2101.06840v1](https://arxiv.org/abs/2101.06840v1))
2 · Methodology and corpus references (CR6 / Stas Bekman ML Engineering Open Book @ ...) | candidate · not_run · 9 readset(s) | no-eval |
-| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | 1 Accelerator †guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
| [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) | common | Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source ... | Diagnosing the serving-level weight load path from storage to device and choosing changes ... | failure_modes, input_contract, produced_artifact, refusal_point
5 advice | 1 Accelerator †guidance: Flare preparation and complete-session source contracts
2 RAM/Host †guidance: Flare preparation and complete-session source contracts
3 SSD · Observe / Profile / Diagnose / Optimize / Verify †guidance: Flare preparation and complete-session source contracts
4 Network · Configure / Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (foundation-model-stack/fastsafetensors @ 219e256)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (mindie-agent/mindie-agent @ 6a81b41) | candidate · not_run · 3 readset(s) | no-eval |
## Registered: Workflows (6)
| Skill | Backend | Declared task | Applicability | Conditions | SearchSpace layer / stage | Reference Matrix | State | Gaps |
|---|---|---|---|---|---|---|---|---|
-| [cite-check-downstream-pr](../src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md) | common | Review a downstream PR description for correct acceptance issue links, SHA pins, and artifact citations. | Review of a downstream PR description that cites RSI acceptance work for a performance or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
+| [cite-check-downstream-pr](../src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md) | common | Review a downstream PR description for correct acceptance issue links, SHA pins, and artifact citations. | Review of a downstream PR description that cites RSI acceptance work for a performance or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Checklist and Red flags check acceptance links, revision/artifact citations and claim wording; they provide no hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
| [claim-contract](../src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md) | common | Enforce ThinkFlowLab claim contract wording and verdict rules without embedding campaign-specific revision pins. | Wording and verdict rules for any public performance or quality claim produced from an ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Verify | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
-| [competitor-scan](../src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md) | common | Structure a lightweight competitive scan without inventing benchmark numbers or campaign verdicts. | Qualitative positioning of a new RSI repository against other projects before acceptance ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
-| [draft-acceptance-issue](../src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md) | common | Draft a campaign acceptance issue with checklist, RunSpec, evidence paths, and placeholders for baseline/candidate SHAs. | Opening a new acceptance campaign in an RSI-style repository, before any baseline or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
-| [npu-skill-factory](../src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md) | common | Design and operation of the InferRSI NPU skill factory: artifact lifecycle, skill evaluation contract, corpus ... | InferRSI skill lifecycle management | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | — | 2 · Methodology and corpus references (Dong1017/OmniRSI @ `codex/skill-eval-bootstrap` (82218b4))
2 · Methodology and corpus references (InferMatrixLab/InferRSI PR #9 @ 4ad551a9)
2 · Methodology and corpus references (VectorSpaceLab/AREX-Skill @ ac3fe1af)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 14 readset(s) | no-SearchSpace-layer, no-eval |
+| [competitor-scan](../src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md) | common | Structure a lightweight competitive scan without inventing benchmark numbers or campaign verdicts. | Qualitative positioning of a new RSI repository against other projects before acceptance ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Frame, Rules and Deliverable produce a qualitative competitive comparison with evidence limits, not a hardware-resource decision or implementation mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
+| [draft-acceptance-issue](../src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md) | common | Draft a campaign acceptance issue with checklist, RunSpec, evidence paths, and placeholders for baseline/candidate SHAs. | Opening a new acceptance campaign in an RSI-style repository, before any baseline or ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Steps and Output prepare an acceptance issue, RunSpec, frozen gates and evidence paths; device identifiers are campaign metadata rather than a hardware-resource mechanism. | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
+| [npu-skill-factory](../src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md) | common | Design and operation of the InferRSI NPU skill factory: artifact lifecycle, skill evaluation contract, corpus ... | InferRSI skill lifecycle management | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | N/A: SKILL.md §§ Choose the evidence product, Artifact lifecycle, and What this skill does not do define skill-distillation/evaluation methodology; NPU task tiers are evaluation prerequisites, not a hardware-resource mechanism. | 2 · Methodology and corpus references (Dong1017/OmniRSI @ `codex/skill-eval-bootstrap` (82218b4))
2 · Methodology and corpus references (InferMatrixLab/InferRSI PR #9 @ 4ad551a9)
2 · Methodology and corpus references (VectorSpaceLab/AREX-Skill @ ac3fe1af)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 14 readset(s) | no-eval |
| [rsi-evidence](../src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md) | common | Guide agents to publish and cite RSI evidence using plan/results/patch/validator paths and PASS/FAIL/INCONCLUSIVE ... | Documenting or reviewing an optimization campaign whose verdict will be cited downstream | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Verify | — | candidate · not_run · 1 readset(s) | no-Reference-Matrix-row, no-eval |
## Documents outside the registry
@@ -218,15 +221,18 @@ an entrypoint routes to procedures below it rather than adding one.
| Gap | Skills |
|---|---|
-| `no-SearchSpace-layer` | 15: ascend-video-diffusion-optimization, audit-fixed-workload-claim, audit-recurrent-kv-finalization, cite-check-downstream-pr, competitor-scan, draft-acceptance-issue, dwarfstar, husky, inference-benchmark-design, lily, npu-skill-factory, repository-evolution-analysis, skill-evolution-playbook, splash, video-diffusion-optimization |
+| `no-SearchSpace-layer` | 1: husky |
+| `conflicting-SearchSpace-layer` | 0: — |
| `no-Reference-Matrix-row` | 8: ascend-video-diffusion-optimization, audit-fixed-workload-claim, cite-check-downstream-pr, claim-contract, competitor-scan, draft-acceptance-issue, rsi-evidence, video-diffusion-optimization |
| `no-sidecar` | 0: — |
| `no-applicability` | 24: as listed in the Gaps column above |
| `no-eval` | 75: as listed in the Gaps column above |
-These are inventory gaps, not defects. A workflow skill may legitimately
-have no hardware resource layer; a candidate may legitimately be untested.
-The view records the absence instead of inferring an answer.
+These are inventory gaps, not efficacy results. Missing layer mappings stay
+unknown unless the sidecar records a reasoned N/A. N/A is not coverage;
+a conflicting matrix mapping remains visible and is excluded from coverage
+counts until reconciled. Supplementary guidance stays distinct from numbered
+layer coverage. A candidate may legitimately remain untested.
## Evaluation linkage
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 55f201a2b..50837522c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
procedures use their corresponding backend; shared methods use `common`.
-Source snapshot: [54d4c89d4db82cbfc10d6096fe49bb077136e8b1](https://github.com/InferMatrixLab/InferRSI/tree/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library).
+Source snapshot: [a64da5f7bb3a532bfccaff86973c0bf117b4d930](https://github.com/InferMatrixLab/InferRSI/tree/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library).
```bash
inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
```bash
python tools/build_skill_index.py --source-revision
-python tools/build_skill_index.py --source-revision 54d4c89d4db82cbfc10d6096fe49bb077136e8b1 --check
+python tools/build_skill_index.py --source-revision a64da5f7bb3a532bfccaff86973c0bf117b4d930 --check
```
`--check` detects missing, stale and unexpected generated records without writing.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index d83a6f417..4b728d66e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index cee368c5d..0dcdc7890 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index 2ae1692ca..b85376a42 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index 0681960df..ed5caeb99 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index 1beec5a9b..3fc5d4535 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
index 7f18eacad..f21b1224f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
index 2485f5d1c..983978bb2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
index e150ddfbf..30b57bccf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index f98d36f12..f8e639433 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
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"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
index 892275b5c..77dd89d28 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index 4088bb290..407384350 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index 3f1af08e1..f35ca2106 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index 5a15fa487..df2fdcb5c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index dd95945b8..1aed72f7e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 217d654b4..64d410667 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index 9e58f9d99..74f472d9a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index 204c4778a..b7363cf09 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json",
@@ -37,7 +37,7 @@
"checkout_ref": "checkout:audit-fixed-workload-claim",
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"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md": "2be89b1340a3deb978c8e1792d18aeecbe8f5de81d4daf542389f53826b8ebee",
- "src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json": "d36e8a6148b7ab830f1ddf6e573a865965502709a835ce460c37e3d4c386de95",
+ "src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json": "c3c6ee33ce318c6ec052b848f9be9797b2b1febd8ea563face20db018613a110",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
},
"skill_metadata": {
@@ -74,7 +74,8 @@
],
"limitations": [
"Guidance for supplied reports; no local efficacy validation or measured performance gain is established."
- ]
+ ],
+ "searchspace_not_applicable": "SKILL.md §§ Preserve the observation hierarchy, Check what was actually compared, and Return an auditable conclusion audit supplied measurements and verdicts; device identity is comparison metadata, not a hardware-resource mechanism."
},
"applicability": {
"scope": "Auditing a performance claim against supplied fixed-workload reports and an explicit measurement contract: aggregation, retained observations, comparability and quality evidence",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index 54b00d96c..d977e728c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index d2bd86525..b89ab6c39 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
index 911b8e55f..9e2673c01 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
index a87627aa7..a0c36aba0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index b4e3f7cf1..4043bd517 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index 1e97e502c..fd50e5a9b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index d13ea4060..68310fa19 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index d4ebb1f0a..d0ab18457 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index afa4bc20c..6f3e67153 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index dfd66207b..58b9db017 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index eedc29fad..48634d016 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index c238e965a..5d78aeed2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index 6ef486f00..88f6660bd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index 9f61b1d91..d226013b4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
@@ -40,7 +40,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md": "485932cdf3b1fba5dc69be73e75d38f86a7b79442d26e82a296c963a7598d226",
- "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json": "7a18f9dbb4894216802a44929b913990fc4bd8521cb60976d9435ee8f37e4265"
+ "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json": "ade23e3def5c7b875fba4084d32fa63b1af90bebeade72506265c974405eb55d"
},
"skill_metadata": {
"name": "cite-check-downstream-pr",
@@ -84,7 +84,8 @@
"Checklist-only procedure; it validates citation discipline, not the measurement behind an artifact.",
"A passing review does not establish that the campaign evidence itself is correct."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Checklist and Red flags check acceptance links, revision/artifact citations and claim wording; they provide no hardware-resource mechanism."
},
"applicability": {
"scope": "Review of a downstream PR description that cites RSI acceptance work for a performance or quality improvement",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
index 8a53c56bd..d99363be4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index dc6b366a6..526fa89ef 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
"src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index 78717465d..5ac88f3aa 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
@@ -39,7 +39,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md": "0ede58ace65a9324a538b4816add1684f230ba536d4364fe5a5dd2c0bbed3776",
- "src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json": "74b387e5df7b40cce9fd1ceee7ea1a26c258a4ed091144f2b366ef971895a2e8"
+ "src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json": "e1a279c0b730c80fa34ca985c004d4084dae5ee77685f7f2b642cf469bfffffc"
},
"skill_metadata": {
"name": "competitor-scan",
@@ -80,7 +80,8 @@
"Produces positioning material only; it establishes no performance or quality result.",
"Third-party claim contracts are read from public material and may be incomplete."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Frame, Rules and Deliverable produce a qualitative competitive comparison with evidence limits, not a hardware-resource decision or implementation mechanism."
},
"applicability": {
"scope": "Qualitative positioning of a new RSI repository against other projects before acceptance evidence exists",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index abaca753f..9cc792054 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index 01e03d395..363dc9e4e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index 16490d466..e09f191b2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index 3eb243d6f..09c714edc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index 204dd8a30..aeb8f3e47 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
@@ -40,7 +40,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md": "ce983acfb7d7d3272775e7cf00c92e4ddadd97511b602575a76e5ab7ade01b56",
- "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json": "e97a665349f234d74baeaa20c6996bff990d0f45c40c0b7ac7283aa599cb951e"
+ "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json": "ff1c463a13d0c869baaf90505a7fe981d684ee7b79f2fa8d2358340b6b4139a7"
},
"skill_metadata": {
"name": "draft-acceptance-issue",
@@ -82,7 +82,8 @@
"Drafts an issue only; it freezes no gate and runs no measurement.",
"The placeholder SHA convention depends on the campaign owner filling them in later."
],
- "provenance_readsets": []
+ "provenance_readsets": [],
+ "searchspace_not_applicable": "SKILL.md §§ Steps and Output prepare an acceptance issue, RunSpec, frozen gates and evidence paths; device identifiers are campaign metadata rather than a hardware-resource mechanism."
},
"applicability": {
"scope": "Opening a new acceptance campaign in an RSI-style repository, before any baseline or candidate run",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
index d1348c401..7b6a056ff 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/dwarfstar/LICENSE",
"src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index 697011f94..b6627f7d4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index d0374a3e5..cc69f7f74 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
index 0bc3e959f..099712432 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
index 50c7c46e8..90f4dc3da 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
index 29ea89b99..c65a02453 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
"src/inferrsi/data/skill_library/repositories/husky/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index 074f45352..fa28103cd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json",
@@ -49,7 +49,7 @@
"checkout_ref": "checkout:inference-benchmark-design",
"source_files": {
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md": "59b5656e7d989b3cee8d6f95cd43be03053b1fb11c3a82bb49ab3d402f7aacee",
- "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "d51b5b3600d13b38c2adbf6c6e149c7375c9f1db12bc078679cab67a32a3e9a7",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "276c851510357127195709c2663d6c947a2754c6fc3764326d33a2a04b338d11",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/benchmark-commands.md": "0898424e0bff3a6246e1eeeda6abd6c5bd974c047fe32f3bbd5ab9d31ce17cd3",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/task-benchmark-selection.md": "0d4bb080a754e26846e81680023db0dff5e6a4c96be4327c411c3b72ac4ef8e2",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
@@ -236,7 +236,8 @@
"../inference-optimization-casebook/cases/admission-drain-occupancy.md",
"../inference-optimization-casebook/cases/admission-drain-occupancy.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism."
},
"applicability": {
"scope": "Selecting task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, TTS, full-duplex audio/video, image and video inference, and designing goodput-based multi-regime comparisons that fit InferRSI's evidence trail",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index 64ebace8c..3eba77cda 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index 372fd2351..2ae1737f9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
@@ -39,8 +39,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
index b0ccffcc9..a759ae79d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index 1be4faa41..c77f0433e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
index d78d76fd7..abb642573 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/lily/LICENSE",
"src/inferrsi/data/skill_library/repositories/lily/NOTICE.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index de4b4d96b..ba2b22a9c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index ea0873dab..5b2dfa2f5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index 1e265df15..e80fef39f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index 2d666edfd..b1d898648 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index 7d0c483e1..8ef76cee0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index c9bfe7cc2..c8344698d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
@@ -56,7 +56,7 @@
"source_files": {
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md": "74cd863df2e80dc2bda1713d24207809173a3116f30325e3487e1e3517cfec1e",
- "src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json": "073174963ca5c19c63d68843ccabdbf758f4c8b7ca61e3d7283affd6f88a753c",
+ "src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json": "c862565b814e98e0ebc4923e32eef2aa67a8df2357c255903d744f40aaea32c8",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/COMPARISON.md": "38587678a96581f5c2dc697d982127343565504bffa191352811dffcc165aa23",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/INTEGRATION_NOTES.md": "fbc4a96b6f6c477706eed83eaa4fcc29a14f881637629d6c004601ed049f2523",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/QA.md": "3f3785ec39a6938a5d1f2e874e99153fe92c0e666dd3e78a499c8b47d891346a",
@@ -176,7 +176,8 @@
"references/papers-20261015/UNREAD_LEADS.md",
"references/papers-20261015/updates/bounded-updates.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ Choose the evidence product, Artifact lifecycle, and What this skill does not do define skill-distillation/evaluation methodology; NPU task tiers are evaluation prerequisites, not a hardware-resource mechanism."
},
"applicability": {
"scope": "InferRSI skill lifecycle management",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
index 507ecadaf..9eb8e0ead 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index e491a895a..1d6e4604d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
index f45160e4c..c11866434 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
index 1c000bc57..4c99a6b29 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index 5345db2b5..34627b047 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
index 4ddf37b27..9116a859d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
index b1c230d1f..09929b10e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
index fcc3f3c47..b3e601a0f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json",
@@ -38,7 +38,7 @@
"checkout_ref": "checkout:skill-evolution-playbook",
"source_files": {
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md": "9cd37f21fe0d862069e4798edca8a04d59f8b840e55d521901594a63dddd9ba3",
- "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json": "d3e790614e09d2d57acb24bfe8d2c2a524cc36bd667bd3867c557554bcbb605e",
+ "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json": "a5fe391d145eb5e7039f142fea7211135abbd8f3d8835bfbf83cc2b05d645da5",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
},
"skill_metadata": {
@@ -85,7 +85,8 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "searchspace_not_applicable": "SKILL.md §§ When should one trajectory update a skill?, How large should a skill edit be?, and When should skills split or merge? govern skill-text evolution and held-out evaluation, not hardware-resource state or control."
},
"applicability": {
"scope": "Design choices for evolving agent skills from execution traces, drawn from Trace2Skill and SkillOpt: when a trajectory should update a skill, how conflicting lessons are handled, how negative evidence is preserved, how large an edit should be and when skills split or merge; for designing or operating a skill evolution pipeline",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
index f151ead72..69f4e943d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/splash/LICENSE",
"src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
index bcefba3e6..decac250c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
index 0227a13cf..19ac92df9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
index 664e488d1..21a1bf394 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index fe864acfe..8a623ba5b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/assets/campaign.template.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index 97c7fcb3d..5fe590209 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index f85a58e45..a4376ffdc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index 0c65f69a3..1fe09a74e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index ce9eacbc7..b00ef2afd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index b631cb28f..62e264203 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index b1d173100..65b6919eb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index c8d16ca99..642668a91 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
@@ -36,8 +36,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/54d4c89d4db82cbfc10d6096fe49bb077136e8b1/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "54d4c89d4db82cbfc10d6096fe49bb077136e8b1",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
From f4e2c7b8ab844940befb21ff18c4dd53bb9b2d55 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Mon, 2 Nov 2026 11:14:34 +0800
Subject: [PATCH 09/11] Regenerate Batch 5 indexes from latest combined sources
Regenerate discovery records and coverage from source e95689d89c957c24c23742366e1b723d735b1448. Verify both generators in check mode and run Ruff; no new full test-suite result is claimed.
Agent-assisted-by: Codex / gpt-6-astra [effort=xhigh] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/skill-coverage.md | 6 +-
.../repo_packs/inferrsi/knowledge/README.md | 4 +-
.../ascend-aclgraph-capture-replay.json | 4 +-
.../ascend/skills/ascend-device-health.json | 4 +-
.../skills/ascend-distributed-parallel.json | 4 +-
.../ascend/skills/ascend-graph-mode.json | 4 +-
.../skills/ascend-model-adaptation.json | 4 +-
.../skills/ascend-operator-profiling.json | 4 +-
.../ascend/skills/ascend-operator-tuning.json | 4 +-
.../skills/ascend-optimization-casebook.json | 4 +-
.../skills/ascend-performance-analysis.json | 4 +-
.../ascend-video-diffusion-optimization.json | 4 +-
.../ascend/skills/ascendc-tiling-design.json | 4 +-
.../skills/cann-attribution-overlap.json | 4 +-
.../torchnpu-device-memory-lifecycle.json | 4 +-
...torchnpu-pinned-host-memory-lifecycle.json | 4 +-
.../skills/assess-serving-preemption.json | 4 +-
.../assess-split-backward-schedule.json | 4 +-
.../skills/audit-fixed-workload-claim.json | 4 +-
.../audit-h3-metal-fasth3-semantics.json | 4 +-
.../skills/audit-h3-runtime-residency.json | 4 +-
.../skills/audit-llama-runtime-state.json | 4 +-
.../audit-recurrent-kv-finalization.json | 4 +-
.../common/skills/audit-sd-cpp-residency.json | 4 +-
.../audit-sglang-diffusion-lifetimes.json | 4 +-
.../skills/audit-vllm-kv-lifetimes.json | 4 +-
.../bound-windowed-attention-replay.json | 4 +-
.../budget-speculative-verification.json | 4 +-
.../skills/calibrate-serving-simulation.json | 4 +-
.../skills/cgroup-resource-controls.json | 4 +-
.../checkpoint-recovery-consistency.json | 4 +-
.../skills/choose-parallel-training-plan.json | 4 +-
.../skills/cite-check-downstream-pr.json | 4 +-
.../common/skills/claim-contract.json | 4 +-
.../knowledge/common/skills/comfy-ui.json | 4 +-
.../common/skills/competitor-scan.json | 4 +-
.../skills/dcp-async-save-performance.json | 4 +-
.../skills/dense-performance-evidence.json | 4 +-
.../diagnose-vllm-admission-pressure.json | 4 +-
.../skills/diffusers-invocation-state.json | 4 +-
.../common/skills/draft-acceptance-issue.json | 4 +-
.../knowledge/common/skills/dwarfstar.json | 4 +-
.../evaluate-elastic-serving-placement.json | 4 +-
.../skills/generation-cache-lifecycle.json | 4 +-
.../common/skills/host-memory-management.json | 4 +-
.../skills/host-overhead-optimization.json | 4 +-
.../knowledge/common/skills/husky.json | 4 +-
.../skills/inference-benchmark-design.json | 104 +++++++++++++++---
.../inference-optimization-casebook.json | 4 +-
.../common/skills/kernel-writing-guide.json | 4 +-
.../common/skills/kv-tier-management.json | 4 +-
.../lazy-evaluation-stream-lifetimes.json | 4 +-
.../knowledge/common/skills/lily.json | 4 +-
.../knowledge/common/skills/lithos-metal.json | 4 +-
.../knowledge/common/skills/local-dream.json | 4 +-
.../knowledge/common/skills/mistral-rs.json | 4 +-
.../knowledge/common/skills/mlc-llm.json | 4 +-
.../knowledge/common/skills/mlx-swift-lm.json | 4 +-
.../common/skills/npu-skill-factory.json | 4 +-
.../skills/optimization-search-policy.json | 4 +-
.../common/skills/os-process-placement.json | 4 +-
.../skills/performance-ceiling-analysis.json | 33 ++++--
.../skills/plan-activation-residency.json | 4 +-
.../knowledge/common/skills/project-maya.json | 4 +-
.../skills/repository-evolution-analysis.json | 4 +-
.../knowledge/common/skills/rsi-evidence.json | 4 +-
.../skills/skill-evolution-playbook.json | 4 +-
.../knowledge/common/skills/splash.json | 4 +-
.../common/skills/storage-io-measurement.json | 4 +-
.../skills/training-input-pipeline.json | 4 +-
.../skills/training-resource-budget.json | 4 +-
.../skills/video-diffusion-optimization.json | 4 +-
.../knowledge/common/skills/vllm-metal.json | 4 +-
.../skills/weight-loading-optimization.json | 4 +-
.../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-
.../skills/audit-flare-session-lifecycle.json | 4 +-
.../diagnose-attention-bottlenecks.json | 4 +-
.../cuda/skills/host-overhead-profiling.json | 4 +-
.../cuda/skills/reason-hopper-kernels.json | 4 +-
79 files changed, 267 insertions(+), 180 deletions(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 07d99ebcf..4446807c8 100644
--- a/docs/skill-coverage.md
+++ b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
matrices. **Do not edit by hand**; regenerate after any registry, skill,
matrix or frozen-plan change.
-- Input digest: `sha256:5b825c97a916be5c8b86abb94e51621502357dd699da0bf7d4d03017bb7ad2eb`
+- Input digest: `sha256:653f6d421394e2bc4555491187588b70ca725071a9254de2e4e20f5cdbfee0fc`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -129,11 +129,11 @@ optimization is fully covered or that any procedure has measured benefit.
| [choose-parallel-training-plan](../src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md) | common | Compare stage, device-mesh and operator-sharding candidates for static distributed training while accounting for ... | Comparing stage, device-mesh and operator-sharding candidates for static distributed ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Alpa — [2201.12023v3](https://arxiv.org/abs/2201.12023v3)) | candidate · not_run · 1 readset(s) | no-eval |
| [dense-performance-evidence](../src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md) | common | Taxonomy of performance evidence an optimization agent needs, ordered by collection cost and diagnostic power. Maps ... | Deciding which performance evidence to collect next and which claim each evidence level ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Observe / Profile / Verify
2 RAM/Host · Verify
4 Network · Verify | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | — |
| [evaluate-elastic-serving-placement](../src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md) | common | Compare migrating an LLM request between model replicas with changing its sequence-parallel execution group, including ... | Comparing migration of a running LLM request between compatible model replicas with ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Llumnix — [2406.03243v1](https://arxiv.org/abs/2406.03243v1)) | candidate · not_run · 1 readset(s) | no-eval |
-| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | Selecting task quality gates, reference parity checks and performance workloads for text ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | N/A: SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism. | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | — |
+| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | Selecting task quality gates, reference parity checks and performance workloads for text ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | N/A: SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism. | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...)
Task-specific benchmark selection (issue #60) ([NVIDIA/NeMo-Speech.cpp @ 20999cc9](https://github.com/NVIDIA/NeMo-Spe ...) | candidate · not_run · 5 readset(s) | — |
| [inference-optimization-casebook](../src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md) | common | How to structure and use a casebook of past optimization decisions as a decision-support tool. Extracts the casebook ... | Structuring and querying a casebook of past optimization decisions as decision support ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Optimize | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-eval |
| [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | common | Decision guide for writing custom inference kernels: when to write one, which framework to choose (Triton, CuTe DSL ... | Deciding whether to write a custom inference kernel, routing a kernel pattern to Triton ... | failure_modes, input_contract, produced_artifact, refusal_point
6 advice | 1 Accelerator · Optimize / Diagnose / Configure / Verify | 1 · Systems sources (Dao-AILab/causal-conv1d @ `cd81f0413cad2fc1e6f17e785ac39f59aae690cd` ...)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (huggingface/transformers @ `0dad7b822255a0ae261ec45ae937371e859ffd1a` ...)
1 · Systems sources (mindspore-ai/akg @ `5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff` ...)
1 · Systems sources (sgl-project/sglang @ `16176278d0180f1a1a578e53e6eef432577876c2` ...)
1 · Systems sources (vllm-project/vllm @ `537a79f0fc5ba564d2bef43d54915b2f80f9f77d` (root ...) | candidate · not_run · 7 readset(s) | no-eval |
| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | Selecting, ordering and stopping optimization experiments: candidate generation ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)
2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 9 readset(s) | no-eval |
-| [performance-ceiling-analysis](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md) | common | Estimate optimization headroom before modifying an inference system. Produces a three-level ceiling model (analytical ... | inference serving systems (LLM, diffusion, audio) | — | 1 Accelerator · Diagnose / Verify
5 OS · Configure | 1 · Systems sources (Mooncake — FAST '25 proceedings, pp. 155-170)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ebugger/Empirical-Roofline-Toolkit @ 0771fa9)
1 · Systems sources (hahnyuan/LLM-Viewer @ 1893e4b) | candidate · not_run · 17 readset(s) | no-eval |
+| [performance-ceiling-analysis](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md) | common | Estimate optimization headroom before modifying an inference system. Produces a three-level ceiling model (analytical ... | inference serving systems (LLM, diffusion, audio) | — | 1 Accelerator · Diagnose / Verify
5 OS · Configure | 1 · Systems sources (FlexGen — [ICML 2023 / PMLR 202:31094–31116](https://proceedings.mlr.p ...)
1 · Systems sources (Mooncake — FAST '25 proceedings, pp. 155-170)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ebugger/Empirical-Roofline-Toolkit @ 0771fa9)
1 · Systems sources (hahnyuan/LLM-Viewer @ 1893e4b) | candidate · not_run · 18 readset(s) | no-eval |
| [plan-activation-residency](../src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md) | common | Propose training activation and gradient memory reductions by distinguishing lifetime reordering, address packing and ... | Proposing training activation and gradient memory reductions when pressure appears to ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Optimize / Verify | 1 · Systems sources (Checkmate — [1910.02653v3](https://arxiv.org/abs/1910.02653v3)) | candidate · not_run · 1 readset(s) | no-eval |
| [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | 5 OS · Diagnose / Configure / Verify | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)
2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-eval |
| [skill-evolution-playbook](../src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md) | common | Practical design choices for evolving agent skills from execution traces: when one trajectory should update a skill ... | Design choices for evolving agent skills from execution traces, drawn from Trace2Skill ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | N/A: SKILL.md §§ When should one trajectory update a skill?, How large should a skill edit be?, and When should skills split or merge? govern skill-text evolution and held-out evaluation, not hardware-resource state or control. | 2 · Methodology and corpus references (Qwen-Applications/Trace2Skill @ 3d0b52a)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | no-eval |
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 50837522c..1541a467d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
procedures use their corresponding backend; shared methods use `common`.
-Source snapshot: [a64da5f7bb3a532bfccaff86973c0bf117b4d930](https://github.com/InferMatrixLab/InferRSI/tree/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library).
+Source snapshot: [e95689d89c957c24c23742366e1b723d735b1448](https://github.com/InferMatrixLab/InferRSI/tree/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library).
```bash
inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
```bash
python tools/build_skill_index.py --source-revision
-python tools/build_skill_index.py --source-revision a64da5f7bb3a532bfccaff86973c0bf117b4d930 --check
+python tools/build_skill_index.py --source-revision e95689d89c957c24c23742366e1b723d735b1448 --check
```
`--check` detects missing, stale and unexpected generated records without writing.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index 4b728d66e..ca790977f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index 0dcdc7890..90a85e42a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index b85376a42..1e20b177e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index ed5caeb99..cb5afb192 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index 3fc5d4535..8deb49bf6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
index f21b1224f..75fa27b4a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
index 983978bb2..df10354fb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
index 30b57bccf..4bda77b14 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index f8e639433..24a44c2e6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
index 77dd89d28..84ed86af5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index 407384350..d8f8750d3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index f35ca2106..4e22cfd16 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index df2fdcb5c..da2aa8118 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index 1aed72f7e..8cc09d612 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 64d410667..53809f5b7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
"sources": [
{
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index 74f472d9a..9d6318bac 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
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{
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index b7363cf09..49f3b5e8d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
"sources": [
{
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index d977e728c..93dca54e2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
"sources": [
{
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index b89ab6c39..da7c50c22 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
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{
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
index 9e2673c01..ee6e380cd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
"sources": [
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
index a0c36aba0..e99c29ab6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
@@ -26,8 +26,8 @@
"sources": [
{
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index 4043bd517..fa90ac772 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index fd50e5a9b..676a35ffd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index 68310fa19..ab88ea441 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index d0ab18457..c57a2c8c5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index 6f3e67153..092aa388b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index 58b9db017..ce73c4e68 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index 48634d016..90e516bfa 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index 5d78aeed2..cb934b60b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index 88f6660bd..976126731 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index d226013b4..6f1676783 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
index d99363be4..8fd5e3270 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index 526fa89ef..b023e7db4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
"src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index 5ac88f3aa..3be65af39 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index 9cc792054..ddfef4eef 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index 363dc9e4e..969139b7d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index e09f191b2..48ad186c2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index 09c714edc..86325cee3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index aeb8f3e47..8fafb7df8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
index 7b6a056ff..d3a700f2c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/dwarfstar/LICENSE",
"src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index b6627f7d4..e4b81257d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
@@ -16,8 +16,8 @@
"sources": [
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index cc69f7f74..932d98b5e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
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"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
index 099712432..97ec413f7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
index 90f4dc3da..5c18a47d3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
index c65a02453..e8bd091f7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
"src/inferrsi/data/skill_library/repositories/husky/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index fa28103cd..31eb7bd2d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -8,7 +8,7 @@
"component": "skills",
"scenario": "skills.discovery",
"status": "imported",
- "summary": "Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, TTS, full-duplex audio/video, image and video inference. Covers AIPerf AgentX/Exgentic replay, vLLM/SGLang benchmark boundaries, SLO-aware metrics and InferRSI integration.",
+ "summary": "Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, cache-aware ASR, TTS, full-duplex audio/video, image and video inference. Covers AIPerf AgentX/Exgentic replay, vLLM/SGLang benchmark boundaries, SLO-aware metrics and InferRSI integration.",
"tags": [
"benchmark",
"evaluation",
@@ -22,7 +22,9 @@
"tts",
"full-duplex",
"image-generation",
- "video-generation"
+ "video-generation",
+ "asr",
+ "stream-boundaries"
],
"origin": [
"external"
@@ -30,16 +32,19 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/benchmark-commands.md",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/cache-aware-asr-stream-boundaries.md",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/justgoal-evaluation-contracts.md",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/justgoal-source.json",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/task-benchmark-selection.md",
"src/inferrsi/data/skill_library/skill-index.json"
],
- "content_sha256": "59b5656e7d989b3cee8d6f95cd43be03053b1fb11c3a82bb49ab3d402f7aacee"
+ "content_sha256": "a977e81fb83e3e476f66dc97133f1a60a35983bdfaec538ad5063defda41d4b7"
}
],
"index_type": "packaged-skill",
@@ -48,15 +53,18 @@
},
"checkout_ref": "checkout:inference-benchmark-design",
"source_files": {
- "src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md": "59b5656e7d989b3cee8d6f95cd43be03053b1fb11c3a82bb49ab3d402f7aacee",
- "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "276c851510357127195709c2663d6c947a2754c6fc3764326d33a2a04b338d11",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md": "a977e81fb83e3e476f66dc97133f1a60a35983bdfaec538ad5063defda41d4b7",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "8dc73e54267ecb13158e26273602935c82e300942744bb109a991ae4b653046b",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/benchmark-commands.md": "0898424e0bff3a6246e1eeeda6abd6c5bd974c047fe32f3bbd5ab9d31ce17cd3",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/cache-aware-asr-stream-boundaries.md": "4e0ea9c1bf6b096a49a91ad5266e90b8a456f4f5aca15eba8ac270a53c2309b5",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/justgoal-evaluation-contracts.md": "d25df795fd301e8a1bb436e5f8122d0bac2441c43104e59a3b310fd5a64f2f3e",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/justgoal-source.json": "60f2784384ea1a3b08a2ecafb60207d8e3707247dc7bc177b95b463d81f1cc16",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/task-benchmark-selection.md": "0d4bb080a754e26846e81680023db0dff5e6a4c96be4327c411c3b72ac4ef8e2",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
},
"skill_metadata": {
"name": "inference-benchmark-design",
- "description": "Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, TTS, full-duplex audio/video, image and video inference. Covers AIPerf AgentX/Exgentic replay, vLLM/SGLang benchmark boundaries, SLO-aware metrics and InferRSI integration.",
+ "description": "Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, cache-aware ASR, TTS, full-duplex audio/video, image and video inference. Covers AIPerf AgentX/Exgentic replay, vLLM/SGLang benchmark boundaries, SLO-aware metrics and InferRSI integration.",
"tags": [
"benchmark",
"evaluation",
@@ -70,7 +78,9 @@
"tts",
"full-duplex",
"image-generation",
- "video-generation"
+ "video-generation",
+ "asr",
+ "stream-boundaries"
],
"status": "candidate",
"profile": "local-skill-v1",
@@ -197,12 +207,61 @@
"src/inferrsi/model/protocols/metrics.py"
],
"readset": "references/task-benchmark-selection.md"
+ },
+ {
+ "type": "git",
+ "url": "https://github.com/NVIDIA/NeMo-Speech.cpp",
+ "commit": "20999cc921d2b14aa58708f61756a8b2e787ba20",
+ "paths": [
+ "BENCHMARK.md",
+ "LICENSE",
+ "NOTICE",
+ "THIRD_PARTY_NOTICES.md",
+ "src/asr/encoder/cache_aware_encoder.cpp",
+ "src/asr/encoder/cache_aware_encoder.h",
+ "src/asr/encoder/fastconformer.h",
+ "src/asr/recognizer.cpp",
+ "src/asr/runner.cpp",
+ "src/asr/runner.h",
+ "src/asr/vad/vad_endpointer.cpp",
+ "src/asr/vad/vad_endpointer.h",
+ "tests/cpp/asr/CMakeLists.txt",
+ "tests/cpp/asr/test_cache_stream_geometry.cpp"
+ ],
+ "readset": "references/cache-aware-asr-stream-boundaries.md"
+ },
+ {
+ "type": "git",
+ "url": "https://github.com/OpenBMB/JustGoal",
+ "commit": "f052fc0b28fc7f10b2ef1ae7aa4682aabbbe868d",
+ "paths": [
+ "LICENSE",
+ "NOTICE",
+ "README.md",
+ "goal_full_shape/fable-5.1/dsa_decode_fwd/dsa_sparse_attention_h16_ckv512_kpe64_topk2048_ps64/dsa_decode.cu",
+ "goal_full_shape/fable-5.1/dsa_decode_fwd/dsa_sparse_attention_h16_ckv512_kpe64_topk2048_ps64/main.py",
+ "goal_single_shape/fable-5.1/dsa_decode_fwd/t8_topk2048/dsa_kernel.cu",
+ "goal_single_shape/fable-5.1/dsa_decode_fwd/t8_topk2048/dsa_kernel.py",
+ "kda05_reproduction_full_shape/opus-4.8/fa4_bwd/attention_bwd_causal_h16_d128/cute_fabwd_bshd_v5c_fusedzero/helpers/NOT_INCLUDED.md"
+ ],
+ "readset": "references/justgoal-source.json",
+ "license": "Apache-2.0 repository default; NOTICE exceptions and excluded proprietary helper retained",
+ "scope": "Selected kernel entry/workspace/stream contracts and distribution boundary; source-only, no execution"
+ },
+ {
+ "type": "document",
+ "url": "https://github.com/OpenBMB/JustGoal/blob/f052fc0b28fc7f10b2ef1ae7aa4682aabbbe868d/paper.pdf",
+ "version": "Repository-paired PDF at f052fc0b28fc7f10b2ef1ae7aa4682aabbbe868d",
+ "sha256": "6bfa1a2728546def4c48e15cf55f31d92a543264787318f1522236c80a0ae8c6",
+ "readset": "references/justgoal-source.json",
+ "license": "UNKNOWN",
+ "scope": "Complete 21-page paper and appendices: controlled comparison, independent correctness, repair/coverage and timing evidence; author-reported, no PDF/figure redistribution"
}
],
"empirical_validation": "not_run",
"applicability": {
- "scope": "Selecting task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, TTS, full-duplex audio/video, image and video inference, and designing goodput-based multi-regime comparisons that fit InferRSI's evidence trail",
- "prerequisites": "The primary objective, timing boundary, quality gates, sample/failure accounting, required regimes, repetitions, seeds and decision rule are frozen before optimization; baseline and candidate share hardware, software stack, input distribution, benchmark configuration, warmup and measurement protocol, and on a shared machine also one time window and dedicated devices",
+ "scope": "Selecting task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, cache-aware ASR, TTS, full-duplex audio/video, image and video inference, and designing goodput-based multi-regime comparisons that fit InferRSI's evidence trail",
+ "prerequisites": "The primary objective, timing boundary, quality gates, sample/failure accounting, required regimes, repetitions, seeds and decision rule are frozen before optimization; baseline and candidate share hardware, software stack, input distribution, benchmark configuration, warmup and measurement protocol, and on a shared machine also one time window and dedicated devices; cache-aware ASR also requires the selected model/config and first/steady geometry, decoded clock and reset/EOU/EOF boundaries to be established",
"input_contract": "The task family and deployment use case; candidate quality evaluators and reference parity; the declared SLO and the caller's policy on which regimes must improve or must not regress; for an audit, a supplied fixed-workload report with request-to-trial grouping, exclusion and failure counts and the declared aggregation rule",
"produced_artifact": "A frozen benchmark design with evaluators, reference parity, primary objective, timing boundary, quality gates, required regimes, repetition and seed rules and an explicit decision config, plus the evidence-tree layout a PASS claim must produce; for a supplied report, the computed threshold result and missing evidence. Candidate knowledge, not qualification of any model or backend",
"failure_modes": [
@@ -212,7 +271,8 @@
"An upstream better/worse/inconclusive label is used as InferRSI's PASS/FAIL/INCONCLUSIVE verdict",
"Runs on the same hardware class, in different time windows or on shared devices are compared as if pinned",
"A quality pass is taken to certify that the timed work actually occurred",
- "Best-seen results are reported as delivered without restarting and validating the final code/config artifact"
+ "Best-seen results are reported as delivered without restarting and validating the final code/config artifact",
+ "A cache-aware ASR EOU is treated as EOF or full reset, nominal chunk duration as the decoded mel frontier, or shape-only geometry PASS as a native model-state test"
],
"refusal_point": "Records missing coverage and high-variance results as INCONCLUSIVE rather than a win; a run without a frozen RunSpec, or whose validator changed after the plan was frozen, is INCONCLUSIVE regardless of metric values; sets no universal numeric gate or noise threshold"
},
@@ -226,11 +286,16 @@
"Source-derived candidate; no local efficacy validation.",
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets.",
"Task benchmark knowledge is distilled from issue #60 with selected pinned-source rechecks; no all-task runtime qualification or optimization benefit is established.",
- "Benchmark feasibility and package-consumption checks do not promote this candidate or replace task quality, repeated A/B and service qualification."
+ "Benchmark feasibility and package-consumption checks do not promote this candidate or replace task quality, repeated A/B and service qualification.",
+ "The pinned NeMo-Speech.cpp ASR reference covers selected source/test definitions and author-reported benchmark boundaries; native model/device, decoder internals, quality, long-audio/load and service behavior remain not_run.",
+ "JustGoal contributes source-only controlled-evaluation and kernel-acceptance guidance; its repaired/retested timings, released-pass counts and protocol differences are author-reported, not locally reproduced or a complete campaign runner."
],
"provenance_readsets": [
"references/task-benchmark-selection.md",
- "references/benchmark-commands.md"
+ "references/benchmark-commands.md",
+ "references/cache-aware-asr-stream-boundaries.md",
+ "references/justgoal-evaluation-contracts.md",
+ "references/justgoal-source.json"
],
"references": [
"../inference-optimization-casebook/cases/admission-drain-occupancy.md",
@@ -240,8 +305,8 @@
"searchspace_not_applicable": "SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism."
},
"applicability": {
- "scope": "Selecting task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, TTS, full-duplex audio/video, image and video inference, and designing goodput-based multi-regime comparisons that fit InferRSI's evidence trail",
- "prerequisites": "The primary objective, timing boundary, quality gates, sample/failure accounting, required regimes, repetitions, seeds and decision rule are frozen before optimization; baseline and candidate share hardware, software stack, input distribution, benchmark configuration, warmup and measurement protocol, and on a shared machine also one time window and dedicated devices",
+ "scope": "Selecting task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, cache-aware ASR, TTS, full-duplex audio/video, image and video inference, and designing goodput-based multi-regime comparisons that fit InferRSI's evidence trail",
+ "prerequisites": "The primary objective, timing boundary, quality gates, sample/failure accounting, required regimes, repetitions, seeds and decision rule are frozen before optimization; baseline and candidate share hardware, software stack, input distribution, benchmark configuration, warmup and measurement protocol, and on a shared machine also one time window and dedicated devices; cache-aware ASR also requires the selected model/config and first/steady geometry, decoded clock and reset/EOU/EOF boundaries to be established",
"input_contract": "The task family and deployment use case; candidate quality evaluators and reference parity; the declared SLO and the caller's policy on which regimes must improve or must not regress; for an audit, a supplied fixed-workload report with request-to-trial grouping, exclusion and failure counts and the declared aggregation rule",
"produced_artifact": "A frozen benchmark design with evaluators, reference parity, primary objective, timing boundary, quality gates, required regimes, repetition and seed rules and an explicit decision config, plus the evidence-tree layout a PASS claim must produce; for a supplied report, the computed threshold result and missing evidence. Candidate knowledge, not qualification of any model or backend",
"failure_modes": [
@@ -251,7 +316,8 @@
"An upstream better/worse/inconclusive label is used as InferRSI's PASS/FAIL/INCONCLUSIVE verdict",
"Runs on the same hardware class, in different time windows or on shared devices are compared as if pinned",
"A quality pass is taken to certify that the timed work actually occurred",
- "Best-seen results are reported as delivered without restarting and validating the final code/config artifact"
+ "Best-seen results are reported as delivered without restarting and validating the final code/config artifact",
+ "A cache-aware ASR EOU is treated as EOF or full reset, nominal chunk duration as the decoded mel frontier, or shape-only geometry PASS as a native model-state test"
],
"refusal_point": "Records missing coverage and high-variance results as INCONCLUSIVE rather than a win; a run without a frozen RunSpec, or whose validator changed after the plan was frozen, is INCONCLUSIVE regardless of metric values; sets no universal numeric gate or noise threshold"
},
@@ -269,7 +335,9 @@
"Source-derived candidate; no local efficacy validation.",
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets.",
"Task benchmark knowledge is distilled from issue #60 with selected pinned-source rechecks; no all-task runtime qualification or optimization benefit is established.",
- "Benchmark feasibility and package-consumption checks do not promote this candidate or replace task quality, repeated A/B and service qualification."
+ "Benchmark feasibility and package-consumption checks do not promote this candidate or replace task quality, repeated A/B and service qualification.",
+ "The pinned NeMo-Speech.cpp ASR reference covers selected source/test definitions and author-reported benchmark boundaries; native model/device, decoder internals, quality, long-audio/load and service behavior remain not_run.",
+ "JustGoal contributes source-only controlled-evaluation and kernel-acceptance guidance; its repaired/retested timings, released-pass counts and protocol differences are author-reported, not locally reproduced or a complete campaign runner."
],
"verification": {
"locally_verified": false,
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index 3eba77cda..5fccfd780 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index 2ae1737f9..2628d41da 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
@@ -39,8 +39,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
index a759ae79d..54a4838a1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index c77f0433e..c50d3b81c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
index abb642573..0d0b3e48b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/lily/LICENSE",
"src/inferrsi/data/skill_library/repositories/lily/NOTICE.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index ba2b22a9c..ae7de6fca 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index 5b2dfa2f5..7a5ed5124 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index e80fef39f..4163cb8d7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index b1d898648..68ce02df2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index 8ef76cee0..176b2f488 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index c8344698d..517667954 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
index 9eb8e0ead..fdd4bcfbc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index 1d6e4604d..285a6a533 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
index c11866434..43f42aaca 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,11 +22,12 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json",
+ "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/flexgen-offload-feasibility.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/mooncake-prefix-reuse-feasibility.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/papers-20261015/INTEGRATION_NOTES.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/papers-20261015/MECHANISMS.md",
@@ -49,7 +50,7 @@
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/scripts/roofline.py",
"src/inferrsi/data/skill_library/skill-index.json"
],
- "content_sha256": "4810761a3ab1e5e6e000060d9ad140a0e8892937486f2ab384d50868c22b0f11"
+ "content_sha256": "0203dfabd2a02d2ab8f8696b922dcc3df86b3a811352a5bc6cea57aee68e869c"
}
],
"index_type": "packaged-skill",
@@ -58,8 +59,9 @@
},
"checkout_ref": "checkout:performance-ceiling-analysis",
"source_files": {
- "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md": "4810761a3ab1e5e6e000060d9ad140a0e8892937486f2ab384d50868c22b0f11",
- "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json": "3fcd2126846cf42ee77b1def39fc05ebfc54cf7428e0a6844b0ade1acf9f47ea",
+ "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md": "0203dfabd2a02d2ab8f8696b922dcc3df86b3a811352a5bc6cea57aee68e869c",
+ "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json": "70cd45ab665d4a83544a55fb48f2c83f195715a39af1e8e238ab574403150212",
+ "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/flexgen-offload-feasibility.md": "984cc41c4412eafa6d20e109dea8927ad321a668776bc86bbffda0a94dfa9cc7",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/mooncake-prefix-reuse-feasibility.md": "e64b62fded4490708414a898f540b0319c54d2b205fd5d060acaab419734d100",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/papers-20261015/INTEGRATION_NOTES.md": "083e462e0a204dce599362d46712fcfb392d053c5cda56216e22e28d4b8fa0fa",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/papers-20261015/MECHANISMS.md": "742c249082ceca230326f4407a40130fe624553b796ae5a157a8a4c15a7e1398",
@@ -140,6 +142,20 @@
],
"readset": "references/mooncake-prefix-reuse-feasibility.md",
"license": "UNKNOWN"
+ },
+ {
+ "type": "paper",
+ "id": "pmlr-v202-sheng23a",
+ "version": "ICML 2023 official ten-author edition, PMLR 202:31094-31116",
+ "url": "https://proceedings.mlr.press/v202/sheng23a/sheng23a.pdf",
+ "content_sha256": "7cd9673c37640011d38ef4b8595f5e1e09a85b1f803a3734f19c97ca66c75b9e",
+ "sections": [
+ "1 and 3; 4.1-4.3, Figures 1-3, Algorithm 1, Equation 1",
+ "4.4 (scope boundary only); 6 and 6.1, Tables 2-3 (denominators and ablations)",
+ "Appendix A.3 selected cost/peak-memory formulas, PDF pages 15-17; A.2 ending only (theorem boundary)"
+ ],
+ "readset": "references/flexgen-offload-feasibility.md",
+ "license": "CC-BY-4.0"
}
],
"verification": {
@@ -167,9 +183,11 @@
"empirical_validation": "not_run",
"limitations": [
"Source-derived candidate; no local efficacy validation.",
- "Mooncake's prefix-reuse condition is an analytical approximation; current cache validity, placement, effective rates, overlap and SLO outcomes remain unverified."
+ "Mooncake's prefix-reuse condition is an analytical approximation; current cache validity, placement, effective rates, overlap and SLO outcomes remain unverified.",
+ "FlexGen's cross-tier feasibility comparison assumes fitted rates and perfect overlap; relaxed placements may OOM, the printed bls wording remains unresolved, and current compatibility, latency and efficacy are unverified."
],
"provenance_readsets": [
+ "references/flexgen-offload-feasibility.md",
"references/mooncake-prefix-reuse-feasibility.md",
"references/papers-20261015/cases/decision-cases.md",
"references/papers-20261015/govern-optimization-experiments/procedure.md",
@@ -205,7 +223,8 @@
"Reading or indexing does not authorize execution, validate efficacy, promote a candidate or grant a license.",
"The backend categorizes the procedure's hardware dependency; it does not certify compatibility, and skills.discovery is a discovery scenario.",
"Source-derived candidate; no local efficacy validation.",
- "Mooncake's prefix-reuse condition is an analytical approximation; current cache validity, placement, effective rates, overlap and SLO outcomes remain unverified."
+ "Mooncake's prefix-reuse condition is an analytical approximation; current cache validity, placement, effective rates, overlap and SLO outcomes remain unverified.",
+ "FlexGen's cross-tier feasibility comparison assumes fitted rates and perfect overlap; relaxed placements may OOM, the printed bls wording remains unresolved, and current compatibility, latency and efficacy are unverified."
],
"verification": {
"locally_verified": false,
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
index 4c99a6b29..f048a61e6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index 34627b047..3de246a70 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
index 9116a859d..263a1d278 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
index 09929b10e..06ca07406 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
index b3e601a0f..0824dfc90 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
index 69f4e943d..218628546 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/splash/LICENSE",
"src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
index decac250c..54feb9448 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
index 19ac92df9..dcc309aab 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
index 21a1bf394..88c8b4363 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
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- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index 8a623ba5b..a1b567e8f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/assets/campaign.template.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index 5fe590209..57d2c6634 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index a4376ffdc..8da8184e2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index 1fe09a74e..e5ec9e05c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index b00ef2afd..eee810b50 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 62e264203..c62894c52 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index 65b6919eb..e473f5681 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index 642668a91..bec30f7d7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
@@ -36,8 +36,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/a64da5f7bb3a532bfccaff86973c0bf117b4d930/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "a64da5f7bb3a532bfccaff86973c0bf117b4d930",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "e95689d89c957c24c23742366e1b723d735b1448",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
From 1cb42c8832f940194069e5c2ddf8e209e1b58363 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Tue, 3 Nov 2026 12:28:36 +0800
Subject: [PATCH 10/11] Regenerate resource coverage indexes with framework
graphs
Regenerate skill discovery records and coverage from source 2def9b3eaca539e5f79da3dc51164ab58da12319. Both generator checks, Ruff and focused coverage/framework tests completed successfully.
Agent-assisted-by: Codex / gpt-6-astra [effort=xhigh] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/skill-coverage.md | 48 +++++---
.../repo_packs/inferrsi/knowledge/README.md | 8 +-
.../ascend-aclgraph-capture-replay.json | 6 +-
.../ascend/skills/ascend-device-health.json | 6 +-
.../skills/ascend-distributed-parallel.json | 6 +-
.../ascend/skills/ascend-graph-mode.json | 6 +-
.../skills/ascend-model-adaptation.json | 6 +-
.../skills/ascend-operator-profiling.json | 6 +-
.../ascend/skills/ascend-operator-tuning.json | 6 +-
.../skills/ascend-optimization-casebook.json | 6 +-
.../skills/ascend-performance-analysis.json | 6 +-
.../ascend-video-diffusion-optimization.json | 6 +-
.../ascend/skills/ascendc-tiling-design.json | 6 +-
.../skills/cann-attribution-overlap.json | 6 +-
.../knowledge/ascend/skills/torch-npu.json | 4 +-
.../torchnpu-device-memory-lifecycle.json | 6 +-
...torchnpu-pinned-host-memory-lifecycle.json | 6 +-
.../skills/assess-serving-preemption.json | 6 +-
.../assess-split-backward-schedule.json | 6 +-
.../skills/audit-fixed-workload-claim.json | 6 +-
.../audit-h3-metal-fasth3-semantics.json | 6 +-
.../skills/audit-h3-runtime-residency.json | 6 +-
.../skills/audit-llama-runtime-state.json | 6 +-
.../audit-recurrent-kv-finalization.json | 6 +-
.../common/skills/audit-sd-cpp-residency.json | 6 +-
.../audit-sglang-diffusion-lifetimes.json | 6 +-
.../skills/audit-vllm-kv-lifetimes.json | 6 +-
.../bound-windowed-attention-replay.json | 6 +-
.../budget-speculative-verification.json | 6 +-
.../skills/calibrate-serving-simulation.json | 6 +-
.../skills/cgroup-resource-controls.json | 6 +-
.../checkpoint-recovery-consistency.json | 6 +-
.../skills/choose-parallel-training-plan.json | 6 +-
.../skills/cite-check-downstream-pr.json | 6 +-
.../common/skills/claim-contract.json | 6 +-
.../knowledge/common/skills/comfy-ui.json | 6 +-
.../common/skills/competitor-scan.json | 6 +-
.../skills/dcp-async-save-performance.json | 6 +-
.../skills/dense-performance-evidence.json | 6 +-
.../diagnose-vllm-admission-pressure.json | 6 +-
.../skills/diffusers-invocation-state.json | 6 +-
.../common/skills/draft-acceptance-issue.json | 6 +-
.../knowledge/common/skills/dwarfstar.json | 6 +-
.../evaluate-elastic-serving-placement.json | 6 +-
.../skills/generation-cache-lifecycle.json | 6 +-
.../common/skills/host-memory-management.json | 6 +-
.../skills/host-overhead-optimization.json | 6 +-
.../knowledge/common/skills/husky.json | 6 +-
.../skills/inference-benchmark-design.json | 112 ++++++++++++++----
.../inference-optimization-casebook.json | 6 +-
.../common/skills/kernel-writing-guide.json | 6 +-
.../common/skills/kv-tier-management.json | 6 +-
.../lazy-evaluation-stream-lifetimes.json | 6 +-
.../knowledge/common/skills/lily.json | 6 +-
.../knowledge/common/skills/lithos-metal.json | 6 +-
.../knowledge/common/skills/local-dream.json | 6 +-
.../knowledge/common/skills/mistral-rs.json | 6 +-
.../knowledge/common/skills/mlc-llm.json | 6 +-
.../knowledge/common/skills/mlx-swift-lm.json | 6 +-
.../common/skills/npu-skill-factory.json | 6 +-
.../skills/optimization-search-policy.json | 6 +-
.../common/skills/os-process-placement.json | 6 +-
.../skills/performance-ceiling-analysis.json | 6 +-
.../skills/plan-activation-residency.json | 6 +-
.../knowledge/common/skills/project-maya.json | 6 +-
.../knowledge/common/skills/pytorch.json | 4 +-
.../skills/repository-evolution-analysis.json | 6 +-
.../knowledge/common/skills/rsi-evidence.json | 6 +-
.../skills/skill-evolution-playbook.json | 6 +-
.../knowledge/common/skills/splash.json | 6 +-
.../common/skills/storage-io-measurement.json | 6 +-
.../skills/training-input-pipeline.json | 6 +-
.../skills/training-resource-budget.json | 6 +-
.../skills/video-diffusion-optimization.json | 6 +-
.../knowledge/common/skills/vllm-metal.json | 6 +-
.../skills/weight-loading-optimization.json | 6 +-
.../cuda/skills/audit-afd-p2p-exchanges.json | 6 +-
.../skills/audit-flare-session-lifecycle.json | 6 +-
.../diagnose-attention-bottlenecks.json | 6 +-
.../cuda/skills/host-overhead-profiling.json | 6 +-
.../cuda/skills/reason-hopper-kernels.json | 6 +-
81 files changed, 359 insertions(+), 273 deletions(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 4446807c8..b5dfcea91 100644
--- a/docs/skill-coverage.md
+++ b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
matrices. **Do not edit by hand**; regenerate after any registry, skill,
matrix or frozen-plan change.
-- Input digest: `sha256:653f6d421394e2bc4555491187588b70ca725071a9254de2e4e20f5cdbfee0fc`
+- Input digest: `sha256:0387b0dbebdc102488fc590e62070ebd0855040470a8056e5df48cc5df4b27fc`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -33,19 +33,19 @@ matrix: every field is copied from an owner that already maintains it.
| Measure | Value |
|---|---|
-| Registered skill ids | 77 |
-| By category | frameworks 3, hardware 22, methods 20, repositories 26, workflows 6 |
-| By backend | ascend 14, common 58, cuda 5 |
+| Registered skill ids | 79 |
+| By category | frameworks 5, hardware 22, methods 20, repositories 26, workflows 6 |
+| By backend | ascend 15, common 59, cuda 5 |
| Recorded on a numbered SearchSpace resource layer | 51 |
-| Recorded only in a supplementary guidance table (†) | 18 |
+| Recorded only in a supplementary guidance table (†) | 20 |
| Resource layers explicitly not applicable | 7 |
| Conflicting resource-layer declarations | 0 |
| Recorded on two or more resource layers | 24 |
-| Recorded in the Reference Matrix | 69 |
-| With a `metadata.json` sidecar | 77 |
+| Recorded in the Reference Matrix | 71 |
+| With a `metadata.json` sidecar | 79 |
| Selected by a frozen evaluation plan | 2 |
-| `SKILL.md` documents in the library | 124 |
-| Unregistered documents (excluded from every count above) | 47 |
+| `SKILL.md` documents in the library | 142 |
+| Unregistered documents (excluded from every count above) | 63 |
A complete inventory is not a coverage claim. Every registered row below
has an entry; that says the listing is exhaustive, not that inference
@@ -78,13 +78,15 @@ optimization is fully covered or that any procedure has measured benefit.
| [torchnpu-device-memory-lifecycle](../src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md) | ascend | Diagnose TorchNPU device-HBM reuse, cross-stream lifetimes, cache retention and fragmentation, then propose ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Ascend/pytorch (TorchNPU) @ `67511c53cd4c88014f6123de7097677e60e85faa` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [torchnpu-pinned-host-memory-lifecycle](../src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md) | ascend | Diagnose TorchNPU pinned-host RAM allocation, asynchronous-copy lifetime, reuse and cache controls, then propose ... | **unknown** | — | 2 RAM/Host · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Ascend/pytorch (TorchNPU) @ `67511c53cd4c88014f6123de7097677e60e85faa` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-## Registered: Frameworks (3)
+## Registered: Frameworks (5)
| Skill | Backend | Declared task | Applicability | Conditions | SearchSpace layer / stage | Reference Matrix | State | Gaps |
|---|---|---|---|---|---|---|---|---|
-| [dcp-async-save-performance](../src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md) | common | Diagnose training-visible checkpoint pauses using PyTorch Distributed Checkpoint asynchronous saving and staging ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize
2 RAM/Host · Observe / Profile / Configure / Optimize / Verify
3 SSD · Observe / Profile / Configure / Optimize / Verify | 1 · Systems sources (C1 / DCP async-save-only approval — pytorch/pytorch @ ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
+| [dcp-async-save-performance](../src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md) | common | Diagnose training-visible checkpoint pauses using PyTorch Distributed Checkpoint asynchronous saving and staging ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize
2 RAM/Host · Observe / Profile / Configure / Optimize / Verify †guidance: PyTorch framework source procedures
3 SSD · Observe / Profile / Configure / Optimize / Verify †guidance: PyTorch framework source procedures | 1 · Systems sources (C1 / DCP async-save-only approval — pytorch/pytorch @ ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
| [diffusers-invocation-state](../src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md) | common | Trace Diffusers pipeline-wrapper and scheduler invocation state when repeated calls, from_pipe reuse or interruption ... | FluxPipeline and FlowMatchEulerDiscreteScheduler invocation ownership at this source pin ... | — | 2 RAM/Host †guidance: Diffusers invocation guidance (source-derived) | Diffusers invocation source extraction (huggingface/diffusers @ `aea7b70be0f594bcdc15a6f2677ee2ca85e49e8e` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [lazy-evaluation-stream-lifetimes](../src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md) | common | Diagnose MLX lazy evaluation, cross-stream ordering and array-buffer lifetimes when timing, memory use or asynchronous ... | MLX evaluation/stream/buffer diagnosis at the pinned implementation; qualify the actual ... | — | 1 Accelerator †guidance: MLX framework guidance (source-derived) | MLX framework source extraction (ml-explore/mlx @ `bff10220c742907f0c68e55ff174aaea56f74e3d` (MIT)) | candidate · not_run · 1 readset(s) | no-eval |
+| [pytorch](../src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md) | common | Operate and diagnose PyTorch installation, tensors and autograd, training and data, compilation and export, accelerator ... | Major user workflows and selected deep mechanisms of pinned pytorch/pytorch source; exact ... | failure_modes, input_contract, produced_artifact, refusal_point | 1 Accelerator †guidance: PyTorch framework source procedures
2 RAM/Host †guidance: PyTorch framework source procedures
3 SSD †guidance: PyTorch framework source procedures
4 Network †guidance: PyTorch framework source procedures | PyTorch framework operating graph (pytorch/pytorch @ `9a90a4fefcaafa63ac984621963a6fcc66aee68c`, source ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [torch-npu](../src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md) | ascend | Operate and diagnose TorchNPU on Ascend across installation, PrivateUse1 dispatch, operator development, memory and ... | Source-grounded TorchNPU operation and diagnosis; qualify the selected installed stack ... | failure_modes, input_contract, produced_artifact, refusal_point | 1 Accelerator †guidance: TorchNPU framework source procedures
2 RAM/Host †guidance: TorchNPU framework source procedures
4 Network †guidance: TorchNPU framework source procedures | TorchNPU framework operating graph (Ascend/pytorch @ `046934140b96836c3fcef14d0f39ae54dc0a06bf` ...) | candidate · not_run · 2 readset(s) | no-eval |
## Registered: Repositories (26)
@@ -129,7 +131,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [choose-parallel-training-plan](../src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md) | common | Compare stage, device-mesh and operator-sharding candidates for static distributed training while accounting for ... | Comparing stage, device-mesh and operator-sharding candidates for static distributed ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Alpa — [2201.12023v3](https://arxiv.org/abs/2201.12023v3)) | candidate · not_run · 1 readset(s) | no-eval |
| [dense-performance-evidence](../src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md) | common | Taxonomy of performance evidence an optimization agent needs, ordered by collection cost and diagnostic power. Maps ... | Deciding which performance evidence to collect next and which claim each evidence level ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Observe / Profile / Verify
2 RAM/Host · Verify
4 Network · Verify | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 0 readset(s) | — |
| [evaluate-elastic-serving-placement](../src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md) | common | Compare migrating an LLM request between model replicas with changing its sequence-parallel execution group, including ... | Comparing migration of a running LLM request between compatible model replicas with ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify
2 RAM/Host · Diagnose / Configure / Optimize / Verify
4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Llumnix — [2406.03243v1](https://arxiv.org/abs/2406.03243v1)) | candidate · not_run · 1 readset(s) | no-eval |
-| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | Selecting task quality gates, reference parity checks and performance workloads for text ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | N/A: SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism. | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...)
Task-specific benchmark selection (issue #60) ([NVIDIA/NeMo-Speech.cpp @ 20999cc9](https://github.com/NVIDIA/NeMo-Spe ...) | candidate · not_run · 5 readset(s) | — |
+| [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | Selecting task quality gates, reference parity checks and performance workloads for text ... | failure_modes, input_contract, produced_artifact, refusal_point
5 advice | N/A: SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism. | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...)
Task-specific benchmark selection (issue #60) ([NVIDIA/NeMo-Speech.cpp @ 20999cc9](https://github.com/NVIDIA/NeMo-Spe ...) | candidate · not_run · 7 readset(s) | — |
| [inference-optimization-casebook](../src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md) | common | How to structure and use a casebook of past optimization decisions as a decision-support tool. Extracts the casebook ... | Structuring and querying a casebook of past optimization decisions as decision support ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Optimize | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-eval |
| [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | common | Decision guide for writing custom inference kernels: when to write one, which framework to choose (Triton, CuTe DSL ... | Deciding whether to write a custom inference kernel, routing a kernel pattern to Triton ... | failure_modes, input_contract, produced_artifact, refusal_point
6 advice | 1 Accelerator · Optimize / Diagnose / Configure / Verify | 1 · Systems sources (Dao-AILab/causal-conv1d @ `cd81f0413cad2fc1e6f17e785ac39f59aae690cd` ...)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (huggingface/transformers @ `0dad7b822255a0ae261ec45ae937371e859ffd1a` ...)
1 · Systems sources (mindspore-ai/akg @ `5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff` ...)
1 · Systems sources (sgl-project/sglang @ `16176278d0180f1a1a578e53e6eef432577876c2` ...)
1 · Systems sources (vllm-project/vllm @ `537a79f0fc5ba564d2bef43d54915b2f80f9f77d` (root ...) | candidate · not_run · 7 readset(s) | no-eval |
| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | Selecting, ordering and stopping optimization experiments: candidate generation ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)
2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)
2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))
2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 9 readset(s) | no-eval |
@@ -155,13 +157,29 @@ optimization is fully covered or that any procedure has measured benefit.
## Documents outside the registry
-47 `SKILL.md` documents are not registered, so they have
+63 `SKILL.md` documents are not registered, so they have
no stable id and no row above. They are engine entrypoints, their
sub-skills, and the research router. Counting them would inflate coverage:
an entrypoint routes to procedures below it rather than adding one.
| Directory | Kind |
|---|---|
+| `frameworks/pytorch/pytorch/sub-skills/compiler-and-export` | sub-skill |
+| `frameworks/pytorch/pytorch/sub-skills/custom-operators-and-extension` | sub-skill |
+| `frameworks/pytorch/pytorch/sub-skills/distributed-and-checkpoint` | sub-skill |
+| `frameworks/pytorch/pytorch/sub-skills/installation-and-build` | sub-skill |
+| `frameworks/pytorch/pytorch/sub-skills/memory-streams-and-graphs` | sub-skill |
+| `frameworks/pytorch/pytorch/sub-skills/profiling-and-debugging` | sub-skill |
+| `frameworks/pytorch/pytorch/sub-skills/tensor-dispatch-autograd` | sub-skill |
+| `frameworks/pytorch/pytorch/sub-skills/training-and-data` | sub-skill |
+| `frameworks/torch-npu/torch-npu/sub-skills/distributed-and-hccl` | sub-skill |
+| `frameworks/torch-npu/torch-npu/sub-skills/graph-and-compile` | sub-skill |
+| `frameworks/torch-npu/torch-npu/sub-skills/installation-and-compatibility` | sub-skill |
+| `frameworks/torch-npu/torch-npu/sub-skills/memory-streams-and-events` | sub-skill |
+| `frameworks/torch-npu/torch-npu/sub-skills/operator-development` | sub-skill |
+| `frameworks/torch-npu/torch-npu/sub-skills/privateuse1-and-dispatch` | sub-skill |
+| `frameworks/torch-npu/torch-npu/sub-skills/profiling-and-debugging` | sub-skill |
+| `frameworks/torch-npu/torch-npu/sub-skills/training-and-precision` | sub-skill |
| `repositories/dwarfstar/sub-skills/qualification` | sub-skill |
| `repositories/dwarfstar/sub-skills/runtime-memory` | sub-skill |
| `repositories/dwarfstar/sub-skills/serving-state` | sub-skill |
@@ -212,7 +230,7 @@ an entrypoint routes to procedures below it rather than adding one.
## Integrity checks
-- Registered ids resolve to an existing `SKILL.md`: 77 of 77.
+- Registered ids resolve to an existing `SKILL.md`: 79 of 79.
- Duplicate ids or paths: none; `skill_catalog` rejects them before this view is built.
- Skill links in the two matrices that do not resolve: 0.
- Registered skills without a `metadata.json` sidecar: 0.
@@ -226,7 +244,7 @@ an entrypoint routes to procedures below it rather than adding one.
| `no-Reference-Matrix-row` | 8: ascend-video-diffusion-optimization, audit-fixed-workload-claim, cite-check-downstream-pr, claim-contract, competitor-scan, draft-acceptance-issue, rsi-evidence, video-diffusion-optimization |
| `no-sidecar` | 0: — |
| `no-applicability` | 24: as listed in the Gaps column above |
-| `no-eval` | 75: as listed in the Gaps column above |
+| `no-eval` | 77: as listed in the Gaps column above |
These are inventory gaps, not efficacy results. Missing layer mappings stay
unknown unless the sidecar records a reasoned N/A. N/A is not coverage;
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 1541a467d..46c191217 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -1,6 +1,6 @@
# InferRSI skill discovery index
-Generated abstracts for all 77 registered skills in `data/skill_library/`.
+Generated abstracts for all 79 registered skills in `data/skill_library/`.
Their complete procedures, references and cases ship in the same package.
`skill-index.json` maps stable skill IDs to categorized directories. The
reference and searchspace matrices
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
procedures use their corresponding backend; shared methods use `common`.
-Source snapshot: [e95689d89c957c24c23742366e1b723d735b1448](https://github.com/InferMatrixLab/InferRSI/tree/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library).
+Source snapshot: [2def9b3eaca539e5f79da3dc51164ab58da12319](https://github.com/InferMatrixLab/InferRSI/tree/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library).
```bash
inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
```bash
python tools/build_skill_index.py --source-revision
-python tools/build_skill_index.py --source-revision e95689d89c957c24c23742366e1b723d735b1448 --check
+python tools/build_skill_index.py --source-revision 2def9b3eaca539e5f79da3dc51164ab58da12319 --check
```
`--check` detects missing, stale and unexpected generated records without writing.
@@ -101,12 +101,14 @@ References and cases ship with their owning skill, not as duplicate knowledge ab
| [performance-ceiling-analysis](common/skills/performance-ceiling-analysis.json) | common | candidate |
| [plan-activation-residency](common/skills/plan-activation-residency.json) | common | candidate |
| [project-maya](common/skills/project-maya.json) | common | candidate |
+| [pytorch](common/skills/pytorch.json) | common | candidate |
| [reason-hopper-kernels](cuda/skills/reason-hopper-kernels.json) | cuda | candidate |
| [repository-evolution-analysis](common/skills/repository-evolution-analysis.json) | common | candidate |
| [rsi-evidence](common/skills/rsi-evidence.json) | common | candidate |
| [skill-evolution-playbook](common/skills/skill-evolution-playbook.json) | common | candidate |
| [splash](common/skills/splash.json) | common | candidate |
| [storage-io-measurement](common/skills/storage-io-measurement.json) | common | candidate |
+| [torch-npu](ascend/skills/torch-npu.json) | ascend | candidate |
| [torchnpu-device-memory-lifecycle](ascend/skills/torchnpu-device-memory-lifecycle.json) | ascend | candidate |
| [torchnpu-pinned-host-memory-lifecycle](ascend/skills/torchnpu-pinned-host-memory-lifecycle.json) | ascend | candidate |
| [training-input-pipeline](common/skills/training-input-pipeline.json) | common | candidate |
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index ca790977f..5b189451c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
@@ -41,7 +41,7 @@
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md": "d494fc7e539cbb7388189bd7b3f04bb5c4983fdd7a82484348aad1cee7f741f2",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json": "71c68431663ed2336cccc985a354adab6b13b4cfd6123a18a5d8d53c28268509",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/references/source-notes.md": "6ffbfb68cc7e04923b4fbca2a73a7555b7c3b45a6f40819bb5f3213ef05cf88d",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "ascend-aclgraph-capture-replay",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index 90a85e42a..53cc1754a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
@@ -41,7 +41,7 @@
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md": "03829039860ece35519f2e4c339a48b5014ec25e07a2c150a3efb6a3a4e35b4a",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json": "80d80c15514919826fa72d6f6cf26b76db8accd85d21187fc239232ca454e7bf",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "ascend-device-health",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index 1e20b177e..ac766e35c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
@@ -53,7 +53,7 @@
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/references/hccl-LICENSE.md": "05205a02acebd671c78d3b876c1f6097b84cce89780f5d9bdc204bfbea92d0c1",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/references/hccl-allreduce-readset.json": "4a3d403986dfceaa28605f2f30b79545e1efdc27f35c88755402b75b4d13d7e2",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/references/hccl-allreduce.md": "4770bba0090ed5ead3d2fd3b2cce2d21ba708acae3e0b4d859cc503499da5b93",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "ascend-distributed-parallel",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index cb5afb192..57a90a7e4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json",
@@ -52,7 +52,7 @@
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/references/torchair-LICENSE.md": "bc07d81fa332b6543463588a120518c57b5ce8582d3747de75d2f6b09b068c01",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/references/torchair-graph-path.md": "272424571ff439278c8f2675406eae7da9a6482c581973e24319739fa0e58348",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/references/torchair-graph-readset.json": "eb84cbd5c355a88ee013dc7e428b274162e0e13e85845b58526113b0d6a2b46b",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "ascend-graph-mode",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index 8deb49bf6..2dd3cb142 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json",
@@ -40,7 +40,7 @@
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md": "8fdf46fb2743b67a66bc069d22a45305a222debfb606777bc451b4b8f31d9cc6",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json": "be681a3206e5e183b4c9670c9d7784bcffce18c891449e5b15f94ca5f1324b9a",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "ascend-model-adaptation",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
index 75fa27b4a..375d3d78d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json",
@@ -41,7 +41,7 @@
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md": "401981cf7828edcab0c9ea882f7ecd83badfa3c2a95006e912cf99d67b3d6a12",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json": "efd37bb23acb500dad4ec8ebe7ddfe5c3f196374052825f923ac85da8445f06b",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "ascend-operator-profiling",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
index df10354fb..6f531f442 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json",
@@ -42,7 +42,7 @@
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md": "38b151bc6b4e9734c6fa41efb7a30343559400c0c75bbdd26bd8a968b8ea4592",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json": "04d2002fc8a0a7becf86b0b73daaf2da8716ab466d7f988da43d41a10f26680e",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "ascend-operator-tuning",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
index 4bda77b14..5a718698f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json",
@@ -40,7 +40,7 @@
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md": "647f5e9a288f2c4e1617ba53df59d9d827df749eb4fe86182d21a9c41175caf8",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json": "f425f7c1abbd616387273e8932c6bd02f4b1da012f099286ad4171e0f6037b22",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "ascend-optimization-casebook",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index 24a44c2e6..d1edb2233 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json",
@@ -44,7 +44,7 @@
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json": "9e705625c8308013c287576b0247da6f6116d817a4a535cbecff80abd6ea35ee",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/references/cannbot-CANN-2.0-LICENSE.md": "89b1c114df62cfd183004f38d18d07f186436c3b37203dd69c3e84becf9d2282",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/references/cannbot-stage-evidence.md": "f56e4125325c9c1b9235a1d64fd732861c7686444492422daff44ba8dd648be4",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "ascend-performance-analysis",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
index 84ed86af5..7d54bd306 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json",
@@ -46,7 +46,7 @@
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md": "53c21e64f0dd47f9510faef1f2c01e1283899787ba7ebfe70cdabd8e57a76f00",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json": "8c2b364298330751fd1252516159b16c27e90354e2a724782d2851e68e43cdb3",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/references/field-notes-video-diffusion.md": "dadac7b23462fdc325218c72ddf8a2ac553151761a5d3e45b854b53d2c8c6908",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "ascend-video-diffusion-optimization",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index d8f8750d3..045f84c1b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json",
@@ -42,7 +42,7 @@
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md": "93aa1b775ced304cebfe6c4dec0503ddb2260ecb3cb01edc17ce329446c5ce2b",
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json": "f6d94f104cb70969024b2f4542078a240e200712c66279eca8b94f60bee1dd71",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "ascendc-tiling-design",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index 4e22cfd16..10c4f8efa 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json",
@@ -42,7 +42,7 @@
"source_files": {
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"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json": "acccc8eb86de0df6caf78a9b3c6db76a2a686adc4a5ba0029a4d62d50ff9a8f8",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "cann-attribution-overlap",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
index deb5a8d02..69db832c9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
@@ -20,8 +20,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index da2aa8118..b8bce842c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json",
@@ -42,7 +42,7 @@
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md": "8428df7157af024fa17cfe0b3818ed54bd9f468306dda46eb8d4f0edf4f3f230",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json": "c650dce88c07b636d68e063dbda4d319f6f7f3ecbcdd5e47f393cbfc3af7c71d",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/references/source-notes.md": "80cba4d3a884e7ee2618326cf74b9f9c3a34e4d9cf443707f6bbe673f2d5ba65",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "torchnpu-device-memory-lifecycle",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index 8cc09d612..f1ed319c3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json",
@@ -42,7 +42,7 @@
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md": "23e93ea7c98f99743509fdc04139d78ed2e7123c63e80b366c6beaba7eb70d0d",
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- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "torchnpu-pinned-host-memory-lifecycle",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 53809f5b7..1d8ad08e5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",
@@ -36,7 +36,7 @@
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md": "0a5f48d9352c5bf460775ef47f9136829978811f4a16e84983e299782cae305d",
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json": "3e2cea37f5669e7c60f7c01c390a48ea960b15cbd6de8f5340cf8fe2afb9e1a1",
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/references/source-notes.md": "f29fcecfba0490008a354c11b42403983fe165e56ff907ad61cc6040d2b6407f",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "assess-serving-preemption",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index 9d6318bac..71cb7f1e7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json",
@@ -36,7 +36,7 @@
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md": "1e64f28ea71672fb53c56f6108b87864738c6d03d6dcd32eedaef9e0625e96e3",
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- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "assess-split-backward-schedule",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index 49f3b5e8d..443c3cc9f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json",
@@ -38,7 +38,7 @@
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- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "audit-fixed-workload-claim",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index 93dca54e2..49edbcbed 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
@@ -65,7 +65,7 @@
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"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/references/troubleshooting.md": "ed552d87f9fb9fb2c56de64df61f3fc6e2333cb049116cd0736f784c8a327612",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/scripts/audit_fasth3.py": "05bfb9348cf88a76f4fba8bc8a600fe54246d83a98c1685bc4847ace28e2fbac",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "audit-h3-metal-fasth3-semantics",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index da7c50c22..0e47cc49b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
index ee6e380cd..5e7964df2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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@@ -43,7 +43,7 @@
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},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
index e99c29ab6..daef60141 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
@@ -26,8 +26,8 @@
"sources": [
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- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index fa90ac772..464904f99 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
"sources": [
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
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+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index 676a35ffd..63f064062 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index ab88ea441..3cdd702f8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index c57a2c8c5..a586197c6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index 092aa388b..b4a35295f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
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"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index ce73c4e68..ff5f7cf2a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
"sources": [
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- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
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"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json": "96771fb6fecf5fc7773bb7cf84038d8eaf436add1a0362dc26110c82037f8320",
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/source-notes.md": "9696d3c0ef96b6611787446bd6f96d4d6255ca8d107105de8c1d9af83edb9fa5",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "calibrate-serving-simulation",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index 90e516bfa..c3ba5d8c2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
@@ -43,7 +43,7 @@
"source_files": {
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md": "fd1f5a7e6a55714730044155f5b38c1d700383d4e16c3e91963bbfbe1c773af5",
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json": "19e40763fedc20990651bb989c32a7693306c5c54af46c3d4be77fd4f87b6c03",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "cgroup-resource-controls",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index cb934b60b..d94c9e28c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
@@ -44,7 +44,7 @@
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json": "4185ff9f8b4c06d2a984753127780f29ceebf50d87b225a7697bfecccc2a4a60",
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/references/dlrover-persistence-replicas.md": "055f4357f79026fcbcc766bbe77db610376ec353623f8898f5d14a30ee69e7bc",
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/references/sources.md": "9425b1aab963a2c8d35f3db897bd15ee69699bf5b0d0c8425c3c8bba3e9a0233",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "checkpoint-recovery-consistency",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index 976126731..4e5882262 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
@@ -36,7 +36,7 @@
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md": "25d04aed9782b2a8ff1186828becdc7fce93c4418039ceaef9b8dcc5ec9bcd24",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json": "4990d0a2f1a269111a680f45a5d91221af37e3f8b3ce514fea84e97878e767cd",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/references/source-notes.md": "9f9184d46b19312138a6e805e439e43dc0594a0cc6b46675255a582dc946ca5b",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "choose-parallel-training-plan",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index 6f1676783..cc9ca71f1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
@@ -38,7 +38,7 @@
},
"checkout_ref": "checkout:cite-check-downstream-pr",
"source_files": {
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md": "485932cdf3b1fba5dc69be73e75d38f86a7b79442d26e82a296c963a7598d226",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/metadata.json": "ade23e3def5c7b875fba4084d32fa63b1af90bebeade72506265c974405eb55d"
},
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
index 8fd5e3270..5012df040 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
@@ -38,7 +38,7 @@
},
"checkout_ref": "checkout:claim-contract",
"source_files": {
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db",
"src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md": "3af1dbbe81d91cb05fc2ef15a2ae25d7592a08558e1a5535f49c52f33a488c55",
"src/inferrsi/data/skill_library/workflows/claim-contract/metadata.json": "25c0137cf347f75d7ff8f8305d9ff5f055c6881ddf4b708f923c3176de16c153"
},
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index b023e7db4..17e95928e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
"src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
@@ -50,7 +50,7 @@
"src/inferrsi/data/skill_library/repositories/comfy-ui/references/model-residency.md": "014c68386e7cdfdb7b4f566836e8b2ff61bd5a5a506e7b4723f83fe80c5d4de7",
"src/inferrsi/data/skill_library/repositories/comfy-ui/references/repo-provenance.md": "ca996ef515af42a3ce304747fa3f12a31c00533deaace5ba2ce21aefa0a62e2e",
"src/inferrsi/data/skill_library/repositories/comfy-ui/references/validation-boundaries.md": "1913dedbeb558d872d6a0e015cc11d822910c3cb259a236db29fb60ad8a64263",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "comfy-ui",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index 3be65af39..c0cdcefda 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
@@ -37,7 +37,7 @@
},
"checkout_ref": "checkout:competitor-scan",
"source_files": {
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md": "0ede58ace65a9324a538b4816add1684f230ba536d4364fe5a5dd2c0bbed3776",
"src/inferrsi/data/skill_library/workflows/competitor-scan/metadata.json": "e1a279c0b730c80fa34ca985c004d4084dae5ee77685f7f2b642cf469bfffffc"
},
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index ddfef4eef..7cb6cb78d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json",
@@ -43,7 +43,7 @@
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md": "645139ee0c88ec865cad952e24cda35f4648d4b777b732c9b7d274b6c7830845",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json": "db7ad368394ccbfdeff6a16e3423c300d51305b1f95ff5c3936df91738a8cc35",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/references/sources.md": "22afe4f4d77f441096cc657d55d763473bfcbea8fb531c8e493fe49ab84955f7",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "dcp-async-save-performance",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index 969139b7d..6129c488d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json",
@@ -39,7 +39,7 @@
"source_files": {
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md": "53cc1867a13f54d1006d50517dea8848869ca50df3f0cd610b2424cc8d18c933",
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json": "041780985dcaf76809d29dc0d4e242359b17b6bcfaadab2d05674fa4699a5427",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "dense-performance-evidence",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index 48ad186c2..2aa9cc386 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json",
@@ -67,7 +67,7 @@
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/references/loongserve-readset.md": "f1a383e7bdbbd5a5a472d7f6e1292c8a17d4910ff736ca5a6aa422e1bee74f8c",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/references/orca-readset.md": "a497ef23b7e60c0fbc15d95b7e07cd20547cfe56f37c24dfe6ed70d79ef7a3cf",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/source-notes.md": "84033fd514773f10c0bddd9914fabb980497ba2b308f226a922c3e1888413827",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "diagnose-vllm-admission-pressure",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index 86325cee3..a8fd50c2f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json",
@@ -46,7 +46,7 @@
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/references/ownership.md": "40688cc44183027efbf2fca8d3548c299cdf2e33fef54f76ab3549353eb9bd1b",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/references/source-map.md": "10562a75683bd9bd07ec2e37a1cbd0f93f2534d6f85b55a566adb2d97485215f",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/references/validation.md": "5a0b854b87d091d7d505b0bdd5c03330052507a851ab6edf35b93a6675f2d4f7",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "diffusers-invocation-state",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index 8fafb7df8..c474d2ef9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
@@ -38,7 +38,7 @@
},
"checkout_ref": "checkout:draft-acceptance-issue",
"source_files": {
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md": "ce983acfb7d7d3272775e7cf00c92e4ddadd97511b602575a76e5ab7ade01b56",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/metadata.json": "ff1c463a13d0c869baaf90505a7fe981d684ee7b79f2fa8d2358340b6b4139a7"
},
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
index d3a700f2c..7abfdde66 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/dwarfstar/LICENSE",
"src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
@@ -71,7 +71,7 @@
"src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/serving-state/SKILL.md": "71c27212847146376d72e6cc6d22abe2f7eed56402c5917cd7dfcda0b2aa5982",
"src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/serving-state/references/state-contracts.md": "8f74a07c947021e3069468268f6b5aa2548a17db518c5c0505b84dde73a1f31c",
"src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/serving-state/references/troubleshooting.md": "c9eebe4109d418c4dfb9bb2425c145ebc1a52da9b665e0556149bc31a442e2fc",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "dwarfstar",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index e4b81257d..8376448ad 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json",
@@ -36,7 +36,7 @@
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md": "82d0099d3c33706f46c657d4fa7f76d3d486e019b36760d1de001921328a60cc",
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json": "091a3b95d1a8996b5ad917e7948efb4ed598e31c7163709377f8e9199cebfe26",
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/references/source-notes.md": "ea416831fd7d0874e06d0a76fb0c7196df53072b717673a0cdf635db6bfd917b",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "evaluate-elastic-serving-placement",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index 932d98b5e..aaf49d52d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json",
@@ -48,7 +48,7 @@
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/references/generation-batch.md": "f16d3c57d45e63bcaffd3871aa41c76972ee11f7dbf1e12b45d9b170303cad9b",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/references/source-map.md": "91d26181f246307f2113f94b12ac9587d689b654dcd216e9f14b11cf5ebb650c",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/references/validation.md": "73b5dd347017baba519ecc85415aead9993c1751d116b9ba4f07689f58c5f783",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "generation-cache-lifecycle",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
index 97ec413f7..e3b13c895 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json",
@@ -66,7 +66,7 @@
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/references/vllm-ascend-LICENSE.md": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/references/vllm-ascend-native-offload-readset.json": "cc6c2011be746002ba3ff96ccefab1809863748ddd17eb102b75e7b0e134fe55",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/references/vllm-ascend-native-offload.md": "6c2a72b5ba3708a01d229e0576570837a617e6a42dbb0b5312a26a65a6c31542",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "host-memory-management",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
index 5c18a47d3..0604c25df 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json",
@@ -42,7 +42,7 @@
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md": "36ef88826a32ac3147b869001004ded17a8d5a491e25bfe105005ba39ea9d1eb",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json": "ae71c389dfdb1a19d267feecb4c6f1fbb4c9afad501ff6d8fab7e38b29bcc37a",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/references/deepinfer-zero-overhead-scheduling.md": "f452bf40132c9195d739f1c86b3aa18857138c7ed0f1861af5853d93b9955924",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "host-overhead-optimization",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
index e8bd091f7..8a2a92421 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
"src/inferrsi/data/skill_library/repositories/husky/metadata.json",
@@ -51,7 +51,7 @@
"src/inferrsi/data/skill_library/repositories/husky/references/troubleshooting.md": "3948711437d25822d389dd857c72dc7fcc15727c9048d2e3eae3317d97aca6dd",
"src/inferrsi/data/skill_library/repositories/husky/references/verification-protocol.md": "83c5a966ed3f721b412b8d8417af8336c5a8c1e46044a888720936bf2f1deeab",
"src/inferrsi/data/skill_library/repositories/husky/scripts/audit_evidence_card.py": "291e62701ef7a37a5bfab963ea4e20abb94245bc015584223a101f18b1490895",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "husky",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index 31eb7bd2d..6543b9815 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -24,7 +24,10 @@
"image-generation",
"video-generation",
"asr",
- "stream-boundaries"
+ "stream-boundaries",
+ "treatment-delivery",
+ "trial-validity",
+ "protocol-audit"
],
"origin": [
"external"
@@ -32,11 +35,13 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/autotunebench-source.json",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/autotunebench-trial-validity.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/benchmark-commands.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/cache-aware-asr-stream-boundaries.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/justgoal-evaluation-contracts.md",
@@ -44,7 +49,7 @@
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/task-benchmark-selection.md",
"src/inferrsi/data/skill_library/skill-index.json"
],
- "content_sha256": "a977e81fb83e3e476f66dc97133f1a60a35983bdfaec538ad5063defda41d4b7"
+ "content_sha256": "7fd7f557f5c99ca4ec4c46f2d97e67ecf280f5f0fdf071871a14cc08a7cb1c84"
}
],
"index_type": "packaged-skill",
@@ -53,14 +58,16 @@
},
"checkout_ref": "checkout:inference-benchmark-design",
"source_files": {
- "src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md": "a977e81fb83e3e476f66dc97133f1a60a35983bdfaec538ad5063defda41d4b7",
- "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "8dc73e54267ecb13158e26273602935c82e300942744bb109a991ae4b653046b",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md": "7fd7f557f5c99ca4ec4c46f2d97e67ecf280f5f0fdf071871a14cc08a7cb1c84",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "a646de55162cb8160f3f0947cab4b6ecac81927c3225019044b3f909087ba048",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/autotunebench-source.json": "bc343ece2bf40c4e8aa4bd8d84f32465d00633255557feda5fe7799ce24e8688",
+ "src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/autotunebench-trial-validity.md": "cb3a7a5d94d056f868af07f92a16a6fef31eafd3199ed07ae79e93798e320b1d",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/benchmark-commands.md": "0898424e0bff3a6246e1eeeda6abd6c5bd974c047fe32f3bbd5ab9d31ce17cd3",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/cache-aware-asr-stream-boundaries.md": "4e0ea9c1bf6b096a49a91ad5266e90b8a456f4f5aca15eba8ac270a53c2309b5",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/justgoal-evaluation-contracts.md": "d25df795fd301e8a1bb436e5f8122d0bac2441c43104e59a3b310fd5a64f2f3e",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/justgoal-source.json": "60f2784384ea1a3b08a2ecafb60207d8e3707247dc7bc177b95b463d81f1cc16",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/task-benchmark-selection.md": "0d4bb080a754e26846e81680023db0dff5e6a4c96be4327c411c3b72ac4ef8e2",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "inference-benchmark-design",
@@ -80,7 +87,10 @@
"image-generation",
"video-generation",
"asr",
- "stream-boundaries"
+ "stream-boundaries",
+ "treatment-delivery",
+ "trial-validity",
+ "protocol-audit"
],
"status": "candidate",
"profile": "local-skill-v1",
@@ -256,14 +266,58 @@
"readset": "references/justgoal-source.json",
"license": "UNKNOWN",
"scope": "Complete 21-page paper and appendices: controlled comparison, independent correctness, repair/coverage and timing evidence; author-reported, no PDF/figure redistribution"
+ },
+ {
+ "type": "git",
+ "url": "https://github.com/li-ch/autotunebench",
+ "commit": "64cc8d7ca5d0ee40c4e2189b2c2c8dfb1a2a7c2f",
+ "paths": [
+ "ARTIFACT.md",
+ "README.md",
+ "CITATION.cff",
+ "LICENSE",
+ "config/protocol.yaml",
+ "pdb/ingest_validate.py",
+ "pdb/store.py",
+ "agents/loop.py",
+ "agents/adapter.py",
+ "orchestrator/cli.py",
+ "gates/g2_runtime.py",
+ "gates/g3_correctness.py",
+ "gates/g5_graduation.py",
+ "gates/schema.py",
+ "harness/kernel_bench.py",
+ "figs/plot_cand_ab_saturation.py",
+ "scripts/kernelbench_tabulate.py",
+ "experiments/kernelbench_l1/results/README.md",
+ "experiments/kernelbench_l1/results/TABLE.md",
+ "experiments/astra_parity/README.md",
+ "observability/iterations.jsonl",
+ "experiments/kernelbench_l1/kernelbench_tasks/UPSTREAM_LICENSE",
+ "experiments/kernelbench_l1/kernelbench_tasks/README.md"
+ ],
+ "readset": "references/autotunebench-trial-validity.md"
+ },
+ {
+ "type": "paper",
+ "id": "arxiv:2609.18123",
+ "version": "v1",
+ "url": "https://arxiv.org/abs/2609.18123v1",
+ "sections": [
+ "1-8",
+ "References",
+ "Figures 1-6",
+ "Tables 1-7"
+ ],
+ "readset": "references/autotunebench-trial-validity.md"
}
],
"empirical_validation": "not_run",
"applicability": {
- "scope": "Selecting task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, cache-aware ASR, TTS, full-duplex audio/video, image and video inference, and designing goodput-based multi-regime comparisons that fit InferRSI's evidence trail",
+ "scope": "Selecting task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, cache-aware ASR, TTS, full-duplex audio/video, image and video inference, and designing goodput-based multi-regime comparisons that fit InferRSI's evidence trail; interpreting treatment delivery, arm validity and stated-versus-observed protocol enforcement in supplied tuning reports",
"prerequisites": "The primary objective, timing boundary, quality gates, sample/failure accounting, required regimes, repetitions, seeds and decision rule are frozen before optimization; baseline and candidate share hardware, software stack, input distribution, benchmark configuration, warmup and measurement protocol, and on a shared machine also one time window and dedicated devices; cache-aware ASR also requires the selected model/config and first/steady geometry, decoded clock and reset/EOU/EOF boundaries to be established",
- "input_contract": "The task family and deployment use case; candidate quality evaluators and reference parity; the declared SLO and the caller's policy on which regimes must improve or must not regress; for an audit, a supplied fixed-workload report with request-to-trial grouping, exclusion and failure counts and the declared aggregation rule",
- "produced_artifact": "A frozen benchmark design with evaluators, reference parity, primary objective, timing boundary, quality gates, required regimes, repetition and seed rules and an explicit decision config, plus the evidence-tree layout a PASS claim must produce; for a supplied report, the computed threshold result and missing evidence. Candidate knowledge, not qualification of any model or backend",
+ "input_contract": "The task family and deployment use case; candidate quality evaluators and reference parity; the declared SLO and the caller's policy on which regimes must improve or must not regress; for an audit, a supplied fixed-workload report with request-to-trial grouping, exclusion and failure counts and the declared aggregation rule; for a treatment audit, the frozen delivery/arm-validity rules, run/candidate identities, feedback and consumer-input evidence, and per-arm raw records",
+ "produced_artifact": "A frozen benchmark design with evaluators, reference parity, primary objective, timing boundary, quality gates, required regimes, repetition and seed rules and an explicit decision config, plus the evidence-tree layout a PASS claim must produce; for a supplied report, the computed threshold result and missing evidence. Candidate knowledge, not qualification of any model or backend; for a treatment audit, a contract-bound eligibility and interpretation report separating treatment exposure, observed checks, comparator identity, anomaly disposition and source conflicts",
"failure_modes": [
"Raw throughput is optimized in place of goodput, so requests served outside the SLO count toward a win",
"One concurrency level or one undisclosed aggregate score stands in for all required regimes",
@@ -272,15 +326,19 @@
"Runs on the same hardware class, in different time windows or on shared devices are compared as if pinned",
"A quality pass is taken to certify that the timed work actually occurred",
"Best-seen results are reported as delivered without restarting and validating the final code/config artifact",
- "A cache-aware ASR EOU is treated as EOF or full reset, nominal chunk duration as the decoded mel frontier, or shape-only geometry PASS as a native model-state test"
+ "A cache-aware ASR EOU is treated as EOF or full reset, nominal chunk duration as the decoded mel frontier, or shape-only geometry PASS as a native model-state test",
+ "An enabled treatment or stored feedback summary is taken as proof of delivery to the next eligible consumer",
+ "A failed arm-validity condition is overridden by a favorable best timing or a saturation/null interpretation",
+ "Complete gate keys or zero recorded failures are read as proof that every declared protocol check ran"
],
- "refusal_point": "Records missing coverage and high-variance results as INCONCLUSIVE rather than a win; a run without a frozen RunSpec, or whose validator changed after the plan was frozen, is INCONCLUSIVE regardless of metric values; sets no universal numeric gate or noise threshold"
+ "refusal_point": "Records missing coverage and high-variance results as INCONCLUSIVE rather than a win; a run without a frozen RunSpec, or whose validator changed after the plan was frozen, is INCONCLUSIVE regardless of metric values; sets no universal numeric gate or noise threshold; withholds causal treatment benefit/null conclusions when required delivery or arm eligibility is unverified, and preserves conflicts between stated protocol, exported code and source reports"
},
"recommendations": [
"Freeze one primary objective, timing boundary, quality gates and sample/failure accounting before optimization.",
"Choose the required regimes from the deployment use case, report each separately, and record which must improve or must not regress in a versioned decision config.",
"Use the replay trace that matches the actual deployment pattern.",
- "State the concurrency, trace, model, SKU and microbenchmark scope boundaries in any report that cites benchmark results."
+ "State the concurrency, trace, model, SKU and microbenchmark scope boundaries in any report that cites benchmark results.",
+ "Trace treatment to its eligible consumer and apply the frozen arm-validity precedence before attributing benefit, saturation or a null."
],
"limitations": [
"Source-derived candidate; no local efficacy validation.",
@@ -288,14 +346,17 @@
"Task benchmark knowledge is distilled from issue #60 with selected pinned-source rechecks; no all-task runtime qualification or optimization benefit is established.",
"Benchmark feasibility and package-consumption checks do not promote this candidate or replace task quality, repeated A/B and service qualification.",
"The pinned NeMo-Speech.cpp ASR reference covers selected source/test definitions and author-reported benchmark boundaries; native model/device, decoder internals, quality, long-audio/load and service behavior remain not_run.",
- "JustGoal contributes source-only controlled-evaluation and kernel-acceptance guidance; its repaired/retested timings, released-pass counts and protocol differences are author-reported, not locally reproduced or a complete campaign runner."
+ "JustGoal contributes source-only controlled-evaluation and kernel-acceptance guidance; its repaired/retested timings, released-pass counts and protocol differences are author-reported, not locally reproduced or a complete campaign runner.",
+ "The AutoTuneBench reference is source-only: original operational checkpoint/prompt receipts remain unavailable, source contradictions remain explicit, and no tuning, device/performance or agent-efficacy validation was run."
],
"provenance_readsets": [
"references/task-benchmark-selection.md",
"references/benchmark-commands.md",
"references/cache-aware-asr-stream-boundaries.md",
"references/justgoal-evaluation-contracts.md",
- "references/justgoal-source.json"
+ "references/justgoal-source.json",
+ "references/autotunebench-trial-validity.md",
+ "references/autotunebench-source.json"
],
"references": [
"../inference-optimization-casebook/cases/admission-drain-occupancy.md",
@@ -305,10 +366,10 @@
"searchspace_not_applicable": "SKILL.md §§ Select the task and its evaluation contract, Statistical requirements, Shared-machine measurement discipline, and Search integrity and final-state verification design comparable evaluation; hardware identity and allocation isolation are comparison controls, not a hardware-resource mechanism."
},
"applicability": {
- "scope": "Selecting task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, cache-aware ASR, TTS, full-duplex audio/video, image and video inference, and designing goodput-based multi-regime comparisons that fit InferRSI's evidence trail",
+ "scope": "Selecting task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents, cache-aware ASR, TTS, full-duplex audio/video, image and video inference, and designing goodput-based multi-regime comparisons that fit InferRSI's evidence trail; interpreting treatment delivery, arm validity and stated-versus-observed protocol enforcement in supplied tuning reports",
"prerequisites": "The primary objective, timing boundary, quality gates, sample/failure accounting, required regimes, repetitions, seeds and decision rule are frozen before optimization; baseline and candidate share hardware, software stack, input distribution, benchmark configuration, warmup and measurement protocol, and on a shared machine also one time window and dedicated devices; cache-aware ASR also requires the selected model/config and first/steady geometry, decoded clock and reset/EOU/EOF boundaries to be established",
- "input_contract": "The task family and deployment use case; candidate quality evaluators and reference parity; the declared SLO and the caller's policy on which regimes must improve or must not regress; for an audit, a supplied fixed-workload report with request-to-trial grouping, exclusion and failure counts and the declared aggregation rule",
- "produced_artifact": "A frozen benchmark design with evaluators, reference parity, primary objective, timing boundary, quality gates, required regimes, repetition and seed rules and an explicit decision config, plus the evidence-tree layout a PASS claim must produce; for a supplied report, the computed threshold result and missing evidence. Candidate knowledge, not qualification of any model or backend",
+ "input_contract": "The task family and deployment use case; candidate quality evaluators and reference parity; the declared SLO and the caller's policy on which regimes must improve or must not regress; for an audit, a supplied fixed-workload report with request-to-trial grouping, exclusion and failure counts and the declared aggregation rule; for a treatment audit, the frozen delivery/arm-validity rules, run/candidate identities, feedback and consumer-input evidence, and per-arm raw records",
+ "produced_artifact": "A frozen benchmark design with evaluators, reference parity, primary objective, timing boundary, quality gates, required regimes, repetition and seed rules and an explicit decision config, plus the evidence-tree layout a PASS claim must produce; for a supplied report, the computed threshold result and missing evidence. Candidate knowledge, not qualification of any model or backend; for a treatment audit, a contract-bound eligibility and interpretation report separating treatment exposure, observed checks, comparator identity, anomaly disposition and source conflicts",
"failure_modes": [
"Raw throughput is optimized in place of goodput, so requests served outside the SLO count toward a win",
"One concurrency level or one undisclosed aggregate score stands in for all required regimes",
@@ -317,15 +378,19 @@
"Runs on the same hardware class, in different time windows or on shared devices are compared as if pinned",
"A quality pass is taken to certify that the timed work actually occurred",
"Best-seen results are reported as delivered without restarting and validating the final code/config artifact",
- "A cache-aware ASR EOU is treated as EOF or full reset, nominal chunk duration as the decoded mel frontier, or shape-only geometry PASS as a native model-state test"
+ "A cache-aware ASR EOU is treated as EOF or full reset, nominal chunk duration as the decoded mel frontier, or shape-only geometry PASS as a native model-state test",
+ "An enabled treatment or stored feedback summary is taken as proof of delivery to the next eligible consumer",
+ "A failed arm-validity condition is overridden by a favorable best timing or a saturation/null interpretation",
+ "Complete gate keys or zero recorded failures are read as proof that every declared protocol check ran"
],
- "refusal_point": "Records missing coverage and high-variance results as INCONCLUSIVE rather than a win; a run without a frozen RunSpec, or whose validator changed after the plan was frozen, is INCONCLUSIVE regardless of metric values; sets no universal numeric gate or noise threshold"
+ "refusal_point": "Records missing coverage and high-variance results as INCONCLUSIVE rather than a win; a run without a frozen RunSpec, or whose validator changed after the plan was frozen, is INCONCLUSIVE regardless of metric values; sets no universal numeric gate or noise threshold; withholds causal treatment benefit/null conclusions when required delivery or arm eligibility is unverified, and preserves conflicts between stated protocol, exported code and source reports"
},
"recommendations": [
"Freeze one primary objective, timing boundary, quality gates and sample/failure accounting before optimization.",
"Choose the required regimes from the deployment use case, report each separately, and record which must improve or must not regress in a versioned decision config.",
"Use the replay trace that matches the actual deployment pattern.",
- "State the concurrency, trace, model, SKU and microbenchmark scope boundaries in any report that cites benchmark results."
+ "State the concurrency, trace, model, SKU and microbenchmark scope boundaries in any report that cites benchmark results.",
+ "Trace treatment to its eligible consumer and apply the frozen arm-validity precedence before attributing benefit, saturation or a null."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
@@ -337,7 +402,8 @@
"Task benchmark knowledge is distilled from issue #60 with selected pinned-source rechecks; no all-task runtime qualification or optimization benefit is established.",
"Benchmark feasibility and package-consumption checks do not promote this candidate or replace task quality, repeated A/B and service qualification.",
"The pinned NeMo-Speech.cpp ASR reference covers selected source/test definitions and author-reported benchmark boundaries; native model/device, decoder internals, quality, long-audio/load and service behavior remain not_run.",
- "JustGoal contributes source-only controlled-evaluation and kernel-acceptance guidance; its repaired/retested timings, released-pass counts and protocol differences are author-reported, not locally reproduced or a complete campaign runner."
+ "JustGoal contributes source-only controlled-evaluation and kernel-acceptance guidance; its repaired/retested timings, released-pass counts and protocol differences are author-reported, not locally reproduced or a complete campaign runner.",
+ "The AutoTuneBench reference is source-only: original operational checkpoint/prompt receipts remain unavailable, source contradictions remain explicit, and no tuning, device/performance or agent-efficacy validation was run."
],
"verification": {
"locally_verified": false,
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index 5fccfd780..9e04a8891 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json",
@@ -55,7 +55,7 @@
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/qwen-b300-rejected-directions.json": "146ea1564a46ed03092c7dc5796b318fc05b04b1821105ee00eb7fa7fa1333e2",
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/qwen-b300-rejected-directions.md": "cce2930f544a0f78f21797fba4d8ded298e4a81f76c34d7977b0e31d361bc738",
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/metadata.json": "963488658f327d2379183d70357eabf832d70a6a70db2aa67f548493f4088d97",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "inference-optimization-casebook",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index 2628d41da..06f4ca4b5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
@@ -39,8 +39,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
@@ -89,7 +89,7 @@
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/references/sglang-gdn-causal-conv-contract.md": "c9f27b0231ddec3d14d6fa0831d1494ffd8e11bd8ad704e04be3bc4a4ffc0e58",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/references/sglang-gdn-source-files.json": "4c7ec2cfd2c29297e185ce09b4d9b2040fbe3635943c112f9ebb71dca8ab381b",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/references/vllm-gdn-causal-conv-contract.md": "eec09a6e95983c46b67d5f066d34419c17819899f5d8e3c65f2f163f2ada0fde",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "kernel-writing-guide",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
index 54a4838a1..b80c85e04 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json",
@@ -42,7 +42,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md": "e4b78f368d70c8abb74a935acb910414015f1aeec1b50f7a295e836822ec4b27",
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json": "c221189b8d85fac3bd41ef1c7cd560f1aebc8cfa0381c182d1d571a7169be829",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "kv-tier-management",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index c50d3b81c..58753af91 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json",
@@ -46,7 +46,7 @@
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/references/execution-lifetime.md": "c4bc41e08aca68f661325f61e6f0db1760a079dc362f295c847bdc374fee3bf6",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/references/source-map.md": "798b9cb89ed6b885eb47464ca9f137d2802a54571b9327e631d7742d3e5abd5d",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/references/validation.md": "ebfc00bf7d6ab0a1dc415953ae84d56ccdc713d5614aff85e433c4a843793bff",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "lazy-evaluation-stream-lifetimes",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
index 0d0b3e48b..83ee9e101 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/lily/LICENSE",
"src/inferrsi/data/skill_library/repositories/lily/NOTICE.md",
@@ -77,7 +77,7 @@
"src/inferrsi/data/skill_library/repositories/lily/sub-skills/serving-cache/references/api-and-session.md": "7262bb077c24f2f7549d450473ec7944829940d09cca89db9c12f37ac90d5db0",
"src/inferrsi/data/skill_library/repositories/lily/sub-skills/serving-cache/references/troubleshooting.md": "6e2f36d2f7ab9eae665d87a676e34c0ebd2f46f3df6fa5f2e589a306749a87b5",
"src/inferrsi/data/skill_library/repositories/lily/sub-skills/serving-cache/scripts/request_template.py": "d6b00c9f0b38c7fb0a0e52e396993a832542ea0aa6e2456026fabc0c39a4d33a",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "lily",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index ae7de6fca..95de30fdf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
@@ -81,7 +81,7 @@
"src/inferrsi/data/skill_library/repositories/lithos-metal/sub-skills/serving-cache/metadata.json": "2fca222efac7752e29f236f40a0bc38275045826b55955687e39c64ffb69f58f",
"src/inferrsi/data/skill_library/repositories/lithos-metal/sub-skills/serving-cache/references/troubleshooting.md": "52c6e27a76547475b5c66121f873f4d2c1662c811a69da64ce85614f1bd44749",
"src/inferrsi/data/skill_library/repositories/lithos-metal/sub-skills/serving-cache/references/workflows.md": "298d27d3c748fe22774b872ed0465b707e53812379a7a538c95f25d1727fc796",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "lithos-metal",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index 7a5ed5124..8f591da46 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
@@ -61,7 +61,7 @@
"src/inferrsi/data/skill_library/repositories/local-dream/references/source-identity.json": "b85f028bb96a37852e9d9780b5d5052fdd9c8f3a704ad391b6381adb58291347",
"src/inferrsi/data/skill_library/repositories/local-dream/references/upstream-license.md": "41003d4a74749c0220e33dd415042164b5a1093ed401f36277234f772d22d3d0",
"src/inferrsi/data/skill_library/repositories/local-dream/scripts/screen_declarations.py": "ccd7d0d55be9a47484ec3a74498d8edef8aba55287f92287775c8d82050c8932",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "local-dream",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index 4163cb8d7..b47faf269 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
@@ -90,7 +90,7 @@
"src/inferrsi/data/skill_library/repositories/mistral-rs/sub-skills/qualification/references/troubleshooting.md": "d933bea6e9e493faa8cd0f4103ea33197ace7f7f901359f8cf0d6bab2edcdb4d",
"src/inferrsi/data/skill_library/repositories/mistral-rs/sub-skills/qualification/references/warmup-inventory.md": "1e7af7d63c6853ede4232b5a12cf68aba6597c4a305015366f1c2c917e3caf01",
"src/inferrsi/data/skill_library/repositories/mistral-rs/sub-skills/qualification/scripts/warmup_shape_inventory.py": "6aa920ca1cb534dec41f5dd2d833c3e760b234ab2c6439b6c4250b8a30b74055",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "mistral-rs",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index 68ce02df2..c80e62ab8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
@@ -97,7 +97,7 @@
"src/inferrsi/data/skill_library/repositories/mlc-llm/sub-skills/runtime-kv-limits/references/limits-and-workspace.md": "77105db95de2b8ea27ed6953b5441c8af061fb745ddb13d3904f8773fc21e879",
"src/inferrsi/data/skill_library/repositories/mlc-llm/sub-skills/runtime-kv-limits/references/troubleshooting.md": "b89255fc04507185bc8bcf74de779730b009b12d13bb38ad0193205dfed8e921",
"src/inferrsi/data/skill_library/repositories/mlc-llm/sub-skills/runtime-kv-limits/scripts/audit_kv_limit_declarations.py": "d82a6dda5f5931eb369003a5e1f419bfbdd82304766a18be8ea1e1849e26b77d",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "mlc-llm",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index 176b2f488..c0edabd30 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
@@ -79,7 +79,7 @@
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/sub-skills/generation-lifecycle/references/ownership-and-termination.md": "56fdec7ebc89b5c217c7e5c203886bef1d3c2eb5794852897bdb5941ab1db2a0",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/sub-skills/generation-lifecycle/references/troubleshooting.md": "de28b8ca9cf95be2a4e5762f938acfadb6d4b53459dbf86df4b2b2ec64ec347f",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/sub-skills/generation-lifecycle/scripts/audit_generation_evidence.py": "2aba6caf42ca1b3fc55299fd96419af8681c37750c21a7ba75205a43baa9c7b1",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "mlx-swift-lm",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index 517667954..53c7fab12 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
@@ -54,7 +54,7 @@
},
"checkout_ref": "checkout:npu-skill-factory",
"source_files": {
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md": "74cd863df2e80dc2bda1713d24207809173a3116f30325e3487e1e3517cfec1e",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json": "c862565b814e98e0ebc4923e32eef2aa67a8df2357c255903d744f40aaea32c8",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/COMPARISON.md": "38587678a96581f5c2dc697d982127343565504bffa191352811dffcc165aa23",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
index fdd4bcfbc..526f52394 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json",
@@ -59,7 +59,7 @@
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/knowledge/adaptation-interfaces.md": "5e761957cb5ecd93926e6ffc13deee7c830c6e8f0ee3c3846e9dd3b50dc74446",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/references/source-notes.md": "54d83c3713045d59a48821bcf93598374ba4a630e3891ad39498f919317c4fb8",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/updates/optimization-search-policy.md": "d3db44fa9a6831b86a02c638b323ed943e69fe256866213f10d68c72d762879e",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "optimization-search-policy",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index 285a6a533..72d89446f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json",
@@ -44,7 +44,7 @@
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md": "2003492e4d89fde0443b180d74933e764bd1979435e109c8d26e20eb8f6e5053",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json": "ec02995c075f0a540921f57b4846f2cafe334eb90f44389f17c3c50457c3e9c5",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/references/llama-numa-thread-readset.md": "748b254b3b043a5ddb0f480eb4a566854d27eedd7b111499863e9bf0a5a6951e",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "os-process-placement",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
index 43f42aaca..0165c10d8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json",
@@ -82,7 +82,7 @@
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/roofline-contract.md": "419ec4bcaec45ac579a133bce083d4f48779f26e664d7a86f720fa65f343b1d1",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/roofline-example.json": "597cd3205df043cff3ae9d15924c77934e8d8eb300c00c4840f6bb2921f90faf",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/scripts/roofline.py": "524de48a6764401695fe1444f1fa3d38f363069b0cd2fba4715a86ca4b28a5d4",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "performance-ceiling-analysis",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
index f048a61e6..721e0d788 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
@@ -36,7 +36,7 @@
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md": "542d8a1e6963f5019986e1fbd79d3a247a045a51487c09313026087ac457c15e",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json": "0289c62f93d087cd6a4ba4140487925c4b3258a9db1f7004ff1dfb22fd6d4582",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/references/source-notes.md": "5ff52655cfd06fcf970ed2a7d4d4fe1c31115b102af2d41497de0c74848ed2b3",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "plan-activation-residency",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index 3de246a70..663311379 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
@@ -83,7 +83,7 @@
"src/inferrsi/data/skill_library/repositories/project-maya/sub-skills/serving-state/references/native-state.md": "e5a7ee5e777998db0fb5422cf5b1ab18dbd67b4cbbfcfd6628ed6e40d8709c61",
"src/inferrsi/data/skill_library/repositories/project-maya/sub-skills/serving-state/references/troubleshooting.md": "97dea7b2d26fe165d2f64a1a63c91d099dddb2d3b95c16b667f5173b3ffa9d2d",
"src/inferrsi/data/skill_library/repositories/project-maya/sub-skills/serving-state/scripts/request_template.py": "d91b03fbbd7003012a92bd7259d39604b9a91ee5707da2d3366e7c0fb47edd6a",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "project-maya",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
index 09306d843..399e8a674 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/LICENSE",
"src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
index 263a1d278..cecfe1e35 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json",
@@ -43,7 +43,7 @@
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json": "98ef753a0e74c46f59a69ae267bdc0a5d293761e6f27edc1822fa8bd4548c4d6",
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/references/capability-presence-audit.md": "c21eb4a6aabe811a49a6540a34c54dbcfdcf7efae3052a79b54034c7838026a5",
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/references/rtk-consumer-path-transition.md": "a70b1d128fb5e0ac12292a290d624f218a0831d7581fe8980b62661473e0f2b7",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "repository-evolution-analysis",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
index 06ca07406..01bcec313 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
@@ -45,7 +45,7 @@
},
"checkout_ref": "checkout:rsi-evidence",
"source_files": {
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317",
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db",
"src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md": "08f76e12f6f8e8893f03bcdc8152a96c0c99442e7faecbc2a67a18c632fcb243",
"src/inferrsi/data/skill_library/workflows/rsi-evidence/metadata.json": "caf3ef265df71b3cbec31b6c4affb6ebe9278fba0626b23bc124825d2761e49a",
"src/inferrsi/data/skill_library/workflows/rsi-evidence/references/loopx-goal-governance/LICENSE": "cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
index 0824dfc90..f65ba9e14 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json",
@@ -39,7 +39,7 @@
"source_files": {
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md": "9cd37f21fe0d862069e4798edca8a04d59f8b840e55d521901594a63dddd9ba3",
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json": "a5fe391d145eb5e7039f142fea7211135abbd8f3d8835bfbf83cc2b05d645da5",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "skill-evolution-playbook",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
index 218628546..605cf88de 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/repositories/splash/LICENSE",
"src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
@@ -77,7 +77,7 @@
"src/inferrsi/data/skill_library/repositories/splash/sub-skills/serving-cache/SKILL.md": "c16f911498e116ff9b31b5a6f0ddd3ae6517b51c0e9d079c337f36a5bcac1df8",
"src/inferrsi/data/skill_library/repositories/splash/sub-skills/serving-cache/references/state-and-api.md": "592603177473ac8e024b7dc19a3d3faedd7c1e0312137eab8bf9a62d2f567be6",
"src/inferrsi/data/skill_library/repositories/splash/sub-skills/serving-cache/references/troubleshooting.md": "4fda461042a3de43c109d7a3cec67542c7d61fe68412bf91606220f2e13e576e",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "splash",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
index 54feb9448..d15ba1835 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json",
@@ -42,7 +42,7 @@
"source_files": {
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+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
index dcc309aab..42059aba3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
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"src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
@@ -43,7 +43,7 @@
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"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
index 88c8b4363..e6916f5be 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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"src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
@@ -59,7 +59,7 @@
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+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index a1b567e8f..04a466bfa 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/assets/campaign.template.json",
@@ -48,7 +48,7 @@
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- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index 57d2c6634..bb0b74757 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
@@ -86,7 +86,7 @@
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- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index 8da8184e2..4c177d56a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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"src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
@@ -53,7 +53,7 @@
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+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index e5ec9e05c..83dcf9710 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json",
@@ -45,7 +45,7 @@
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+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index eee810b50..1cb378b35 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
@@ -57,7 +57,7 @@
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+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index c62894c52..cc35e5bd4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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@@ -52,7 +52,7 @@
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+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
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"skill_metadata": {
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index e473f5681..a1f3ae992 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
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@@ -40,7 +40,7 @@
"source_files": {
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md": "326e566fbe30d3ba04e4b50c3e87aad9df037f0ac4ad6fe129165ae97dc5f91d",
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json": "76e34c1c64aba473a9e126b032a776417caa0f913f6ac3cf4dba3a5d123b1ee0",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "host-overhead-profiling",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index bec30f7d7..a774e8b19 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
@@ -36,8 +36,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e95689d89c957c24c23742366e1b723d735b1448/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "e95689d89c957c24c23742366e1b723d735b1448",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
@@ -72,7 +72,7 @@
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/references/source-inventory.json": "1dc09c895c970a0c9708158bcc6dd65cdb736274fd2c35d44542c70407d3849d",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/references/sources.md": "6b74b9e774f2a80db0860510d9e6940d36284430f29c1e124f115a9eaf25833d",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/references/synchronization.md": "4322f6b3c0e4368bf8c192b4ec752529767f50d19c0c38dad8fdf9cd781e41d9",
- "src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
+ "src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
"name": "reason-hopper-kernels",
From 88466b657ced199b4d1abcd99aa97b44940befb3 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Tue, 3 Nov 2026 14:19:18 +0800
Subject: [PATCH 11/11] Regenerate final resource coverage projections
Regenerate all 79 skill records and the coverage report from source 7aa3344bf84c42467f43b3a927e1c7d13642bd55. Both generator checks, Ruff, and focused coverage/framework/MLX retrieval tests completed successfully.
Agent-assisted-by: Codex / gpt-6-astra [effort=xhigh] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/skill-coverage.md | 106 +++++++++---------
.../repo_packs/inferrsi/knowledge/README.md | 4 +-
.../ascend-aclgraph-capture-replay.json | 33 ++++--
.../ascend/skills/ascend-device-health.json | 33 ++++--
.../skills/ascend-distributed-parallel.json | 31 ++++-
.../ascend/skills/ascend-graph-mode.json | 31 ++++-
.../skills/ascend-model-adaptation.json | 33 ++++--
.../skills/ascend-operator-profiling.json | 33 ++++--
.../ascend/skills/ascend-operator-tuning.json | 35 ++++--
.../skills/ascend-optimization-casebook.json | 31 +++--
.../skills/ascend-performance-analysis.json | 33 ++++--
.../ascend-video-diffusion-optimization.json | 28 +++--
.../ascend/skills/ascendc-tiling-design.json | 31 +++--
.../skills/cann-attribution-overlap.json | 35 ++++--
.../knowledge/ascend/skills/torch-npu.json | 4 +-
.../torchnpu-device-memory-lifecycle.json | 31 +++--
...torchnpu-pinned-host-memory-lifecycle.json | 31 +++--
.../skills/assess-serving-preemption.json | 4 +-
.../assess-split-backward-schedule.json | 4 +-
.../skills/audit-fixed-workload-claim.json | 4 +-
.../audit-h3-metal-fasth3-semantics.json | 32 ++++--
.../skills/audit-h3-runtime-residency.json | 32 ++++--
.../skills/audit-llama-runtime-state.json | 32 ++++--
.../audit-recurrent-kv-finalization.json | 32 ++++--
.../common/skills/audit-sd-cpp-residency.json | 32 ++++--
.../audit-sglang-diffusion-lifetimes.json | 32 ++++--
.../skills/audit-vllm-kv-lifetimes.json | 35 ++++--
.../bound-windowed-attention-replay.json | 30 +++--
.../budget-speculative-verification.json | 30 +++--
.../skills/calibrate-serving-simulation.json | 4 +-
.../skills/cgroup-resource-controls.json | 35 ++++--
.../checkpoint-recovery-consistency.json | 4 +-
.../skills/choose-parallel-training-plan.json | 4 +-
.../skills/cite-check-downstream-pr.json | 4 +-
.../common/skills/claim-contract.json | 4 +-
.../knowledge/common/skills/comfy-ui.json | 32 ++++--
.../common/skills/competitor-scan.json | 4 +-
.../skills/dcp-async-save-performance.json | 35 ++++--
.../skills/dense-performance-evidence.json | 4 +-
.../diagnose-vllm-admission-pressure.json | 35 ++++--
.../skills/diffusers-invocation-state.json | 32 ++++--
.../common/skills/draft-acceptance-issue.json | 4 +-
.../knowledge/common/skills/dwarfstar.json | 32 ++++--
.../evaluate-elastic-serving-placement.json | 4 +-
.../skills/generation-cache-lifecycle.json | 32 ++++--
.../common/skills/host-memory-management.json | 31 +++--
.../skills/host-overhead-optimization.json | 33 ++++--
.../knowledge/common/skills/husky.json | 32 ++++--
.../skills/inference-benchmark-design.json | 4 +-
.../inference-optimization-casebook.json | 4 +-
.../common/skills/kernel-writing-guide.json | 4 +-
.../common/skills/kv-tier-management.json | 33 ++++--
.../lazy-evaluation-stream-lifetimes.json | 32 ++++--
.../knowledge/common/skills/lily.json | 32 ++++--
.../knowledge/common/skills/lithos-metal.json | 30 +++--
.../knowledge/common/skills/local-dream.json | 30 +++--
.../knowledge/common/skills/mistral-rs.json | 30 +++--
.../knowledge/common/skills/mlc-llm.json | 30 +++--
.../knowledge/common/skills/mlx-swift-lm.json | 30 +++--
.../common/skills/npu-skill-factory.json | 4 +-
.../skills/optimization-search-policy.json | 4 +-
.../common/skills/os-process-placement.json | 33 ++++--
.../skills/performance-ceiling-analysis.json | 4 +-
.../skills/plan-activation-residency.json | 4 +-
.../knowledge/common/skills/project-maya.json | 32 ++++--
.../knowledge/common/skills/pytorch.json | 4 +-
.../skills/repository-evolution-analysis.json | 4 +-
.../knowledge/common/skills/rsi-evidence.json | 4 +-
.../skills/skill-evolution-playbook.json | 4 +-
.../knowledge/common/skills/splash.json | 32 ++++--
.../common/skills/storage-io-measurement.json | 35 ++++--
.../skills/training-input-pipeline.json | 4 +-
.../skills/training-resource-budget.json | 4 +-
.../skills/video-diffusion-optimization.json | 4 +-
.../knowledge/common/skills/vllm-metal.json | 30 +++--
.../skills/weight-loading-optimization.json | 4 +-
.../cuda/skills/audit-afd-p2p-exchanges.json | 32 ++++--
.../skills/audit-flare-session-lifecycle.json | 32 ++++--
.../diagnose-attention-bottlenecks.json | 31 +++--
.../cuda/skills/host-overhead-profiling.json | 33 ++++--
.../cuda/skills/reason-hopper-kernels.json | 28 +++--
81 files changed, 1359 insertions(+), 493 deletions(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index b5dfcea91..50c3f1b6c 100644
--- a/docs/skill-coverage.md
+++ b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
matrices. **Do not edit by hand**; regenerate after any registry, skill,
matrix or frozen-plan change.
-- Input digest: `sha256:0387b0dbebdc102488fc590e62070ebd0855040470a8056e5df48cc5df4b27fc`
+- Input digest: `sha256:7640b171256091efd1514a33d5e434eef3feaed238fc92fe3eeba02fee94e9ff`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -55,36 +55,36 @@ optimization is fully covered or that any procedure has measured benefit.
| Skill | Backend | Declared task | Applicability | Conditions | SearchSpace layer / stage | Reference Matrix | State | Gaps |
|---|---|---|---|---|---|---|---|---|
-| [ascend-aclgraph-capture-replay](../src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md) | ascend | Diagnose vLLM-Ascend ACLGraph capture/replay eligibility, stable-input and ordering contracts, and capture-resource ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (vllm-project/vllm-ascend @ `8a8e1e05ecb64a30804c99c8f362909f9a0cb5bf` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [ascend-device-health](../src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md) | ascend | Pre-run health checks and recovery procedures for Ascend NPU devices on shared machines: card-group topology ... | **unknown** | — | 4 Network · Diagnose
5 OS · Observe / Profile / Diagnose / Configure / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [ascend-distributed-parallel](../src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md) | ascend | Select and validate distributed parallelism strategy on Ascend NPU: topology-aware card-group selection, USP/CP/TP/PP ... | **unknown** | — | 1 Accelerator · Configure
4 Network · Diagnose / Configure / Optimize / Verify / Observe | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (cann/hccl @ `96fab0a2acb761e7f8ab0f94aeb5138f200a345b` (CANN Open ...) | candidate · not_run · 3 readset(s) | no-applicability, no-eval |
-| [ascend-graph-mode](../src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md) | ascend | Diagnose an Ascend TorchAir ACL graph path from versioned configuration through FX compilation, capture-key selection ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Verify
3 SSD · Diagnose | 1 · Systems sources (Ascend/torchair @ `e1118e8b0fc1b95190ab53b732c0872989550e20` ...)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 3 readset(s) | no-applicability, no-eval |
-| [ascend-model-adaptation](../src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md) | ascend | Patterns for porting LLM/VLM model adapters to Ascend NPU: FP8 checkpoint handling, KV replication with TP, multimodal ... | **unknown** | — | 1 Accelerator · Configure
3 SSD · Diagnose / Configure | 1 · Systems sources (vllm-project/vllm-ascend @ bc8115ed) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [ascend-operator-profiling](../src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md) | ascend | Benchmark a single Ascend NPU operator using msprof op: build, collect with warmup, read the 8 CSV metrics files ... | **unknown** | — | 1 Accelerator · Observe / Profile
5 OS · Observe / Profile | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [ascend-operator-tuning](../src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md) | ascend | Run a staged, accuracy-gated tuning campaign on a single Ascend NPU operator: set a numeric target up front, block ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [ascend-optimization-casebook](../src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md) | ascend | Casebook of NPU optimization cases for Ascend inference systems: symptom → diagnosis → action → evidence records for ... | **unknown** | — | 1 Accelerator · Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [ascend-performance-analysis](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md) | ascend | Diagnose performance bottlenecks on Ascend NPU systems using CANN profiling data. Maps GPU profiling concepts (nsys ... | **unknown** | — | 1 Accelerator · Observe / Profile / Diagnose / Verify
4 Network · Observe / Profile / Diagnose / Verify
5 OS · Diagnose | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (cann/cannbot @ `c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110` (selected ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | ascend | Run and verify goal-driven Ascend video diffusion optimization. Specializes the backend-agnostic ... | Ascend NPU video diffusion inference and serving optimization | — | 1 Accelerator †guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 1 readset(s) | no-Reference-Matrix-row, no-eval |
-| [ascendc-tiling-design](../src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md) | ascend | Design tiling for a custom AscendC operator: normalize the shape first (axis-collapse or flatten), answer the ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [cann-attribution-overlap](../src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md) | ascend | Attribute NPU trace kernels to model source and plan bounded multistream overlap: select a representative step, map ... | **unknown** | — | 1 Accelerator · Observe / Profile / Diagnose / Optimize / Verify
4 Network · Diagnose / Optimize / Verify | 1 · Systems sources (cann/oam-tools @ `8440935f` (!302 import; later master `f3cf4115` ...) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [cgroup-resource-controls](../src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md) | common | Diagnose and configure cgroup v2 resource controls for serving/training workloads: distinguish quota stalls from ... | **unknown** | — | 2 RAM/Host · Observe / Profile / Configure / Verify
5 OS · Observe / Profile / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Linux cgroup v2 docs — kernel.org live 2026-10-15 (revision ...) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [diagnose-attention-bottlenecks](../src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md) | cuda | Diagnose the next attention-kernel bottleneck after IO reduction using evidence about HBM traffic, work ownership ... | **unknown** | — | 1 Accelerator · Diagnose / Optimize / Verify | 1 · Systems sources (FlashAttention — [2205.14135v2](https://arxiv.org/abs/2205.14135v2)) | candidate · not_run · 9 readset(s) | no-applicability, no-eval |
-| [host-memory-management](../src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md) | common | Audit pinned host buffers and asynchronous CUDA transfers: distinguish copy ordering, host mutation/reuse and device ... | **unknown** | — | 2 RAM/Host · Configure / Verify | 1 · Systems sources (python/cpython @ `60403a5409ff2c3f3b07dd2ca91a7a3e096839c7` (v3.13.0 ...)
1 · Systems sources (pytorch/pytorch @ `ba56102387ef21a3b04b357e5b183d48f0afefc7` (v2.8.0 ...)
1 · Systems sources (vllm-project/vllm-ascend @ `8a8e1e05ecb64a30804c99c8f362909f9a0cb5bf` ...) | candidate · not_run · 4 readset(s) | no-applicability, no-eval |
-| [host-overhead-optimization](../src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md) | common | Profile and reduce CPU/host overhead in inference serving using line_profiler. Iterative ... | **unknown** | — | 2 RAM/Host · Optimize / Diagnose / Verify | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [host-overhead-profiling](../src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md) | cuda | Detect and diagnose CPU/host overhead in inference serving from nsys traces. Answers: is host overhead the bottleneck? ... | **unknown** | — | 2 RAM/Host · Observe / Profile / Diagnose | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [os-process-placement](../src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md) | common | Place and configure inference/training processes at the OS level before measuring or optimizing: check then pin CPU ... | **unknown** | — | 5 OS · Optimize | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (vllm-project/vllm-ascend @ bc8115ed) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [reason-hopper-kernels](../src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md) | cuda | Reason about Hopper SM90 CUDA GEMM kernels using TMA and mbarrier lifetimes, WGMMA warpgroup participation, register ... | Source-derived Hopper SM90/SM90a kernel reasoning for TMA/mbarrier, WGMMA ... | architectures, excluded_mechanisms | 1 Accelerator †guidance: Hopper kernel reasoning (source-derived) | 1 · Systems sources (NVlabs/kda @ `acdd79343c5e9d0c7cb96289f26fd3f1051ce785` → ...) | candidate · not_run · 3 readset(s) | no-eval |
-| [storage-io-measurement](../src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md) | common | Measure storage I/O for LLM/diffusion serving without conflating device metrics with application outcomes: match the ... | **unknown** | — | 3 SSD · Observe / Profile / Diagnose / Verify | 1 · Systems sources (axboe/fio @ acb7a302)
1 · Systems sources (sysstat/sysstat @ efd0c445) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [torchnpu-device-memory-lifecycle](../src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md) | ascend | Diagnose TorchNPU device-HBM reuse, cross-stream lifetimes, cache retention and fragmentation, then propose ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Ascend/pytorch (TorchNPU) @ `67511c53cd4c88014f6123de7097677e60e85faa` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [torchnpu-pinned-host-memory-lifecycle](../src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md) | ascend | Diagnose TorchNPU pinned-host RAM allocation, asynchronous-copy lifetime, reuse and cache controls, then propose ... | **unknown** | — | 2 RAM/Host · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Ascend/pytorch (TorchNPU) @ `67511c53cd4c88014f6123de7097677e60e85faa` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
+| [ascend-aclgraph-capture-replay](../src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md) | ascend | Diagnose vLLM-Ascend ACLGraph capture/replay eligibility, stable-input and ordering contracts, and capture-resource ... | Diagnose vLLM-Ascend ACLGraph eligibility, capture/replay dispatch, caller-buffer ... | input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (vllm-project/vllm-ascend @ `8a8e1e05ecb64a30804c99c8f362909f9a0cb5bf` ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [ascend-device-health](../src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md) | ascend | Pre-run health checks and recovery procedures for Ascend NPU devices on shared machines: card-group topology ... | Pre-run Ascend device-health, topology, occupancy and timing checks before a trusted ... | failure_modes, input_contract, produced_artifact
3 advice | 4 Network · Diagnose
5 OS · Observe / Profile / Diagnose / Configure / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39) | candidate · not_run · 0 readset(s) | no-eval |
+| [ascend-distributed-parallel](../src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md) | ascend | Select and validate distributed parallelism strategy on Ascend NPU: topology-aware card-group selection, USP/CP/TP/PP ... | Select and diagnose Ascend parallel strategies and their activation/overlap, with a ... | failure_modes, input_contract, produced_artifact
4 advice | 1 Accelerator · Configure
4 Network · Diagnose / Configure / Optimize / Verify / Observe | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (cann/hccl @ `96fab0a2acb761e7f8ab0f94aeb5138f200a345b` (CANN Open ...) | candidate · not_run · 3 readset(s) | no-eval |
+| [ascend-graph-mode](../src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md) | ascend | Diagnose an Ascend TorchAir ACL graph path from versioned configuration through FX compilation, capture-key selection ... | Diagnose the TorchAir Python ACL graph path from configuration and FX compilation through ... | failure_modes, input_contract, produced_artifact
3 advice | 1 Accelerator · Diagnose / Configure / Verify
3 SSD · Diagnose | 1 · Systems sources (Ascend/torchair @ `e1118e8b0fc1b95190ab53b732c0872989550e20` ...)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 3 readset(s) | no-eval |
+| [ascend-model-adaptation](../src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md) | ascend | Patterns for porting LLM/VLM model adapters to Ascend NPU: FP8 checkpoint handling, KV replication with TP, multimodal ... | Checkpoint onboarding for LLM/VLM adapters on Ascend: weight/scale loading, KV-head ... | failure_modes, input_contract, produced_artifact
3 advice | 1 Accelerator · Configure
3 SSD · Diagnose / Configure | 1 · Systems sources (vllm-project/vllm-ascend @ bc8115ed) | candidate · not_run · 0 readset(s) | no-eval |
+| [ascend-operator-profiling](../src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md) | ascend | Benchmark a single Ascend NPU operator using msprof op: build, collect with warmup, read the 8 CSV metrics files ... | Build, measure and diagnose one Ascend operator in isolation using msprof op, before ... | failure_modes, input_contract, produced_artifact
3 advice | 1 Accelerator · Observe / Profile
5 OS · Observe / Profile | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-eval |
+| [ascend-operator-tuning](../src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md) | ascend | Run a staged, accuracy-gated tuning campaign on a single Ascend NPU operator: set a numeric target up front, block ... | Run a bounded, accuracy-gated tuning campaign for a single Ascend operator already ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-eval |
+| [ascend-optimization-casebook](../src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md) | ascend | Casebook of NPU optimization cases for Ascend inference systems: symptom → diagnosis → action → evidence records for ... | Find source-derived prior cases for an already classified Ascend inference bottleneck ... | input_contract, produced_artifact, refusal_point
2 advice | 1 Accelerator · Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39) | candidate · not_run · 0 readset(s) | no-eval |
+| [ascend-performance-analysis](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md) | ascend | Diagnose performance bottlenecks on Ascend NPU systems using CANN profiling data. Maps GPU profiling concepts (nsys ... | Interpret Ascend CANN profiling evidence from step breakdown through ... | failure_modes, input_contract, produced_artifact
3 advice | 1 Accelerator · Observe / Profile / Diagnose / Verify
4 Network · Observe / Profile / Diagnose / Verify
5 OS · Diagnose | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (cann/cannbot @ `c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110` (selected ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [ascend-video-diffusion-optimization](../src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md) | ascend | Run and verify goal-driven Ascend video diffusion optimization. Specializes the backend-agnostic ... | Ascend NPU video diffusion inference and serving optimization | failure_modes, input_contract, produced_artifact
3 advice | 1 Accelerator †guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 1 readset(s) | no-Reference-Matrix-row, no-eval |
+| [ascendc-tiling-design](../src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md) | ascend | Design tiling for a custom AscendC operator: normalize the shape first (axis-collapse or flatten), answer the ... | Design or restructure AscendC tiling for the covered reduction, broadcast and elementwise ... | failure_modes, input_contract, produced_artifact
3 advice | 1 Accelerator · Optimize | 1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c) | candidate · not_run · 0 readset(s) | no-eval |
+| [cann-attribution-overlap](../src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md) | ascend | Attribute NPU trace kernels to model source and plan bounded multistream overlap: select a representative step, map ... | Attribute representative CANN trace kernels to source owners and plan bounded multistream ... | failure_modes, input_contract, produced_artifact
4 advice | 1 Accelerator · Observe / Profile / Diagnose / Optimize / Verify
4 Network · Diagnose / Optimize / Verify | 1 · Systems sources (cann/oam-tools @ `8440935f` (!302 import; later master `f3cf4115` ...) | candidate · not_run · 0 readset(s) | no-eval |
+| [cgroup-resource-controls](../src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md) | common | Diagnose and configure cgroup v2 resource controls for serving/training workloads: distinguish quota stalls from ... | Audit Linux cgroup v2 CPU quota/shares, effective placement, memory pressure/protection ... | failure_modes, input_contract, produced_artifact
4 advice | 2 RAM/Host · Observe / Profile / Configure / Verify
5 OS · Observe / Profile / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Linux cgroup v2 docs — kernel.org live 2026-10-15 (revision ...) | candidate · not_run · 0 readset(s) | no-eval |
+| [diagnose-attention-bottlenecks](../src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md) | cuda | Diagnose the next attention-kernel bottleneck after IO reduction using evidence about HBM traffic, work ownership ... | Diagnose attention-kernel bottlenecks after IO reduction, tile/pipeline regressions and ... | input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Optimize / Verify | 1 · Systems sources (FlashAttention — [2205.14135v2](https://arxiv.org/abs/2205.14135v2)) | candidate · not_run · 9 readset(s) | no-eval |
+| [host-memory-management](../src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md) | common | Audit pinned host buffers and asynchronous CUDA transfers: distinguish copy ordering, host mutation/reuse and device ... | Audit host preparation, pinned-host pressure and asynchronous CUDA-copy ... | failure_modes, input_contract, produced_artifact
3 advice | 2 RAM/Host · Configure / Verify | 1 · Systems sources (python/cpython @ `60403a5409ff2c3f3b07dd2ca91a7a3e096839c7` (v3.13.0 ...)
1 · Systems sources (pytorch/pytorch @ `ba56102387ef21a3b04b357e5b183d48f0afefc7` (v2.8.0 ...)
1 · Systems sources (vllm-project/vllm-ascend @ `8a8e1e05ecb64a30804c99c8f362909f9a0cb5bf` ...) | candidate · not_run · 4 readset(s) | no-eval |
+| [host-overhead-optimization](../src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md) | common | Profile and reduce CPU/host overhead in inference serving using line_profiler. Iterative ... | Use line-level profiling to reduce exposed Python request-preparation, scheduling and ... | failure_modes, input_contract, produced_artifact
3 advice | 2 RAM/Host · Optimize / Diagnose / Verify | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-eval |
+| [host-overhead-profiling](../src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md) | cuda | Detect and diagnose CPU/host overhead in inference serving from nsys traces. Answers: is host overhead the bottleneck? ... | Detect exposed host overhead and diagnose per-step host regressions in CUDA inference ... | failure_modes, input_contract, produced_artifact
3 advice | 2 RAM/Host · Observe / Profile / Diagnose | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-eval |
+| [os-process-placement](../src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md) | common | Place and configure inference/training processes at the OS level before measuring or optimizing: check then pin CPU ... | Prepare and record CPU/NUMA process placement, phase-specific thread settings, device ... | failure_modes, input_contract, produced_artifact
3 advice | 5 OS · Optimize | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (vllm-project/vllm-ascend @ bc8115ed) | candidate · not_run · 1 readset(s) | no-eval |
+| [reason-hopper-kernels](../src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md) | cuda | Reason about Hopper SM90 CUDA GEMM kernels using TMA and mbarrier lifetimes, WGMMA warpgroup participation, register ... | Source-derived Hopper SM90/SM90a kernel reasoning for TMA/mbarrier, WGMMA ... | architectures, excluded_mechanisms, failure_modes, input_contract, produced_artifact
3 advice | 1 Accelerator †guidance: Hopper kernel reasoning (source-derived) | 1 · Systems sources (NVlabs/kda @ `acdd79343c5e9d0c7cb96289f26fd3f1051ce785` → ...) | candidate · not_run · 3 readset(s) | no-eval |
+| [storage-io-measurement](../src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md) | common | Measure storage I/O for LLM/diffusion serving without conflating device metrics with application outcomes: match the ... | Measure and attribute storage traffic for model loading or serving while separating ... | input_contract, produced_artifact, refusal_point
4 advice | 3 SSD · Observe / Profile / Diagnose / Verify | 1 · Systems sources (axboe/fio @ acb7a302)
1 · Systems sources (sysstat/sysstat @ efd0c445) | candidate · not_run · 0 readset(s) | no-eval |
+| [torchnpu-device-memory-lifecycle](../src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md) | ascend | Diagnose TorchNPU device-HBM reuse, cross-stream lifetimes, cache retention and fragmentation, then propose ... | Diagnose TorchNPU device-HBM reuse, stream lifetimes, fragmentation and ... | input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Ascend/pytorch (TorchNPU) @ `67511c53cd4c88014f6123de7097677e60e85faa` ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [torchnpu-pinned-host-memory-lifecycle](../src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md) | ascend | Diagnose TorchNPU pinned-host RAM allocation, asynchronous-copy lifetime, reuse and cache controls, then propose ... | Diagnose TorchNPU pinned-host RAM allocation, asynchronous-copy ownership/readiness ... | input_contract, produced_artifact, refusal_point
3 advice | 2 RAM/Host · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Ascend/pytorch (TorchNPU) @ `67511c53cd4c88014f6123de7097677e60e85faa` ...) | candidate · not_run · 1 readset(s) | no-eval |
## Registered: Frameworks (5)
| Skill | Backend | Declared task | Applicability | Conditions | SearchSpace layer / stage | Reference Matrix | State | Gaps |
|---|---|---|---|---|---|---|---|---|
-| [dcp-async-save-performance](../src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md) | common | Diagnose training-visible checkpoint pauses using PyTorch Distributed Checkpoint asynchronous saving and staging ... | **unknown** | — | 1 Accelerator · Diagnose / Configure / Optimize
2 RAM/Host · Observe / Profile / Configure / Optimize / Verify †guidance: PyTorch framework source procedures
3 SSD · Observe / Profile / Configure / Optimize / Verify †guidance: PyTorch framework source procedures | 1 · Systems sources (C1 / DCP async-save-only approval — pytorch/pytorch @ ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [diffusers-invocation-state](../src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md) | common | Trace Diffusers pipeline-wrapper and scheduler invocation state when repeated calls, from_pipe reuse or interruption ... | FluxPipeline and FlowMatchEulerDiscreteScheduler invocation ownership at this source pin ... | — | 2 RAM/Host †guidance: Diffusers invocation guidance (source-derived) | Diffusers invocation source extraction (huggingface/diffusers @ `aea7b70be0f594bcdc15a6f2677ee2ca85e49e8e` ...) | candidate · not_run · 1 readset(s) | no-eval |
-| [lazy-evaluation-stream-lifetimes](../src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md) | common | Diagnose MLX lazy evaluation, cross-stream ordering and array-buffer lifetimes when timing, memory use or asynchronous ... | MLX evaluation/stream/buffer diagnosis at the pinned implementation; qualify the actual ... | — | 1 Accelerator †guidance: MLX framework guidance (source-derived) | MLX framework source extraction (ml-explore/mlx @ `bff10220c742907f0c68e55ff174aaea56f74e3d` (MIT)) | candidate · not_run · 1 readset(s) | no-eval |
+| [dcp-async-save-performance](../src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md) | common | Diagnose training-visible checkpoint pauses using PyTorch Distributed Checkpoint asynchronous saving and staging ... | Source-supported diagnosis of training-visible PyTorch DCP save pauses ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Optimize
2 RAM/Host · Observe / Profile / Configure / Optimize / Verify †guidance: PyTorch framework source procedures
3 SSD · Observe / Profile / Configure / Optimize / Verify †guidance: PyTorch framework source procedures | 1 · Systems sources (C1 / DCP async-save-only approval — pytorch/pytorch @ ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [diffusers-invocation-state](../src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md) | common | Trace Diffusers pipeline-wrapper and scheduler invocation state when repeated calls, from_pipe reuse or interruption ... | FluxPipeline and FlowMatchEulerDiscreteScheduler invocation ownership at this source pin ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 2 RAM/Host †guidance: Diffusers invocation guidance (source-derived) | Diffusers invocation source extraction (huggingface/diffusers @ `aea7b70be0f594bcdc15a6f2677ee2ca85e49e8e` ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [lazy-evaluation-stream-lifetimes](../src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md) | common | Diagnose MLX lazy evaluation, cross-stream ordering and array-buffer lifetimes when timing, memory use or asynchronous ... | MLX evaluation/stream/buffer diagnosis at the pinned implementation; qualify the actual ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator †guidance: MLX framework guidance (source-derived) | MLX framework source extraction (ml-explore/mlx @ `bff10220c742907f0c68e55ff174aaea56f74e3d` (MIT)) | candidate · not_run · 1 readset(s) | no-eval |
| [pytorch](../src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md) | common | Operate and diagnose PyTorch installation, tensors and autograd, training and data, compilation and export, accelerator ... | Major user workflows and selected deep mechanisms of pinned pytorch/pytorch source; exact ... | failure_modes, input_contract, produced_artifact, refusal_point | 1 Accelerator †guidance: PyTorch framework source procedures
2 RAM/Host †guidance: PyTorch framework source procedures
3 SSD †guidance: PyTorch framework source procedures
4 Network †guidance: PyTorch framework source procedures | PyTorch framework operating graph (pytorch/pytorch @ `9a90a4fefcaafa63ac984621963a6fcc66aee68c`, source ...) | candidate · not_run · 1 readset(s) | no-eval |
| [torch-npu](../src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md) | ascend | Operate and diagnose TorchNPU on Ascend across installation, PrivateUse1 dispatch, operator development, memory and ... | Source-grounded TorchNPU operation and diagnosis; qualify the selected installed stack ... | failure_modes, input_contract, produced_artifact, refusal_point | 1 Accelerator †guidance: TorchNPU framework source procedures
2 RAM/Host †guidance: TorchNPU framework source procedures
4 Network †guidance: TorchNPU framework source procedures | TorchNPU framework operating graph (Ascend/pytorch @ `046934140b96836c3fcef14d0f39ae54dc0a06bf` ...) | candidate · not_run · 2 readset(s) | no-eval |
@@ -92,32 +92,32 @@ optimization is fully covered or that any procedure has measured benefit.
| Skill | Backend | Declared task | Applicability | Conditions | SearchSpace layer / stage | Reference Matrix | State | Gaps |
|---|---|---|---|---|---|---|---|---|
-| [audit-afd-p2p-exchanges](../src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md) | cuda | Audit CUDA P2pNccl Attention/FFN rank namespaces and per-stage, per-peer hidden-state ownership when uneven worker ... | Source-based CUDA P2pNccl rank/payload audit; selected eager dense-FFN path with ... | — | 1 Accelerator · Diagnose / Configure / Verify | 1 · Systems sources (vllm-project/afd-plugin @ `df8d6a0c403c3ca1b4ed9cf1687e7204908bebec` ...) | candidate · not_run · 1 readset(s) | no-eval |
-| [audit-flare-session-lifecycle](../src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md) | cuda | Audit Flare complete prefix/session restoration, inbound transfer tickets, publication/use/retirement fences and ... | Pinned Flare complete-session restore and admission audit for its NVIDIA SM120/SM121 ... | — | 1 Accelerator †guidance: Flare preparation and complete-session source contracts
2 RAM/Host †guidance: Flare preparation and complete-session source contracts
3 SSD †guidance: Flare preparation and complete-session source contracts | Flare preparation and complete-session source knowledge (NVIDIA/flare-local-inference → [NVIDIA/local-inference](https://github ...) | candidate · not_run · 2 readset(s) | no-eval |
-| [audit-h3-metal-fasth3-semantics](../src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md) | common | Audit h3-metal FastH3 effective configuration, checkpoint tensor and schedule semantics, partial VSA tiles, sparse ... | h3-metal FastH3 requested/effective configuration, checkpoint transformation and ... | — | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (zuiho-kai/h3-metal @ `4ba47a3eabdbebf801ac6664b31f8ec168bc57a8` ...) | candidate · not_run · 3 readset(s) | no-eval |
-| [audit-h3-runtime-residency](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md) | common | Audit MiniMax-H3 generation in h3.c on Apple Silicon by tracing conditioning, AdaLN precompute, DiT residency, Metal ... | MiniMax-H3 joint audio/video C/Metal runtime audit: raw checkpoint compatibility, input ... | — | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Configure / Verify | 1 · Systems sources (antirez/h3.c @ `8974cc055ea9c02fcd14cc27dfda3e1027c05153` (MIT ...) | candidate · not_run · 3 readset(s) | no-eval |
-| [audit-llama-runtime-state](../src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md) | common | Audit llama.cpp context memory, partial decode progress, graph reuse and server cancellation when a retry, stale ... | Pinned llama.cpp context-memory, graph-reuse and server task-lifecycle diagnosis ... | — | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (ggml-org/llama.cpp @ `707616feb5f379e99ff7442680a55b4a1704c7c9` (MIT ...) | candidate · not_run · 1 readset(s) | no-eval |
-| [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED ... | — | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-eval |
-| [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | common | Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery ... | Source-grounded audit of native image-generation weight/runtime residency, optional ... | — | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Verify | 1 · Systems sources (leejet/stable-diffusion.cpp @ `b13a48219d5cdf408edcb93da6cd69b612ed03d ...) | candidate · not_run · 2 readset(s) | no-eval |
-| [audit-sglang-diffusion-lifetimes](../src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md) | common | Diagnose SGLang multimodal_gen stage state, component residency and request timeout/deletion when grouped outputs ... | Bounded monolithic multimodal_gen composed-pipeline state and lifecycle diagnosis; actual ... | — | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (sgl-project/sglang @ `df13d5dce31abfeff0e701a62e8c39a136758e6c` ...) | candidate · not_run · 1 readset(s) | no-eval |
-| [audit-vllm-kv-lifetimes](../src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md) | common | Audit vLLM V1 asynchronous KV load/save completion, block retention, preemption, and receive-failure contracts when ... | **unknown** | — | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
-| [bound-windowed-attention-replay](../src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md) | common | Bound replay or prefill query rows across a producer/consumer boundary whose retained inputs and separately preserved ... | Decoders with an explicit producer/consumer boundary and a demonstrated dependency ... | — | 1 Accelerator †guidance: DeepInfer bounded source guidance
2 RAM/Host †guidance: DeepInfer bounded source guidance | DeepInfer source extraction (deepseek-ai/DeepInfer @ `8b16149741a4935e1dec8cea27853f273b374c5b` ...) | candidate · not_run · 2 readset(s) | no-eval |
-| [budget-speculative-verification](../src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md) | common | Decide how many draft tokens to verify per decode step when acceptance varies by request and position. Use when an ... | Engines with multi-token speculative decoding whose verification forward cost grows with ... | — | 1 Accelerator †guidance: DeepInfer bounded source guidance | DeepInfer source extraction (deepseek-ai/DeepInfer @ `8b16149741a4935e1dec8cea27853f273b374c5b` ...) | candidate · not_run · 2 readset(s) | no-eval |
-| [comfy-ui](../src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md) | common | Audit ComfyUI workflow-output cache validity, lazy dependencies and model-weight residency as separate state contracts ... | Source-grounded ComfyUI workflow-output cache and model-weight ownership audit; confirm ... | — | 1 Accelerator · Diagnose / Configure / Verify
2 RAM/Host · Diagnose / Configure / Verify | 1 · Systems sources (Comfy-Org/ComfyUI @ `b1a247c9cf9dbfda4b2c0a0c1d50950667eeaa0c` (GNU ...) | candidate · not_run · 1 readset(s) | no-eval |
-| [diagnose-vllm-admission-pressure](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md) | common | Diagnose vLLM V1 admission stalls and KV-pressure preemption by separating token, input, active-request ... | **unknown** | — | 1 Accelerator · Observe / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 14 readset(s) | no-applicability, no-eval |
-| [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | common | Investigate DwarfStar model fit, expert SSD streaming, session and vision cache correctness, speculative sampling and ... | Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support ... | — | 1 Accelerator †guidance: DwarfStar source-derived execution/state graph
2 RAM/Host †guidance: DwarfStar source-derived execution/state graph
3 SSD †guidance: DwarfStar source-derived execution/state graph | DwarfStar portable AREX extraction (antirez/ds4 @ `ee7e8405232c8971000cc7ba2b945b00bf6d20d3`; AREX-Skill ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
-| [generation-cache-lifecycle](../src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md) | common | Trace MLX-LM prefill, generation batching, prompt-cache reuse and cooperative stopping when request state, cache rows ... | MLX-LM generation, batch-row and prefix-cache diagnosis; model/backend/runtime ... | — | 2 RAM/Host †guidance: MLX-LM application guidance (source-derived) | MLX-LM application source extraction (ml-explore/mlx-lm @ `ab7f7048dc341ced2d84b1887eeb17d60b0d1b02` (MIT)) | candidate · not_run · 1 readset(s) | no-eval |
-| [husky](../src/inferrsi/data/skill_library/repositories/husky/SKILL.md) | common | Review Husky's official-document claims as research hypotheses, separating author reports, implementation evidence ... | Review Husky document claims and specify missing evidence; common catalog scope is not ... | — | **unknown** | Husky document-only research adaptation (Official https://husky.underdog.ai/; displayed2026-09-20 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
-| [kv-tier-management](../src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md) | common | Manage runtime KV cache tiers (GPU → CPU RAM → local disk) for LLM serving: decide when KV is stored, retained ... | **unknown** | — | 2 RAM/Host · Configure / Optimize
3 SSD · Optimize | 1 · Systems sources (LMCache/LMCache @ c3b875a) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
-| [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | common | Investigate Lily's exact Qwen3.6-35B-A3B MLX-affine-Q4 contract, Metal state and kernels, strict greedy text API ... | Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog ... | — | 1 Accelerator †guidance: Lily exact-model source contracts
2 RAM/Host †guidance: Lily exact-model source contracts | Lily portable AREX extraction (perplexityai/pplx-garden `lily/` @ `1ed972ed3f0bd5616c997c9507c25616c6 ...) | candidate · not_run · 2 readset(s) | no-eval |
-| [lithos-metal](../src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md) | common | Inspect Lithos Metal compilation and fusion, GPU-resident generation and DSpark state, or local serving and ... | Pinned Lithos Metal 0.1.2 source/API contracts; Apple silicon Metal runtime; model and ... | — | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (lithos-ai/lithos-metal @ `6653b7df5f2c4392ec7b038960f2796b1499923f` ...) | candidate · not_run · 1 readset(s) | no-eval |
-| [local-dream](../src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md) | common | Audit Local Dream Android desired-versus-serving process state, remote exposure, native backend and DiT packaging/ABI ... | Selected Android app/process and native diffusion boundary contracts; common is a ... | — | 2 RAM/Host †guidance: Local Dream Android diffusion source contracts | Local Dream Android diffusion boundary source (xororz/local-dream @ `db162df4d9bb6efc6595250423d8df26241f4c27` ...) | candidate · not_run · 2 readset(s) | no-eval |
-| [mistral-rs](../src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md) | common | Investigate mistral.rs Metal paged-attention decode layouts, prefill coordinates and workspace, actual-model prewarm ... | Selected native Metal paged decode/prefill layout/metadata/workspace and ... | — | 1 Accelerator †guidance: mistral.rs Metal paged-attention source contracts
2 RAM/Host †guidance: mistral.rs Metal paged-attention source contracts | mistral.rs Metal paged-attention extraction (EricLBuehler/mistral.rs @ `9459891e7697238225885518119682ac8209a612` ...) | candidate · not_run · 2 readset(s) | no-eval |
-| [mlc-llm](../src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md) | common | Investigate MLC LLM compiled Metal artifact/schema, Apple target and pinned TVM module/storage/stream contracts, and ... | Selected artifact/Apple target/pinned TVM Metal consumer and KV configuration source ... | — | 1 Accelerator †guidance: MLC LLM artifact, target and runtime source contracts
2 RAM/Host †guidance: MLC LLM artifact, target and runtime source contracts | MLC LLM compiled Metal and runtime contracts (mlc-ai/mlc-llm @ `8978ea9aec626d64096aaa92fbc89bda2e3ea802`; TVM ...) | candidate · not_run · 2 readset(s) | no-eval |
-| [mlx-swift-lm](../src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md) | common | Investigate MLX Swift LM generation ownership, cancellation and settled task completion, and recurrent GatedDelta Metal ... | Selected Swift ownership/cancellation/settling and actual GatedDelta Metal/ops contracts ... | — | 1 Accelerator †guidance: MLX Swift LM ownership and recurrent Metal source contracts
2 RAM/Host †guidance: MLX Swift LM ownership and recurrent Metal source contracts | MLX Swift LM lifecycle and recurrent Metal extraction (ml-explore/mlx-swift-lm @ `3d066d3a0ffdc7e70c476a3d31488ea62dfdd0ac` ...) | candidate · not_run · 2 readset(s) | no-eval |
-| [project-maya](../src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md) | common | Investigate Project Maya model-family dispatch, representation and memory tiers, API versus native state, speculative ... | Model-specific dispatch/residency, API/native state and qualification investigation ... | — | 1 Accelerator †guidance: Project Maya model-specific source contracts
2 RAM/Host †guidance: Project Maya model-specific source contracts
3 SSD †guidance: Project Maya model-specific source contracts | Project Maya source and CPU-slice extraction (mw00/project-maya @ `249f9a87d1a9d72bec2b684d704b0aa9296b1c9c` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
-| [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | Pinned Splash representation, planning, state/serving and verification investigation ... | — | 1 Accelerator †guidance: Splash source-derived planning and state
2 RAM/Host †guidance: Splash source-derived planning and state
3 SSD †guidance: Splash source-derived planning and state | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
-| [vllm-metal](../src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md) | common | Investigate vllm-metal Apple inference through platform and native-ABI selection, paged KV/offload ownership ... | Selected plugin preparation, KV/offload ownership and speculative/deferred/dispatch ... | — | 1 Accelerator †guidance: vLLM Metal selected source contracts
2 RAM/Host †guidance: vLLM Metal selected source contracts
3 SSD †guidance: vLLM Metal selected source contracts | vLLM Metal portable AREX source and CPU extraction (vllm-project/vllm-metal @ `e7df7a6ff215f99c7842552d230fdbc709835934` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
+| [audit-afd-p2p-exchanges](../src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md) | cuda | Audit CUDA P2pNccl Attention/FFN rank namespaces and per-stage, per-peer hidden-state ownership when uneven worker ... | Source-based CUDA P2pNccl rank/payload audit; selected eager dense-FFN path with ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Verify | 1 · Systems sources (vllm-project/afd-plugin @ `df8d6a0c403c3ca1b4ed9cf1687e7204908bebec` ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [audit-flare-session-lifecycle](../src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md) | cuda | Audit Flare complete prefix/session restoration, inbound transfer tickets, publication/use/retirement fences and ... | Pinned Flare complete-session restore and admission audit for its NVIDIA SM120/SM121 ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator †guidance: Flare preparation and complete-session source contracts
2 RAM/Host †guidance: Flare preparation and complete-session source contracts
3 SSD †guidance: Flare preparation and complete-session source contracts | Flare preparation and complete-session source knowledge (NVIDIA/flare-local-inference → [NVIDIA/local-inference](https://github ...) | candidate · not_run · 2 readset(s) | no-eval |
+| [audit-h3-metal-fasth3-semantics](../src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md) | common | Audit h3-metal FastH3 effective configuration, checkpoint tensor and schedule semantics, partial VSA tiles, sparse ... | h3-metal FastH3 requested/effective configuration, checkpoint transformation and ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (zuiho-kai/h3-metal @ `4ba47a3eabdbebf801ac6664b31f8ec168bc57a8` ...) | candidate · not_run · 3 readset(s) | no-eval |
+| [audit-h3-runtime-residency](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md) | common | Audit MiniMax-H3 generation in h3.c on Apple Silicon by tracing conditioning, AdaLN precompute, DiT residency, Metal ... | MiniMax-H3 joint audio/video C/Metal runtime audit: raw checkpoint compatibility, input ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Configure / Verify | 1 · Systems sources (antirez/h3.c @ `8974cc055ea9c02fcd14cc27dfda3e1027c05153` (MIT ...) | candidate · not_run · 3 readset(s) | no-eval |
+| [audit-llama-runtime-state](../src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md) | common | Audit llama.cpp context memory, partial decode progress, graph reuse and server cancellation when a retry, stale ... | Pinned llama.cpp context-memory, graph-reuse and server task-lifecycle diagnosis ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (ggml-org/llama.cpp @ `707616feb5f379e99ff7442680a55b4a1704c7c9` (MIT ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-eval |
+| [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | common | Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery ... | Source-grounded audit of native image-generation weight/runtime residency, optional ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Observe / Diagnose / Verify
2 RAM/Host · Observe / Diagnose / Verify
3 SSD · Diagnose / Verify | 1 · Systems sources (leejet/stable-diffusion.cpp @ `b13a48219d5cdf408edcb93da6cd69b612ed03d ...) | candidate · not_run · 2 readset(s) | no-eval |
+| [audit-sglang-diffusion-lifetimes](../src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md) | common | Diagnose SGLang multimodal_gen stage state, component residency and request timeout/deletion when grouped outputs ... | Bounded monolithic multimodal_gen composed-pipeline state and lifecycle diagnosis; actual ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Verify
2 RAM/Host · Diagnose / Verify | 1 · Systems sources (sgl-project/sglang @ `df13d5dce31abfeff0e701a62e8c39a136758e6c` ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [audit-vllm-kv-lifetimes](../src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md) | common | Audit vLLM V1 asynchronous KV load/save completion, block retention, preemption, and receive-failure contracts when ... | Pinned vLLM V1 scheduler/connector ownership audit for asynchronous KV load/save ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [bound-windowed-attention-replay](../src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md) | common | Bound replay or prefill query rows across a producer/consumer boundary whose retained inputs and separately preserved ... | Decoders with an explicit producer/consumer boundary and a demonstrated dependency ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator †guidance: DeepInfer bounded source guidance
2 RAM/Host †guidance: DeepInfer bounded source guidance | DeepInfer source extraction (deepseek-ai/DeepInfer @ `8b16149741a4935e1dec8cea27853f273b374c5b` ...) | candidate · not_run · 2 readset(s) | no-eval |
+| [budget-speculative-verification](../src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md) | common | Decide how many draft tokens to verify per decode step when acceptance varies by request and position. Use when an ... | Engines with multi-token speculative decoding whose verification forward cost grows with ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator †guidance: DeepInfer bounded source guidance | DeepInfer source extraction (deepseek-ai/DeepInfer @ `8b16149741a4935e1dec8cea27853f273b374c5b` ...) | candidate · not_run · 2 readset(s) | no-eval |
+| [comfy-ui](../src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md) | common | Audit ComfyUI workflow-output cache validity, lazy dependencies and model-weight residency as separate state contracts ... | Source-grounded ComfyUI workflow-output cache and model-weight ownership audit; confirm ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Diagnose / Configure / Verify
2 RAM/Host · Diagnose / Configure / Verify | 1 · Systems sources (Comfy-Org/ComfyUI @ `b1a247c9cf9dbfda4b2c0a0c1d50950667eeaa0c` (GNU ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [diagnose-vllm-admission-pressure](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md) | common | Diagnose vLLM V1 admission stalls and KV-pressure preemption by separating token, input, active-request ... | Pinned vLLM V1 branch-based diagnosis of queued requests, low scheduled-token counts and ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator · Observe / Diagnose / Configure / Optimize / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 14 readset(s) | no-eval |
+| [dwarfstar](../src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md) | common | Investigate DwarfStar model fit, expert SSD streaming, session and vision cache correctness, speculative sampling and ... | Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator †guidance: DwarfStar source-derived execution/state graph
2 RAM/Host †guidance: DwarfStar source-derived execution/state graph
3 SSD †guidance: DwarfStar source-derived execution/state graph | DwarfStar portable AREX extraction (antirez/ds4 @ `ee7e8405232c8971000cc7ba2b945b00bf6d20d3`; AREX-Skill ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
+| [generation-cache-lifecycle](../src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md) | common | Trace MLX-LM prefill, generation batching, prompt-cache reuse and cooperative stopping when request state, cache rows ... | MLX-LM generation, batch-row and prefix-cache diagnosis; model/backend/runtime ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 2 RAM/Host †guidance: MLX-LM application guidance (source-derived) | MLX-LM application source extraction (ml-explore/mlx-lm @ `ab7f7048dc341ced2d84b1887eeb17d60b0d1b02` (MIT)) | candidate · not_run · 1 readset(s) | no-eval |
+| [husky](../src/inferrsi/data/skill_library/repositories/husky/SKILL.md) | common | Review Husky's official-document claims as research hypotheses, separating author reports, implementation evidence ... | Review Husky document claims and specify missing evidence; common catalog scope is not ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | **unknown** | Husky document-only research adaptation (Official https://husky.underdog.ai/; displayed2026-09-20 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
+| [kv-tier-management](../src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md) | common | Manage runtime KV cache tiers (GPU → CPU RAM → local disk) for LLM serving: decide when KV is stored, retained ... | LMCache multiprocess runtime KV tier policy across engine GPU cache, host L1 and ... | failure_modes, input_contract, produced_artifact
3 advice | 2 RAM/Host · Configure / Optimize
3 SSD · Optimize | 1 · Systems sources (LMCache/LMCache @ c3b875a) | candidate · not_run · 0 readset(s) | no-eval |
+| [lily](../src/inferrsi/data/skill_library/repositories/lily/SKILL.md) | common | Investigate Lily's exact Qwen3.6-35B-A3B MLX-affine-Q4 contract, Metal state and kernels, strict greedy text API ... | Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator †guidance: Lily exact-model source contracts
2 RAM/Host †guidance: Lily exact-model source contracts | Lily portable AREX extraction (perplexityai/pplx-garden `lily/` @ `1ed972ed3f0bd5616c997c9507c25616c6 ...) | candidate · not_run · 2 readset(s) | no-eval |
+| [lithos-metal](../src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md) | common | Inspect Lithos Metal compilation and fusion, GPU-resident generation and DSpark state, or local serving and ... | Pinned Lithos Metal 0.1.2 source/API contracts; Apple silicon Metal runtime; model and ... | failure_modes, input_contract, produced_artifact
3 advice | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (lithos-ai/lithos-metal @ `6653b7df5f2c4392ec7b038960f2796b1499923f` ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [local-dream](../src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md) | common | Audit Local Dream Android desired-versus-serving process state, remote exposure, native backend and DiT packaging/ABI ... | Selected Android app/process and native diffusion boundary contracts; common is a ... | failure_modes, input_contract, produced_artifact
3 advice | 2 RAM/Host †guidance: Local Dream Android diffusion source contracts | Local Dream Android diffusion boundary source (xororz/local-dream @ `db162df4d9bb6efc6595250423d8df26241f4c27` ...) | candidate · not_run · 2 readset(s) | no-eval |
+| [mistral-rs](../src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md) | common | Investigate mistral.rs Metal paged-attention decode layouts, prefill coordinates and workspace, actual-model prewarm ... | Selected native Metal paged decode/prefill layout/metadata/workspace and ... | failure_modes, input_contract, produced_artifact
3 advice | 1 Accelerator †guidance: mistral.rs Metal paged-attention source contracts
2 RAM/Host †guidance: mistral.rs Metal paged-attention source contracts | mistral.rs Metal paged-attention extraction (EricLBuehler/mistral.rs @ `9459891e7697238225885518119682ac8209a612` ...) | candidate · not_run · 2 readset(s) | no-eval |
+| [mlc-llm](../src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md) | common | Investigate MLC LLM compiled Metal artifact/schema, Apple target and pinned TVM module/storage/stream contracts, and ... | Selected artifact/Apple target/pinned TVM Metal consumer and KV configuration source ... | failure_modes, input_contract, produced_artifact
3 advice | 1 Accelerator †guidance: MLC LLM artifact, target and runtime source contracts
2 RAM/Host †guidance: MLC LLM artifact, target and runtime source contracts | MLC LLM compiled Metal and runtime contracts (mlc-ai/mlc-llm @ `8978ea9aec626d64096aaa92fbc89bda2e3ea802`; TVM ...) | candidate · not_run · 2 readset(s) | no-eval |
+| [mlx-swift-lm](../src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md) | common | Investigate MLX Swift LM generation ownership, cancellation and settled task completion, and recurrent GatedDelta Metal ... | Selected Swift ownership/cancellation/settling and actual GatedDelta Metal/ops contracts ... | failure_modes, input_contract, produced_artifact
3 advice | 1 Accelerator †guidance: MLX Swift LM ownership and recurrent Metal source contracts
2 RAM/Host †guidance: MLX Swift LM ownership and recurrent Metal source contracts | MLX Swift LM lifecycle and recurrent Metal extraction (ml-explore/mlx-swift-lm @ `3d066d3a0ffdc7e70c476a3d31488ea62dfdd0ac` ...) | candidate · not_run · 2 readset(s) | no-eval |
+| [project-maya](../src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md) | common | Investigate Project Maya model-family dispatch, representation and memory tiers, API versus native state, speculative ... | Model-specific dispatch/residency, API/native state and qualification investigation ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator †guidance: Project Maya model-specific source contracts
2 RAM/Host †guidance: Project Maya model-specific source contracts
3 SSD †guidance: Project Maya model-specific source contracts | Project Maya source and CPU-slice extraction (mw00/project-maya @ `249f9a87d1a9d72bec2b684d704b0aa9296b1c9c` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
+| [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | Pinned Splash representation, planning, state/serving and verification investigation ... | failure_modes, input_contract, produced_artifact, refusal_point
3 advice | 1 Accelerator †guidance: Splash source-derived planning and state
2 RAM/Host †guidance: Splash source-derived planning and state
3 SSD †guidance: Splash source-derived planning and state | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
+| [vllm-metal](../src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md) | common | Investigate vllm-metal Apple inference through platform and native-ABI selection, paged KV/offload ownership ... | Selected plugin preparation, KV/offload ownership and speculative/deferred/dispatch ... | failure_modes, input_contract, produced_artifact
3 advice | 1 Accelerator †guidance: vLLM Metal selected source contracts
2 RAM/Host †guidance: vLLM Metal selected source contracts
3 SSD †guidance: vLLM Metal selected source contracts | vLLM Metal portable AREX source and CPU extraction (vllm-project/vllm-metal @ `e7df7a6ff215f99c7842552d230fdbc709835934` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
## Registered: Methods (20)
@@ -243,7 +243,7 @@ an entrypoint routes to procedures below it rather than adding one.
| `conflicting-SearchSpace-layer` | 0: — |
| `no-Reference-Matrix-row` | 8: ascend-video-diffusion-optimization, audit-fixed-workload-claim, cite-check-downstream-pr, claim-contract, competitor-scan, draft-acceptance-issue, rsi-evidence, video-diffusion-optimization |
| `no-sidecar` | 0: — |
-| `no-applicability` | 24: as listed in the Gaps column above |
+| `no-applicability` | 0: — |
| `no-eval` | 77: as listed in the Gaps column above |
These are inventory gaps, not efficacy results. Missing layer mappings stay
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 46c191217..86ee95d7e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
procedures use their corresponding backend; shared methods use `common`.
-Source snapshot: [2def9b3eaca539e5f79da3dc51164ab58da12319](https://github.com/InferMatrixLab/InferRSI/tree/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library).
+Source snapshot: [7aa3344bf84c42467f43b3a927e1c7d13642bd55](https://github.com/InferMatrixLab/InferRSI/tree/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library).
```bash
inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
```bash
python tools/build_skill_index.py --source-revision
-python tools/build_skill_index.py --source-revision 2def9b3eaca539e5f79da3dc51164ab58da12319 --check
+python tools/build_skill_index.py --source-revision 7aa3344bf84c42467f43b3a927e1c7d13642bd55 --check
```
`--check` detects missing, stale and unexpected generated records without writing.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index 5b189451c..d628bdadd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
@@ -39,7 +39,7 @@
"checkout_ref": "checkout:ascend-aclgraph-capture-replay",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md": "d494fc7e539cbb7388189bd7b3f04bb5c4983fdd7a82484348aad1cee7f741f2",
- "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json": "71c68431663ed2336cccc985a354adab6b13b4cfd6123a18a5d8d53c28268509",
+ "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json": "3ac69dd82ae798450092c830b62f4958dc2f5b1c7000f9c3f822f2b0693f8af4",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/references/source-notes.md": "6ffbfb68cc7e04923b4fbca2a73a7555b7c3b45a6f40819bb5f3213ef05cf88d",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
@@ -67,12 +67,31 @@
"provenance_readsets": [
"references/source-notes.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Diagnose vLLM-Ascend ACLGraph eligibility, capture/replay dispatch, caller-buffer ownership and capture-resource failures.",
+ "prerequisites": "An existing eager correctness baseline; authorization before any new run or live configuration change.",
+ "input_contract": "Installed stack and device, requested/effective graph mode, runner/backend settings, capture sizes and batch descriptors, error phase, replay observations and HBM/stream evidence.",
+ "produced_artifact": "A bounded diagnosis, smallest reversible proposal, expected tradeoff and correctness/resource verification plan with unresolved compatibility or authorization questions.",
+ "refusal_point": "Stop on output mismatch, unstable replay addresses, capture exhaustion, unknown ordering or version drift; missing evidence permits only a conditional proposal."
+ },
+ "recommendations": [
+ "Diagnose the effective runtime mode and batch descriptor before changing capture sizes; intended warmup/profile bypass is not a cache defect.",
+ "Trace stable replay buffers to the owning caller and preserve synchronization/update ordering; the wrapper does not stage new inputs into persistent buffers.",
+ "Compare eager and graph execution on the same workload, separating initial capture, repeated replay, compiler changes and memory/stream costs; a replay log alone proves neither coverage nor speedup."
+ ]
+ },
+ "applicability": {
+ "scope": "Diagnose vLLM-Ascend ACLGraph eligibility, capture/replay dispatch, caller-buffer ownership and capture-resource failures.",
+ "prerequisites": "An existing eager correctness baseline; authorization before any new run or live configuration change.",
+ "input_contract": "Installed stack and device, requested/effective graph mode, runner/backend settings, capture sizes and batch descriptors, error phase, replay observations and HBM/stream evidence.",
+ "produced_artifact": "A bounded diagnosis, smallest reversible proposal, expected tradeoff and correctness/resource verification plan with unresolved compatibility or authorization questions.",
+ "refusal_point": "Stop on output mismatch, unstable replay addresses, capture exhaustion, unknown ordering or version drift; missing evidence permits only a conditional proposal."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Diagnose the effective runtime mode and batch descriptor before changing capture sizes; intended warmup/profile bypass is not a cache defect.",
+ "Trace stable replay buffers to the owning caller and preserve synchronization/update ordering; the wrapper does not stage new inputs into persistent buffers.",
+ "Compare eager and graph execution on the same workload, separating initial capture, repeated replay, compiler changes and memory/stream costs; a replay log alone proves neither coverage nor speedup."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index 53cc1754a..f4b372d19 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
@@ -40,7 +40,7 @@
"checkout_ref": "checkout:ascend-device-health",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md": "03829039860ece35519f2e4c339a48b5014ec25e07a2c150a3efb6a3a4e35b4a",
- "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json": "80d80c15514919826fa72d6f6cf26b76db8accd85d21187fc239232ca454e7bf",
+ "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json": "f643185563dbf528a5a1f2b0561685ae34302a9efc9900c6753a7168b4e8b329",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
@@ -67,12 +67,31 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Pre-run Ascend device-health, topology, occupancy and timing checks before a trusted baseline, multi-card run or graph capture, including after a killed job.",
+ "hardware": "Ascend NPU card groups with topology and health visible through npu-smi.",
+ "input_contract": "Intended card group, current topology/health and process occupancy, prior termination history and expected workload step timing.",
+ "produced_artifact": "A pre-run health/occupancy and step-timing record, with recovery observations and a baseline-remeasurement requirement after a card-group change.",
+ "failure_modes": "Health=OK can miss degraded post-kill timing; foreign processes, unwarmed clocks or comparing different card groups can contaminate the baseline."
+ },
+ "recommendations": [
+ "Read topology each session rather than hardcoding card numbers, then check health and foreign-process occupancy before the workload smoke check.",
+ "Use the short step-timing check to investigate post-kill degradation; record affected cards and timings instead of treating Health=OK as sufficient evidence.",
+ "Warm up operator measurements and remeasure the baseline after changing card groups; set only environment variables needed by the run."
+ ]
+ },
+ "applicability": {
+ "scope": "Pre-run Ascend device-health, topology, occupancy and timing checks before a trusted baseline, multi-card run or graph capture, including after a killed job.",
+ "hardware": "Ascend NPU card groups with topology and health visible through npu-smi.",
+ "input_contract": "Intended card group, current topology/health and process occupancy, prior termination history and expected workload step timing.",
+ "produced_artifact": "A pre-run health/occupancy and step-timing record, with recovery observations and a baseline-remeasurement requirement after a card-group change.",
+ "failure_modes": "Health=OK can miss degraded post-kill timing; foreign processes, unwarmed clocks or comparing different card groups can contaminate the baseline."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Read topology each session rather than hardcoding card numbers, then check health and foreign-process occupancy before the workload smoke check.",
+ "Use the short step-timing check to investigate post-kill degradation; record affected cards and timings instead of treating Health=OK as sufficient evidence.",
+ "Warm up operator measurements and remeasure the baseline after changing card groups; set only environment variables needed by the run."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index ac766e35c..4b940539c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
@@ -48,7 +48,7 @@
"checkout_ref": "checkout:ascend-distributed-parallel",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md": "0b79d95e8d5abf0a822f8ae6bfa3779cbb40595c5b6f0fb934233275f5899ef8",
- "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json": "56ae2092fb4d6538603c1d3d3916f0a3f0eb443d23dad3217ebd74d48d208d94",
+ "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json": "096a12d4a5b98bd057e1a87f972038fd43556e82e484b5134943b6e45e880178",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/references/awesome-ascend-communication-tests.md": "0cb27a3d24409171bb414d7ebf0c49ad62be5f46482f29624695496ba9eb3e63",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/references/hccl-LICENSE.md": "05205a02acebd671c78d3b876c1f6097b84cce89780f5d9bdc204bfbea92d0c1",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/references/hccl-allreduce-readset.json": "4a3d403986dfceaa28605f2f30b79545e1efdc27f35c88755402b75b4d13d7e2",
@@ -139,12 +139,31 @@
"references/hccl-allreduce.md",
"references/hccl-allreduce-readset.json",
"references/hccl-LICENSE.md"
+ ],
+ "applicability": {
+ "scope": "Select and diagnose Ascend parallel strategies and their activation/overlap, with a separately bounded native multi-rank HCCL AllReduce dispatch and correctness procedure.",
+ "input_contract": "Installed collective/runtime builds, rank/device map and topology, workload/strategy settings, count/dtype/reduction, effective dispatch, per-rank outputs and completed-collective/application timing evidence.",
+ "produced_artifact": "A topology- and workload-qualified strategy/dispatch diagnosis, activation and correctness checks, stage-cost attribution and a target-validation proposal; isolated test completion is not a service result.",
+ "failure_modes": "Requested parallel settings can silently fall back; stale local-head/chunk/shard parameters can disable a path, and changed topology/card count can confound strategy comparisons."
+ },
+ "recommendations": [
+ "Confirm the final collective algorithm/engine after fallback and observe sharding/collective activation before interpreting correct outputs or tuning performance.",
+ "Preserve peer/thread waits and test distinct rank/position data with explicit completion on every rank; keep enqueue time, collective completion and application-stage timing separate.",
+ "Recompute topology-derived parameters and remeasure the anchor after changing card groups or parallel degree; inherited diffusion topology restrictions are not universal HCCL gates.",
+ "Require producer/consumer timeline and exposed-communication evidence for overlap; compare the real pipeline wait cost rather than extrapolating small collectives from bytes."
]
},
- "applicability": {},
+ "applicability": {
+ "scope": "Select and diagnose Ascend parallel strategies and their activation/overlap, with a separately bounded native multi-rank HCCL AllReduce dispatch and correctness procedure.",
+ "input_contract": "Installed collective/runtime builds, rank/device map and topology, workload/strategy settings, count/dtype/reduction, effective dispatch, per-rank outputs and completed-collective/application timing evidence.",
+ "produced_artifact": "A topology- and workload-qualified strategy/dispatch diagnosis, activation and correctness checks, stage-cost attribution and a target-validation proposal; isolated test completion is not a service result.",
+ "failure_modes": "Requested parallel settings can silently fall back; stale local-head/chunk/shard parameters can disable a path, and changed topology/card count can confound strategy comparisons."
+ },
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Confirm the final collective algorithm/engine after fallback and observe sharding/collective activation before interpreting correct outputs or tuning performance.",
+ "Preserve peer/thread waits and test distinct rank/position data with explicit completion on every rank; keep enqueue time, collective completion and application-stage timing separate.",
+ "Recompute topology-derived parameters and remeasure the anchor after changing card groups or parallel degree; inherited diffusion topology restrictions are not universal HCCL gates.",
+ "Require producer/consumer timeline and exposed-communication evidence for overlap; compare the real pipeline wait cost rather than extrapolating small collectives from bytes."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index 57a90a7e4..5c1c8590b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json",
@@ -47,7 +47,7 @@
"checkout_ref": "checkout:ascend-graph-mode",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md": "a7341b5bf3b43f32d6114e2109e5043e46f3ddeef9b7bb3b20c1c50236bab638",
- "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json": "3912bdfc721a703580a97a42ca13ac708396b17c4b600bf9e76375dd061fd29c",
+ "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json": "017a288c514f6f0aab9d00247af7923258816f0987db15e09a5025a1f3937aa2",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/references/legacy-source-notes.md": "a51c655aff59741cd7421277bd71dffeb9907560950459ae0a776207e496de4a",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/references/torchair-LICENSE.md": "bc07d81fa332b6543463588a120518c57b5ce8582d3747de75d2f6b09b068c01",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/references/torchair-graph-path.md": "272424571ff439278c8f2675406eae7da9a6482c581973e24319739fa0e58348",
@@ -119,12 +119,31 @@
"references/torchair-LICENSE.md",
"references/legacy-source-notes.md",
"../ascend-aclgraph-capture-replay/SKILL.md"
+ ],
+ "applicability": {
+ "scope": "Diagnose the TorchAir Python ACL graph path from configuration and FX compilation through capture-key selection, fallback, input staging, replay and output lifetime.",
+ "prerequisites": "Eager correctness established first; configuration must match the installed backend, with authorization and workload-specific tolerances for any NPU comparison.",
+ "input_contract": "Installed hardware/runtime versions, actual compile backend/options, shape/dtype/stride and alias/mutation contract, retained outputs, capture/replay/fallback observations and workload mix.",
+ "produced_artifact": "A branch-specific diagnosis and bounded configuration or lifetime proposal with correctness, cold/warm cost, resource and concurrency checks still required on the actual stack.",
+ "failure_modes": "Shape equality or clone_input=False does not prove capture reuse or zero-copy; capture limits can trigger persistent fallback and later replay can overwrite retained outputs."
+ },
+ "recommendations": [
+ "Use the installed CompilerConfig/backend surface and a fresh compiled instance for option changes; do not mix registered-backend snippets with callable-backend configuration.",
+ "Observe capture, recapture, replay and persistent fallback separately, including changed addresses and revisiting old keys after a capture-limit event.",
+ "Preserve earlier results before another replay and check views/input-output aliases; keep cold capture, input/output copying, optional compiler passes and service timing separate."
]
},
- "applicability": {},
+ "applicability": {
+ "scope": "Diagnose the TorchAir Python ACL graph path from configuration and FX compilation through capture-key selection, fallback, input staging, replay and output lifetime.",
+ "prerequisites": "Eager correctness established first; configuration must match the installed backend, with authorization and workload-specific tolerances for any NPU comparison.",
+ "input_contract": "Installed hardware/runtime versions, actual compile backend/options, shape/dtype/stride and alias/mutation contract, retained outputs, capture/replay/fallback observations and workload mix.",
+ "produced_artifact": "A branch-specific diagnosis and bounded configuration or lifetime proposal with correctness, cold/warm cost, resource and concurrency checks still required on the actual stack.",
+ "failure_modes": "Shape equality or clone_input=False does not prove capture reuse or zero-copy; capture limits can trigger persistent fallback and later replay can overwrite retained outputs."
+ },
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Use the installed CompilerConfig/backend surface and a fresh compiled instance for option changes; do not mix registered-backend snippets with callable-backend configuration.",
+ "Observe capture, recapture, replay and persistent fallback separately, including changed addresses and revisiting old keys after a capture-limit event.",
+ "Preserve earlier results before another replay and check views/input-output aliases; keep cold capture, input/output copying, optional compiler passes and service timing separate."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index 2dd3cb142..971e9813a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json",
@@ -39,7 +39,7 @@
"checkout_ref": "checkout:ascend-model-adaptation",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md": "8fdf46fb2743b67a66bc069d22a45305a222debfb606777bc451b4b8f31d9cc6",
- "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json": "be681a3206e5e183b4c9670c9d7784bcffce18c891449e5b15f94ca5f1324b9a",
+ "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json": "989b91821b36c0b80caf1323ec527e7ac847219b8f4fe8ca4ea22d292365cc3c",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
@@ -65,12 +65,31 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Checkpoint onboarding for LLM/VLM adapters on Ascend: weight/scale loading, KV-head replication under tensor parallelism and staged multimodal feature checks.",
+ "prerequisites": "Check the installed CANN and checkpoint format against the versioned guidance; final sign-off requires real weights and at least one full-layer validation.",
+ "input_contract": "Checkpoint weights/configuration and scale keys, attention-head/TP configuration, model modalities and expected graph/capacity features.",
+ "produced_artifact": "A checkpoint/feature report separating dummy and real-weight evidence, applicable feature outcomes, and theoretical versus demonstrated serving capacity.",
+ "failure_modes": "Dummy-only success misses scale/remapping/sharding defects; blindly sharding replicated KV heads or accepting reduced-layer results can conceal loading or full-model failures."
+ },
+ "recommendations": [
+ "Gate onboarding in order: dummy architecture check, real-weight loading, model endpoint, text request and then multimodal request when the model supports VL; retain the evidence each stage actually supplies.",
+ "Check weight/scale pairing and each attention tensor loading path, especially when TP exceeds the KV-head count; verify historical FP8 guidance against the actual stack.",
+ "Expand capacity/concurrency only after basic modality and expected replay checks; mark MoE-only features inapplicable for non-MoE models and require full-layer validation before sign-off."
+ ]
+ },
+ "applicability": {
+ "scope": "Checkpoint onboarding for LLM/VLM adapters on Ascend: weight/scale loading, KV-head replication under tensor parallelism and staged multimodal feature checks.",
+ "prerequisites": "Check the installed CANN and checkpoint format against the versioned guidance; final sign-off requires real weights and at least one full-layer validation.",
+ "input_contract": "Checkpoint weights/configuration and scale keys, attention-head/TP configuration, model modalities and expected graph/capacity features.",
+ "produced_artifact": "A checkpoint/feature report separating dummy and real-weight evidence, applicable feature outcomes, and theoretical versus demonstrated serving capacity.",
+ "failure_modes": "Dummy-only success misses scale/remapping/sharding defects; blindly sharding replicated KV heads or accepting reduced-layer results can conceal loading or full-model failures."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Gate onboarding in order: dummy architecture check, real-weight loading, model endpoint, text request and then multimodal request when the model supports VL; retain the evidence each stage actually supplies.",
+ "Check weight/scale pairing and each attention tensor loading path, especially when TP exceeds the KV-head count; verify historical FP8 guidance against the actual stack.",
+ "Expand capacity/concurrency only after basic modality and expected replay checks; mark MoE-only features inapplicable for non-MoE models and require full-layer validation before sign-off."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
index 375d3d78d..e8d595cbc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json",
@@ -40,7 +40,7 @@
"checkout_ref": "checkout:ascend-operator-profiling",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md": "401981cf7828edcab0c9ea882f7ecd83badfa3c2a95006e912cf99d67b3d6a12",
- "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json": "efd37bb23acb500dad4ec8ebe7ddfe5c3f196374052825f923ac85da8445f06b",
+ "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json": "b2b93637f01546ecb1b7076be6798d234988c594cccdcb764ad222af9ad21af9",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
@@ -71,12 +71,31 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Build, measure and diagnose one Ascend operator in isolation using msprof op, before interpreting system-level or multi-kernel performance.",
+ "prerequisites": "A built executable or test harness and access to real NPU hardware with msprof op for collection.",
+ "input_contract": "Operator executable/harness, collection settings and OPPROF output directory, plus the operator directory used to archive each measurement round.",
+ "produced_artifact": "Per-round raw CSV archives and observational min/average/max summaries, followed by a bottleneck interpretation and comparison of operator duration and core balance.",
+ "failure_modes": "Unwarmed or reduced-frequency runs distort timing; separately budgeting simultaneous GM reads/writes misses shared bandwidth, and tiny workloads can be dominated by launch overhead."
+ },
+ "recommendations": [
+ "Collect warmup and repeated measurements into a named round, preserve the raw CSVs, and distinguish the summary statistics from the subsequent bottleneck judgment.",
+ "Compare task duration, dominant pipeline ratios and per-core balance together; change one optimization point, rebuild as needed and archive the new round before deciding to keep it.",
+ "Check current versus rated frequency and shared read/write bandwidth before blaming the kernel; aggregate msprof ratios do not provide an instruction-by-instruction timeline."
+ ]
+ },
+ "applicability": {
+ "scope": "Build, measure and diagnose one Ascend operator in isolation using msprof op, before interpreting system-level or multi-kernel performance.",
+ "prerequisites": "A built executable or test harness and access to real NPU hardware with msprof op for collection.",
+ "input_contract": "Operator executable/harness, collection settings and OPPROF output directory, plus the operator directory used to archive each measurement round.",
+ "produced_artifact": "Per-round raw CSV archives and observational min/average/max summaries, followed by a bottleneck interpretation and comparison of operator duration and core balance.",
+ "failure_modes": "Unwarmed or reduced-frequency runs distort timing; separately budgeting simultaneous GM reads/writes misses shared bandwidth, and tiny workloads can be dominated by launch overhead."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Collect warmup and repeated measurements into a named round, preserve the raw CSVs, and distinguish the summary statistics from the subsequent bottleneck judgment.",
+ "Compare task duration, dominant pipeline ratios and per-core balance together; change one optimization point, rebuild as needed and archive the new round before deciding to keep it.",
+ "Check current versus rated frequency and shared read/write bandwidth before blaming the kernel; aggregate msprof ratios do not provide an instruction-by-instruction timeline."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
index 6f531f442..64816a247 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json",
@@ -41,7 +41,7 @@
"checkout_ref": "checkout:ascend-operator-tuning",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md": "38b151bc6b4e9734c6fa41efb7a30343559400c0c75bbdd26bd8a968b8ea4592",
- "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json": "04d2002fc8a0a7becf86b0b73daaf2da8716ab466d7f988da43d41a10f26680e",
+ "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json": "776fe88247ddacd3cf245920c580a9ff8f2a80fbc0ad1fa7d8be6d63b15a66f7",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
@@ -69,12 +69,33 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Run a bounded, accuracy-gated tuning campaign for a single Ascend operator already identified as the bottleneck, escalating from code-level to scheduling and instruction-level changes.",
+ "prerequisites": "A measured operator baseline, an explicit numeric target and a logged on-device accuracy pass before tuning; performance comparisons use real hardware.",
+ "input_contract": "Operator implementation, fixed shape/dtype/card and warmup policy, accuracy result, per-core work/wait measurements and round logs.",
+ "produced_artifact": "A bounded campaign record of each change, accuracy and measured timing delta, kept/reverted rounds, current stage and documented stop condition.",
+ "refusal_point": "Do not start without the baseline and accuracy gate; revert accuracy failures, and stop/escalate repeated failures, timeouts, exhausted stages or the campaign budget.",
+ "failure_modes": "Scheduler-idle and predecessor-wait bottlenecks need different fixes; output inplace-reshape can corrupt slice writes, and a changed analyzer log format can produce a misleading zero-core report."
+ },
+ "recommendations": [
+ "Change one parameter and recheck accuracy each round; keep the failure record when reverting and compare the final configuration against the same baseline workload and warmup policy.",
+ "Route scheduler bubbles separately from predecessor dependencies and enter instruction-level tuning only after isolating a specific long task.",
+ "Verify the analyzer parsed real cores before trusting its diagnosis, and rederive PyPTO tile/buffer/scheduling settings for the target SoC rather than copying numeric examples."
+ ]
+ },
+ "applicability": {
+ "scope": "Run a bounded, accuracy-gated tuning campaign for a single Ascend operator already identified as the bottleneck, escalating from code-level to scheduling and instruction-level changes.",
+ "prerequisites": "A measured operator baseline, an explicit numeric target and a logged on-device accuracy pass before tuning; performance comparisons use real hardware.",
+ "input_contract": "Operator implementation, fixed shape/dtype/card and warmup policy, accuracy result, per-core work/wait measurements and round logs.",
+ "produced_artifact": "A bounded campaign record of each change, accuracy and measured timing delta, kept/reverted rounds, current stage and documented stop condition.",
+ "refusal_point": "Do not start without the baseline and accuracy gate; revert accuracy failures, and stop/escalate repeated failures, timeouts, exhausted stages or the campaign budget.",
+ "failure_modes": "Scheduler-idle and predecessor-wait bottlenecks need different fixes; output inplace-reshape can corrupt slice writes, and a changed analyzer log format can produce a misleading zero-core report."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Change one parameter and recheck accuracy each round; keep the failure record when reverting and compare the final configuration against the same baseline workload and warmup policy.",
+ "Route scheduler bubbles separately from predecessor dependencies and enter instruction-level tuning only after isolating a specific long task.",
+ "Verify the analyzer parsed real cores before trusting its diagnosis, and rederive PyPTO tile/buffer/scheduling settings for the target SoC rather than copying numeric examples."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
index 5a718698f..7521c9f69 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json",
@@ -39,7 +39,7 @@
"checkout_ref": "checkout:ascend-optimization-casebook",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md": "647f5e9a288f2c4e1617ba53df59d9d827df749eb4fe86182d21a9c41175caf8",
- "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json": "f425f7c1abbd616387273e8932c6bd02f4b1da012f099286ad4171e0f6037b22",
+ "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json": "e5e49bf7b24fbc32ddaf1aa8ec14051ef6393533b12bb2c55fff2fb0da927541",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
@@ -65,12 +65,29 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Find source-derived prior cases for an already classified Ascend inference bottleneck, including fallback, memory traffic, exposed communication, graph startup and host scheduling gaps.",
+ "prerequisites": "A bottleneck classification from profiling and a check of the selected case preconditions/mechanism before applying it.",
+ "input_contract": "Bottleneck symptoms and matching profiler evidence, model/hardware/CANN/configuration context and, for a new case, measured before/after metrics.",
+ "produced_artifact": "A matching prior-art case and evidence requirements for a later measured application; a new case record requires a verified win or clear failure with a metric comparison.",
+ "refusal_point": "Do not add an INCONCLUSIVE case or one without a measured metric comparison; a subjective direction is insufficient evidence."
+ },
+ "recommendations": [
+ "Classify first, then check the matching case preconditions and use its owning procedure to apply and measure the candidate; the casebook itself does not perform profiling.",
+ "Keep profiler mechanism evidence and same-window end-to-end outcomes together, and retain locally_verified=false until the applied case has actually run."
+ ]
+ },
+ "applicability": {
+ "scope": "Find source-derived prior cases for an already classified Ascend inference bottleneck, including fallback, memory traffic, exposed communication, graph startup and host scheduling gaps.",
+ "prerequisites": "A bottleneck classification from profiling and a check of the selected case preconditions/mechanism before applying it.",
+ "input_contract": "Bottleneck symptoms and matching profiler evidence, model/hardware/CANN/configuration context and, for a new case, measured before/after metrics.",
+ "produced_artifact": "A matching prior-art case and evidence requirements for a later measured application; a new case record requires a verified win or clear failure with a metric comparison.",
+ "refusal_point": "Do not add an INCONCLUSIVE case or one without a measured metric comparison; a subjective direction is insufficient evidence."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Classify first, then check the matching case preconditions and use its owning procedure to apply and measure the candidate; the casebook itself does not perform profiling.",
+ "Keep profiler mechanism evidence and same-window end-to-end outcomes together, and retain locally_verified=false until the applied case has actually run."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index d1edb2233..2a4a0ace2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json",
@@ -41,7 +41,7 @@
"checkout_ref": "checkout:ascend-performance-analysis",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md": "a057b7f86a24f34a8f84abbbb4910d58d4e50ff47060e1c404600017e3febe89",
- "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json": "9e705625c8308013c287576b0247da6f6116d817a4a535cbecff80abd6ea35ee",
+ "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json": "f3fb35b14b5b1054a9192459862451149395368f4a75f430caef2f41ad050296",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/references/cannbot-CANN-2.0-LICENSE.md": "89b1c114df62cfd183004f38d18d07f186436c3b37203dd69c3e84becf9d2282",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/references/cannbot-stage-evidence.md": "f56e4125325c9c1b9235a1d64fd732861c7686444492422daff44ba8dd648be4",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
@@ -102,12 +102,31 @@
"provenance_readsets": [
"references/cannbot-stage-evidence.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Interpret Ascend CANN profiling evidence from step breakdown through kernel/utilization/communication analysis, and assess execution/validator evidence in automated optimization-stage reports.",
+ "prerequisites": "Usable warm-state captures with representative steps, required files and non-null utilization columns; healthy cards and a consistent valid topology for multi-card comparisons.",
+ "input_contract": "CANN step/kernel/utilization/communication outputs with verified column semantics; for stage acceptance, the loaded candidate, baseline, quality-validator output and comparable measurements.",
+ "produced_artifact": "An evidence-qualified bottleneck classification and optimization direction; stage conclusions retain missing-execution/validator INCONCLUSIVE or observed gate-failure FAIL.",
+ "failure_modes": "Summing concurrent communication durations double-counts overlap; misidentified columns can drop communication, and a successful export can still lack usable utilization data."
+ },
+ "recommendations": [
+ "Start from the step-level computing/communication/overlap/free breakdown and stop deepening the analysis once the bottleneck is located; do not sum concurrent streams as wall time.",
+ "Inspect actual column headers and enum values on the installed CANN version, then verify files and non-null metrics before interpreting utilization heuristics.",
+ "Use same-window interleaved baseline/candidate measurements on shared machines; progress markers, hashes and source-derived thresholds do not substitute for quality and execution evidence."
+ ]
+ },
+ "applicability": {
+ "scope": "Interpret Ascend CANN profiling evidence from step breakdown through kernel/utilization/communication analysis, and assess execution/validator evidence in automated optimization-stage reports.",
+ "prerequisites": "Usable warm-state captures with representative steps, required files and non-null utilization columns; healthy cards and a consistent valid topology for multi-card comparisons.",
+ "input_contract": "CANN step/kernel/utilization/communication outputs with verified column semantics; for stage acceptance, the loaded candidate, baseline, quality-validator output and comparable measurements.",
+ "produced_artifact": "An evidence-qualified bottleneck classification and optimization direction; stage conclusions retain missing-execution/validator INCONCLUSIVE or observed gate-failure FAIL.",
+ "failure_modes": "Summing concurrent communication durations double-counts overlap; misidentified columns can drop communication, and a successful export can still lack usable utilization data."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Start from the step-level computing/communication/overlap/free breakdown and stop deepening the analysis once the bottleneck is located; do not sum concurrent streams as wall time.",
+ "Inspect actual column headers and enum values on the installed CANN version, then verify files and non-null metrics before interpreting utilization heuristics.",
+ "Use same-window interleaved baseline/candidate measurements on shared machines; progress markers, hashes and source-derived thresholds do not substitute for quality and execution evidence."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
index 7d54bd306..a2d677d4d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json",
@@ -44,7 +44,7 @@
"checkout_ref": "checkout:ascend-video-diffusion-optimization",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md": "53c21e64f0dd47f9510faef1f2c01e1283899787ba7ebfe70cdabd8e57a76f00",
- "src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json": "8c2b364298330751fd1252516159b16c27e90354e2a724782d2851e68e43cdb3",
+ "src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json": "35f725c9d9e0a8638b234da798232d2ae49a37b70f0b0360710bce333f9265ca",
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/references/field-notes-video-diffusion.md": "dadac7b23462fdc325218c72ddf8a2ac553151761a5d3e45b854b53d2c8c6908",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
@@ -78,7 +78,10 @@
"applicability": {
"scope": "Ascend NPU video diffusion inference and serving optimization",
"hardware": "Ascend NPU; the measure-change-verify workflow skeleton is backend-agnostic and lives in methods/video-diffusion-optimization, while the operator, layout and profiler references here are Ascend-specific",
- "prerequisites": "A reproducible benchmark, a frozen quality check, and numeric gates defined in the governing acceptance issue"
+ "prerequisites": "A reproducible benchmark, a frozen quality check, and numeric gates defined in the governing acceptance issue",
+ "input_contract": "Issue-scoped performance and quality gates, timing boundary, representative and held-out workloads, frozen model/runtime/input settings and an authorized optimization budget.",
+ "produced_artifact": "An experiment ledger and final report of the frozen goal, baseline/final samples, quality/resource checks, accepted or reverted changes and remaining gap; verdicts require the acceptance issue evidence.",
+ "failure_modes": "Packed-layout conversion from noncontiguous weights can corrupt outputs; missing side-stream lifetime/order handling or omitted layout-copy costs can invalidate an optimization comparison."
},
"limitations": [
"Ascend specialization of the backend-agnostic methods/video-diffusion-optimization skeleton; every operator, layout and profiler reference (TransData, FRACTAL_NZ, CANN) is Ascend-specific and must be re-derived per backend.",
@@ -95,16 +98,25 @@
"../../../methods/video-diffusion-optimization/scripts/evaluate_target.py",
"../../../methods/video-diffusion-optimization/assets/campaign.template.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Follow the common goal-contract and measure-change-verify loop, including final restarted-artifact acceptance; an operator win does not establish end-to-end improvement.",
+ "Materialize contiguous weights before FRACTAL_NZ conversion when strides differ from physical order, and attribute TransData/copy costs before proposing fusion.",
+ "Use field notes only to form hypotheses; derive thresholds, chunking, precision and sparsity from the target model measurements, and preserve stream dependencies and tensor lifetimes."
+ ]
},
"applicability": {
"scope": "Ascend NPU video diffusion inference and serving optimization",
"hardware": "Ascend NPU; the measure-change-verify workflow skeleton is backend-agnostic and lives in methods/video-diffusion-optimization, while the operator, layout and profiler references here are Ascend-specific",
- "prerequisites": "A reproducible benchmark, a frozen quality check, and numeric gates defined in the governing acceptance issue"
+ "prerequisites": "A reproducible benchmark, a frozen quality check, and numeric gates defined in the governing acceptance issue",
+ "input_contract": "Issue-scoped performance and quality gates, timing boundary, representative and held-out workloads, frozen model/runtime/input settings and an authorized optimization budget.",
+ "produced_artifact": "An experiment ledger and final report of the frozen goal, baseline/final samples, quality/resource checks, accepted or reverted changes and remaining gap; verdicts require the acceptance issue evidence.",
+ "failure_modes": "Packed-layout conversion from noncontiguous weights can corrupt outputs; missing side-stream lifetime/order handling or omitted layout-copy costs can invalidate an optimization comparison."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Follow the common goal-contract and measure-change-verify loop, including final restarted-artifact acceptance; an operator win does not establish end-to-end improvement.",
+ "Materialize contiguous weights before FRACTAL_NZ conversion when strides differ from physical order, and attribute TransData/copy costs before proposing fusion.",
+ "Use field notes only to form hypotheses; derive thresholds, chunking, precision and sparsity from the target model measurements, and preserve stream dependencies and tensor lifetimes."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index 045f84c1b..ea618b662 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json",
@@ -41,7 +41,7 @@
"checkout_ref": "checkout:ascendc-tiling-design",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md": "93aa1b775ced304cebfe6c4dec0503ddb2260ecb3cb01edc17ce329446c5ce2b",
- "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json": "f6d94f104cb70969024b2f4542078a240e200712c66279eca8b94f60bee1dd71",
+ "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json": "03cfd09faa3edf42f9d08d0d8878fe5cb7c7a376abacf211dd8f500c698f3a8f",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
@@ -69,12 +69,29 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Design or restructure AscendC tiling for the covered reduction, broadcast and elementwise classes, plus the bounded mxfp8 fusion and small-channel transpose cases.",
+ "input_contract": "Operator class and semantics, normalized shapes/axes, dtype, target chip generation, valid/aligned lengths and intermediate-buffer requirements.",
+ "produced_artifact": "A multi-core split, UB chunk formula, buffer-size/total-usage plan and branch matrix with edge tests; these are design outputs, not benchmark results.",
+ "failure_modes": "Budgeting only inputs omits intermediate UB storage; mixing valid and aligned lengths or copy units corrupts boundaries, and choosing unsupported generation-specific primitives invalidates the design."
+ },
+ "recommendations": [
+ "Normalize axes first, then decide full-load versus chunking from the entire live working set; derive tile size from buffer, axis, API and load-balance constraints.",
+ "Keep valid compute/copy lengths separate from aligned storage offsets and sizes, and complete dtype, tail/alignment and boundary branches before tuning.",
+ "Select primitives by the target generation and preserve class-specific coverage limits; re-evaluate sample constants and API semantics instead of treating formulas as tested performance evidence."
+ ]
+ },
+ "applicability": {
+ "scope": "Design or restructure AscendC tiling for the covered reduction, broadcast and elementwise classes, plus the bounded mxfp8 fusion and small-channel transpose cases.",
+ "input_contract": "Operator class and semantics, normalized shapes/axes, dtype, target chip generation, valid/aligned lengths and intermediate-buffer requirements.",
+ "produced_artifact": "A multi-core split, UB chunk formula, buffer-size/total-usage plan and branch matrix with edge tests; these are design outputs, not benchmark results.",
+ "failure_modes": "Budgeting only inputs omits intermediate UB storage; mixing valid and aligned lengths or copy units corrupts boundaries, and choosing unsupported generation-specific primitives invalidates the design."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Normalize axes first, then decide full-load versus chunking from the entire live working set; derive tile size from buffer, axis, API and load-balance constraints.",
+ "Keep valid compute/copy lengths separate from aligned storage offsets and sizes, and complete dtype, tail/alignment and boundary branches before tuning.",
+ "Select primitives by the target generation and preserve class-specific coverage limits; re-evaluate sample constants and API semantics instead of treating formulas as tested performance evidence."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index 10c4f8efa..ca740b5b7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json",
@@ -41,7 +41,7 @@
"checkout_ref": "checkout:cann-attribution-overlap",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md": "0e6f094dc554abea12e07def50f20b233b47127779a8aefad595b4ab1efd24c2",
- "src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json": "acccc8eb86de0df6caf78a9b3c6db76a2a686adc4a5ba0029a4d62d50ff9a8f8",
+ "src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json": "7ad137076afb55fbea74c6c5c0c0ca8eb3a8e615a765ec23199e8df75a8abd4f",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
@@ -69,12 +69,33 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Attribute representative CANN trace kernels to source owners and plan bounded multistream overlap using data, state, event and collective-order dependencies.",
+ "prerequisites": "Pin the installed CANN/TorchNPU/TorchAir versions before choosing one execution-mode synchronization API family; communication proposals require communication evidence.",
+ "input_contract": "Representative-step selection and shapes, kernel/stream inventory with code_ref, adjacent wait windows and dependency edges; communication analysis also needs rank/transport evidence.",
+ "produced_artifact": "An attribution map, serial/candidate/pending dependency groups and a minimal overlap plan with joins, enable/fallback path, resource tradeoffs and acceptance checks.",
+ "failure_modes": "Kernel names and mechanical coverage can misidentify ownership; logical independence can hide resource contention, and overlap ratios or summed durations can hide unchanged wall time or new tails."
+ },
+ "recommendations": [
+ "Join hotspots to source owners and adjacent wait windows before selecting a target; keep compute cost, waiting and host gaps separate.",
+ "Build explicit data/state/event/collective-order edges, then verify one correct overlap point before increasing overlap or partitioning resources.",
+ "Require observed overlap, preserved state/order and fallback behavior plus latency and outside-module checks; report wall time, interval unions and duration sums separately.",
+ "Carry disputed formulas and source-revision distinctions forward; device free time alone does not identify Python, GIL or OS causes without matching host evidence."
+ ]
+ },
+ "applicability": {
+ "scope": "Attribute representative CANN trace kernels to source owners and plan bounded multistream overlap using data, state, event and collective-order dependencies.",
+ "prerequisites": "Pin the installed CANN/TorchNPU/TorchAir versions before choosing one execution-mode synchronization API family; communication proposals require communication evidence.",
+ "input_contract": "Representative-step selection and shapes, kernel/stream inventory with code_ref, adjacent wait windows and dependency edges; communication analysis also needs rank/transport evidence.",
+ "produced_artifact": "An attribution map, serial/candidate/pending dependency groups and a minimal overlap plan with joins, enable/fallback path, resource tradeoffs and acceptance checks.",
+ "failure_modes": "Kernel names and mechanical coverage can misidentify ownership; logical independence can hide resource contention, and overlap ratios or summed durations can hide unchanged wall time or new tails."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Join hotspots to source owners and adjacent wait windows before selecting a target; keep compute cost, waiting and host gaps separate.",
+ "Build explicit data/state/event/collective-order edges, then verify one correct overlap point before increasing overlap or partitioning resources.",
+ "Require observed overlap, preserved state/order and fallback behavior plus latency and outside-module checks; report wall time, interval unions and duration sums separately.",
+ "Carry disputed formulas and source-revision distinctions forward; device free time alone does not identify Python, GIL or OS causes without matching host evidence."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
index 69db832c9..7c1cde5ed 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
@@ -20,8 +20,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index b8bce842c..d6676b490 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json",
@@ -40,7 +40,7 @@
"checkout_ref": "checkout:torchnpu-device-memory-lifecycle",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md": "8428df7157af024fa17cfe0b3818ed54bd9f468306dda46eb8d4f0edf4f3f230",
- "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json": "c650dce88c07b636d68e063dbda4d319f6f7f3ecbcdd5e47f393cbfc3af7c71d",
+ "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json": "02de593e638e71c6debb763b6b0d5a5596e0b810bbe48450ead28dc43de83f99",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/references/source-notes.md": "80cba4d3a884e7ee2618326cf74b9f9c3a34e4d9cf443707f6bbe673f2d5ba65",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
@@ -69,12 +69,29 @@
"provenance_readsets": [
"references/source-notes.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Diagnose TorchNPU device-HBM reuse, stream lifetimes, fragmentation and graph/private-pool retention before proposing allocator changes.",
+ "input_contract": "Allocation failure/size sequence, device and allocator path, installed versions/settings, stream and graph-pool timeline, retained tensor references and allocator statistics with synchronization boundaries.",
+ "produced_artifact": "A suspected allocator state transition with source evidence IDs, one eligible action, resource cost, counter-signals and a correctness-first verification/rollback plan.",
+ "refusal_point": "Missing evidence supports only a conditional proposal, not a diagnosed leak; stop when external/custom/shared allocation ownership is untraced and keep baseline settings for unsupported versions or live-tensor capacity pressure."
+ },
+ "recommendations": [
+ "Separate stream lifetime protection from producer/consumer ordering, and distinguish live tensors, pending events, inactive splits and private-pool retention before tuning.",
+ "Match split or expandable-segment proposals to the observed allocation pattern and actual feature gates; do not combine incompatible controls or import comment thresholds as defaults.",
+ "Treat cache release as synchronization/allocation work at a quiescent boundary; compare identical allocation sequences in fresh processes at the same synchronization points."
+ ]
+ },
+ "applicability": {
+ "scope": "Diagnose TorchNPU device-HBM reuse, stream lifetimes, fragmentation and graph/private-pool retention before proposing allocator changes.",
+ "input_contract": "Allocation failure/size sequence, device and allocator path, installed versions/settings, stream and graph-pool timeline, retained tensor references and allocator statistics with synchronization boundaries.",
+ "produced_artifact": "A suspected allocator state transition with source evidence IDs, one eligible action, resource cost, counter-signals and a correctness-first verification/rollback plan.",
+ "refusal_point": "Missing evidence supports only a conditional proposal, not a diagnosed leak; stop when external/custom/shared allocation ownership is untraced and keep baseline settings for unsupported versions or live-tensor capacity pressure."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Separate stream lifetime protection from producer/consumer ordering, and distinguish live tensors, pending events, inactive splits and private-pool retention before tuning.",
+ "Match split or expandable-segment proposals to the observed allocation pattern and actual feature gates; do not combine incompatible controls or import comment thresholds as defaults.",
+ "Treat cache release as synchronization/allocation work at a quiescent boundary; compare identical allocation sequences in fresh processes at the same synchronization points."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index f1ed319c3..d6ea1871c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json",
@@ -40,7 +40,7 @@
"checkout_ref": "checkout:torchnpu-pinned-host-memory-lifecycle",
"source_files": {
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md": "23e93ea7c98f99743509fdc04139d78ed2e7123c63e80b366c6beaba7eb70d0d",
- "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json": "97836a38465106d816a9ace894a7b277d6d330f9accade8f8493ce6f0fb57ef9",
+ "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json": "0fa51de079663043fd5785beffb153d989b1cac5833dbd2c99535f6b782a5e95",
"src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/references/source-notes.md": "435193590b4a2ba32e2e4c6fa9d7e8f889528d412cbbb48e35ec5433f7dab384",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
@@ -69,12 +69,29 @@
"provenance_readsets": [
"references/source-notes.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Diagnose TorchNPU pinned-host RAM allocation, asynchronous-copy ownership/readiness, reuse and path-specific cache controls.",
+ "input_contract": "Installed versions/settings, host pressure and allocation/reuse distribution, stream timeline, owned versus registered/pageable buffers, selected host allocator path and host statistics/allocation timings.",
+ "produced_artifact": "An ownership classification, source evidence IDs, one eligible allocator proposal, benefit/resource cost and rollback criteria for a later fresh-process comparison.",
+ "refusal_point": "Keep baseline settings for live-buffer growth, pageable copies, stable reuse, unverified versions or unsupported paths; stop tuning on event/runtime errors and escalate external ownership or gate conflicts."
+ },
+ "recommendations": [
+ "Do not mutate an H2D source or read a D2H destination before completion; non_blocking=True alone proves neither overlap nor external-buffer lifetime tracking.",
+ "Interpret host allocated/active bytes using the selected host path, and test round/cache controls only in supported default-path fresh processes; a per-buffer cache threshold is not a total-cache cap.",
+ "Keep host and device allocator options separate and use an explicit quiescent boundary for host cache release; cache clearing is not a copy-completion barrier."
+ ]
+ },
+ "applicability": {
+ "scope": "Diagnose TorchNPU pinned-host RAM allocation, asynchronous-copy ownership/readiness, reuse and path-specific cache controls.",
+ "input_contract": "Installed versions/settings, host pressure and allocation/reuse distribution, stream timeline, owned versus registered/pageable buffers, selected host allocator path and host statistics/allocation timings.",
+ "produced_artifact": "An ownership classification, source evidence IDs, one eligible allocator proposal, benefit/resource cost and rollback criteria for a later fresh-process comparison.",
+ "refusal_point": "Keep baseline settings for live-buffer growth, pageable copies, stable reuse, unverified versions or unsupported paths; stop tuning on event/runtime errors and escalate external ownership or gate conflicts."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Do not mutate an H2D source or read a D2H destination before completion; non_blocking=True alone proves neither overlap nor external-buffer lifetime tracking.",
+ "Interpret host allocated/active bytes using the selected host path, and test round/cache controls only in supported default-path fresh processes; a per-buffer cache threshold is not a total-cache cap.",
+ "Keep host and device allocator options separate and use an explicit quiescent boundary for host cache release; cache clearing is not a copy-completion barrier."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 1d8ad08e5..12aeca1fd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
"src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index 71cb7f1e7..7c6e81473 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
"src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index 443c3cc9f..a3b85ccdc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index 49edbcbed..50b90d31b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
@@ -56,7 +56,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE": "663e51edcd9a3a8f858018ce6924ad2895a24c269c26c39ad75325bcd0f7e5bc",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md": "e5205de6eba52b3d1693666af755640697717e52ee7834e1ae30e4071b208d54",
- "src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/metadata.json": "86a67bb56110c3a9e191e0ff576194162e960cbddca0a99c593ea7aef8df8a4e",
+ "src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/metadata.json": "f1681981db4f9077ee27ff71571dceecd69daf25136bd374b7d9ad3b59762a6a",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/references/THIRD_PARTY_NOTICES.md": "a0d77db7d2aca0eda811ab3c386cc32b3143f2c2609a042cf4642954f0f6fb09",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/references/preflight.md": "5cf745005914c74b18a09f127d1d02ce0cb64f6cd7899501ce3cb40938c42a4c",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/references/repo-provenance.md": "6a4c14207223dcc2584f7133bd14ff4590c2258fc2bd44f3721b6bf63e3e35cf",
@@ -148,7 +148,12 @@
"method": "Bounded fork-specific source audit, bundled selected-declaration helper and assertion-backed cases. Native Apple/Metal/model evidence remains blocked; no numerical/performance/skill-efficacy claim."
},
"applicability": {
- "scope": "h3-metal FastH3 requested/effective configuration, checkpoint transformation and schedule/RoPE semantics, VSA prefix/partial tiles and dispatch/fallback audit. Common catalog placement is discovery, not CPU inference or Apple qualification."
+ "scope": "h3-metal FastH3 requested/effective configuration, checkpoint transformation and schedule/RoPE semantics, VSA prefix/partial tiles and dispatch/fallback audit. Common catalog placement is discovery, not CPU inference or Apple qualification.",
+ "prerequisites": "Access to the fork-specific source and semantic contracts; native checks additionally need their matching Metal/model resources and separate execution authority.",
+ "input_contract": "Source revision/patches, requested parameters and explicitly captured environment controls, checkpoint path/key-family/config identity, requested/aligned frames, latent dimensions, packed prefix segments and sparse-pipeline availability or unknown.",
+ "produced_artifact": "A ledger of requested and normalized parameters, ambient overrides, source invariants, counterexamples, observed/unknown facts and the smallest discriminating next check.",
+ "failure_modes": "Ignoring ambient overrides, mixing checkpoint identity switches, using global rather than per-head Q/K/V concatenation, pooling padded boundary rows, or double-adding coarse attention can invalidate the semantic audit.",
+ "refusal_point": "Stop on conflicting configuration, mixed checkpoint identity, missing resources or the authorized boundary; name the missing native test/fixture and leave it blocked/not_run."
},
"limitations": [
"BLOCKED_REQUIRED_BACKEND: native Apple/Metal, actual FastH3 checkpoint/schedule/sparse parity, audio/video quality, target memory fit, performance and service evidence not_run.",
@@ -163,14 +168,25 @@
"references/source-identity.json",
"references/repo-provenance.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Record requested parameters, normalized values and later environment overrides separately, including requested versus aligned frame counts.",
+ "Audit checkpoint transformations and schedule consumers beyond tensor names/shapes; tiny permutation fixtures can falsify mappings but do not establish model parity.",
+ "Resolve sparse eligibility and the dense-fine-plus-gated-coarse fallback explicitly; preserve unknown pipeline availability."
+ ]
},
"applicability": {
- "scope": "h3-metal FastH3 requested/effective configuration, checkpoint transformation and schedule/RoPE semantics, VSA prefix/partial tiles and dispatch/fallback audit. Common catalog placement is discovery, not CPU inference or Apple qualification."
+ "scope": "h3-metal FastH3 requested/effective configuration, checkpoint transformation and schedule/RoPE semantics, VSA prefix/partial tiles and dispatch/fallback audit. Common catalog placement is discovery, not CPU inference or Apple qualification.",
+ "prerequisites": "Access to the fork-specific source and semantic contracts; native checks additionally need their matching Metal/model resources and separate execution authority.",
+ "input_contract": "Source revision/patches, requested parameters and explicitly captured environment controls, checkpoint path/key-family/config identity, requested/aligned frames, latent dimensions, packed prefix segments and sparse-pipeline availability or unknown.",
+ "produced_artifact": "A ledger of requested and normalized parameters, ambient overrides, source invariants, counterexamples, observed/unknown facts and the smallest discriminating next check.",
+ "failure_modes": "Ignoring ambient overrides, mixing checkpoint identity switches, using global rather than per-head Q/K/V concatenation, pooling padded boundary rows, or double-adding coarse attention can invalidate the semantic audit.",
+ "refusal_point": "Stop on conflicting configuration, mixed checkpoint identity, missing resources or the authorized boundary; name the missing native test/fixture and leave it blocked/not_run."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Record requested parameters, normalized values and later environment overrides separately, including requested versus aligned frame counts.",
+ "Audit checkpoint transformations and schedule consumers beyond tensor names/shapes; tiny permutation fixtures can falsify mappings but do not establish model parity.",
+ "Resolve sparse eligibility and the dense-fine-plus-gated-coarse fallback explicitly; preserve unknown pipeline availability."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index 0e47cc49b..c01e0e11f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
@@ -57,7 +57,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE": "663e51edcd9a3a8f858018ce6924ad2895a24c269c26c39ad75325bcd0f7e5bc",
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md": "fdb4d9483c6efa836f9e59617da605fa9c2186e11c2041b05d5c81850ba0475d",
- "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/metadata.json": "fe626a77af3f084f36fd73ffdb6f67976e7dceeafb94ba22078ef03c3a96cfae",
+ "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/metadata.json": "952bd2947b68e56d249f10798e028d191a8ffbdb2f123775be66946d3e2ef77e",
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/references/THIRD_PARTY_NOTICES.md": "a0d77db7d2aca0eda811ab3c386cc32b3143f2c2609a042cf4642954f0f6fb09",
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/references/minimax-h3-apple.md": "57ce01754ba96c378f13a91305ef3d418b926f99b2753f0af99315572bce063a",
"src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/references/minimax-h3-weight-inventory.json": "fbaacaeec340d3ce893556ee864405a0746af4d13530a38cb3d5aa9d60929271",
@@ -177,7 +177,12 @@
"method": "Manual pinned-source distillation informed by the existing Repo-To-Skill ledger; no AREX/DisCo execution or behavioral efficacy claim."
},
"applicability": {
- "scope": "MiniMax-H3 joint audio/video C/Metal runtime audit: raw checkpoint compatibility, input encoders, schedule precompute, phased/cached residency, numerical controls and SSD streaming on Apple Silicon. Common catalog placement is a discovery classification, not cross-backend qualification."
+ "scope": "MiniMax-H3 joint audio/video C/Metal runtime audit: raw checkpoint compatibility, input encoders, schedule precompute, phased/cached residency, numerical controls and SSD streaming on Apple Silicon. Common catalog placement is a discovery classification, not cross-backend qualification.",
+ "prerequisites": "Access to the pinned source architecture and selected component/format inventory; native checks need matching model, fixture and backend resources within an authorized experiment budget.",
+ "input_contract": "Runtime revision/patches, macOS/SDK/GPU and memory budget, FL2VA/Ref2VA selection, component formats, prompt and ordered media, requested/aligned frames, canvases, steps/seed, layer/reuse/token/precision policies and preview/interactive-cache state.",
+ "produced_artifact": "A phase/component/owner ledger with resident weights, runtime/host buffers, overlap, release/reuse boundaries and observations/unknowns, followed by a discriminating check, actual result and remaining gap.",
+ "failure_modes": "Estimating fit from model-file bytes, confusing runtime int8 with incompatible MLX bundles, ignoring preview/cache overlap, or reducing DiT residency to address a VAE/host-output peak can produce a wrong capacity diagnosis.",
+ "refusal_point": "Stop at unavailable model/fixture/backend resources or the accepted experiment budget; missing target evidence remains unverified/INCONCLUSIVE."
},
"limitations": [
"Native h3.c/Metal execution, target peak memory, audio/video quality, performance, service behavior and skill efficacy were not run.",
@@ -191,14 +196,25 @@
"references/source-identity.json",
"references/minimax-h3-weight-inventory.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Resolve the actual conditioning and output components before counting residency; do not add alternative checkpoints or count shared files twice.",
+ "Trace one-shot, preview and interactive ownership separately, including AdaLN schedule dependencies and prepared-cache reset boundaries.",
+ "Classify approximation and precision controls before comparison, then measure the relevant phase with tensor, physical/compressed/swap and storage observations."
+ ]
},
"applicability": {
- "scope": "MiniMax-H3 joint audio/video C/Metal runtime audit: raw checkpoint compatibility, input encoders, schedule precompute, phased/cached residency, numerical controls and SSD streaming on Apple Silicon. Common catalog placement is a discovery classification, not cross-backend qualification."
+ "scope": "MiniMax-H3 joint audio/video C/Metal runtime audit: raw checkpoint compatibility, input encoders, schedule precompute, phased/cached residency, numerical controls and SSD streaming on Apple Silicon. Common catalog placement is a discovery classification, not cross-backend qualification.",
+ "prerequisites": "Access to the pinned source architecture and selected component/format inventory; native checks need matching model, fixture and backend resources within an authorized experiment budget.",
+ "input_contract": "Runtime revision/patches, macOS/SDK/GPU and memory budget, FL2VA/Ref2VA selection, component formats, prompt and ordered media, requested/aligned frames, canvases, steps/seed, layer/reuse/token/precision policies and preview/interactive-cache state.",
+ "produced_artifact": "A phase/component/owner ledger with resident weights, runtime/host buffers, overlap, release/reuse boundaries and observations/unknowns, followed by a discriminating check, actual result and remaining gap.",
+ "failure_modes": "Estimating fit from model-file bytes, confusing runtime int8 with incompatible MLX bundles, ignoring preview/cache overlap, or reducing DiT residency to address a VAE/host-output peak can produce a wrong capacity diagnosis.",
+ "refusal_point": "Stop at unavailable model/fixture/backend resources or the accepted experiment budget; missing target evidence remains unverified/INCONCLUSIVE."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Resolve the actual conditioning and output components before counting residency; do not add alternative checkpoints or count shared files twice.",
+ "Trace one-shot, preview and interactive ownership separately, including AdaLN schedule dependencies and prepared-cache reset boundaries.",
+ "Classify approximation and precision controls before comparison, then measure the relevant phase with tensor, physical/compressed/swap and storage observations."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
index 5e7964df2..3adab00f6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json",
@@ -41,7 +41,7 @@
"checkout_ref": "checkout:audit-llama-runtime-state",
"source_files": {
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md": "95e81b6bc096a954fa73139ea5bc001d1efa6c99747161da62f012b494e5c013",
- "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json": "1d30b31dc8352fc6a8d7b8abbef8118c840e47e5b90795dae0c758bf9717278c",
+ "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json": "22f1d01b48ea6e2b2ef2deeb20c1404ce8b586eb18442b5adb1390310b4b7503",
"src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/references/source-notes.md": "3d12a401e9decb55a2f4f3b2bfa0d360ef5110f63a0469dfe285654e78054190",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
@@ -94,7 +94,12 @@
}
],
"applicability": {
- "scope": "Pinned llama.cpp context-memory, graph-reuse and server task-lifecycle diagnosis; concrete model/backend behavior requires native validation."
+ "scope": "Pinned llama.cpp context-memory, graph-reuse and server task-lifecycle diagnosis; concrete model/backend behavior requires native validation.",
+ "prerequisites": "Pinned llama.cpp source or a concrete runtime trace, access to the relevant memory/graph/server ownership evidence and an identified caller recovery policy that remains in force.",
+ "input_contract": "Source/build and model revisions, memory type, actual backend/device and execution mode, context/batch/ubatch parameters, sequence IDs/positions/output flags and return status; graph cases need dispatch evidence, server cases need correlated HTTP/task/slot/cache logs.",
+ "produced_artifact": "An owner/event ledger of ubatch progress, retained memory, graph-gate decisions, input readiness and slot release/retention, with the first supported broken obligation or smallest missing observation.",
+ "failure_modes": "Assuming whole-batch rollback after partial decode failure, treating token count as a complete graph-reuse key, or equating posted cancellation with released slots can hide retained state or misdiagnose correct deferred work.",
+ "refusal_point": "Stop before reset or repair if revision, memory type, actual backend, sequence ownership or partial progress is unknown; escalate unsupported rollback or unresolved in-flight work."
},
"limitations": [
"Source-derived candidate; native runtime and efficacy validation not run.",
@@ -104,14 +109,25 @@
"provenance_readsets": [
"references/source-notes.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Reconcile per-sequence retained positions with completed ubatches before retrying a failed logical batch.",
+ "Check both graph allow_reuse and input can_reuse gates, then establish copy readiness independently of graph identity.",
+ "Trace cancellation posting, normal task processing, slot release and prompt retention as separate events."
+ ]
},
"applicability": {
- "scope": "Pinned llama.cpp context-memory, graph-reuse and server task-lifecycle diagnosis; concrete model/backend behavior requires native validation."
+ "scope": "Pinned llama.cpp context-memory, graph-reuse and server task-lifecycle diagnosis; concrete model/backend behavior requires native validation.",
+ "prerequisites": "Pinned llama.cpp source or a concrete runtime trace, access to the relevant memory/graph/server ownership evidence and an identified caller recovery policy that remains in force.",
+ "input_contract": "Source/build and model revisions, memory type, actual backend/device and execution mode, context/batch/ubatch parameters, sequence IDs/positions/output flags and return status; graph cases need dispatch evidence, server cases need correlated HTTP/task/slot/cache logs.",
+ "produced_artifact": "An owner/event ledger of ubatch progress, retained memory, graph-gate decisions, input readiness and slot release/retention, with the first supported broken obligation or smallest missing observation.",
+ "failure_modes": "Assuming whole-batch rollback after partial decode failure, treating token count as a complete graph-reuse key, or equating posted cancellation with released slots can hide retained state or misdiagnose correct deferred work.",
+ "refusal_point": "Stop before reset or repair if revision, memory type, actual backend, sequence ownership or partial progress is unknown; escalate unsupported rollback or unresolved in-flight work."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Reconcile per-sequence retained positions with completed ubatches before retrying a failed logical batch.",
+ "Check both graph allow_reuse and input can_reuse gates, then establish copy readiness independently of graph identity.",
+ "Trace cancellation posting, normal task processing, slot release and prompt retention as separate events."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
index daef60141..d5ab3d293 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
@@ -48,7 +48,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE": "cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30",
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md": "a468d75f25e77b96e6fb5376692f7a89c0464cc00d4df035f1dc6cc923f713cc",
- "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/metadata.json": "db0b4593d7a6fbb898fdf11a1710b529abbade847ea57319843669b375b68fc8",
+ "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/metadata.json": "dfd605f8f31740565063fad0785dea3e7751b8deea4d43e1a66ca30d92ae901f",
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/NOTICE.md": "cca794656897ecdc37f983f7f23c4cd12306dbe3c9cd2f54fece6340753ae4cf",
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-identity.json": "5e52db0a0bda4673b9aac46a3fc035b824780def72921fee6796edb2ed9fca65",
"src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-notes.md": "0956f59cd9a1fac27da53228dd60c51a07b87639a43c09bfab296c4aeeceaab9",
@@ -112,7 +112,12 @@
}
],
"applicability": {
- "scope": "Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED propagation versus SHARED, later depth-specific Torch-reference attention and normal release/wait/free order. No speculation, connector, preemption, prefix sharing, split/packed prefill or graph/static-buffer path qualification."
+ "scope": "Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED propagation versus SHARED, later depth-specific Torch-reference attention and normal release/wait/free order. No speculation, connector, preemption, prefix sharing, split/packed prefill or graph/static-buffer path qualification.",
+ "prerequisites": "The selected native Ouro synchronous path uses host KVMetadata, no speculation/connector/preemption, atomic prefill and disabled graph/static-buffer/packed-prefill paths; changed execution conditions need a new bounded check.",
+ "input_contract": "Repository revision, model/configuration, recurrent-layer set, loop count, cache layout and block size, dtype/device, attention backend and effective flags, plus the traced token/depth/layer and its next consumer.",
+ "produced_artifact": "A bounded token/finalization/consumer/retirement trace separating source call order, observed data and written validity, completion evidence and remaining native model/backend/performance gaps.",
+ "failure_modes": "Substituting mark_finalized for K/V propagation, accepting allocated pages as a complete written prefix, applying LAST_EXITED copy expectations to SHARED, or treating event recording as completion can invalidate the ownership diagnosis.",
+ "refusal_point": "On a failed prerequisite or complete-prefix check, retain the first failing token/depth/layer and trace the missing operation. Stop the conclusion when flags or metadata ownership leave the selected path."
},
"limitations": [
"Source-derived candidate; native CPU/CUDA, model correctness/quality, performance and agent efficacy are not validated.",
@@ -123,14 +128,25 @@
"references/source-notes.md",
"references/source-identity.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Distinguish copied K/V values, logical written positions and allocated capacity; follow the later depth-specific attention consumer.",
+ "Preserve executed shallower values during LAST_EXITED propagation and use SHARED as a separate one-plane control.",
+ "Follow the latest request event through runner release before scheduler cache release; page reuse is not evidence of erased old bytes."
+ ]
},
"applicability": {
- "scope": "Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED propagation versus SHARED, later depth-specific Torch-reference attention and normal release/wait/free order. No speculation, connector, preemption, prefix sharing, split/packed prefill or graph/static-buffer path qualification."
+ "scope": "Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED propagation versus SHARED, later depth-specific Torch-reference attention and normal release/wait/free order. No speculation, connector, preemption, prefix sharing, split/packed prefill or graph/static-buffer path qualification.",
+ "prerequisites": "The selected native Ouro synchronous path uses host KVMetadata, no speculation/connector/preemption, atomic prefill and disabled graph/static-buffer/packed-prefill paths; changed execution conditions need a new bounded check.",
+ "input_contract": "Repository revision, model/configuration, recurrent-layer set, loop count, cache layout and block size, dtype/device, attention backend and effective flags, plus the traced token/depth/layer and its next consumer.",
+ "produced_artifact": "A bounded token/finalization/consumer/retirement trace separating source call order, observed data and written validity, completion evidence and remaining native model/backend/performance gaps.",
+ "failure_modes": "Substituting mark_finalized for K/V propagation, accepting allocated pages as a complete written prefix, applying LAST_EXITED copy expectations to SHARED, or treating event recording as completion can invalidate the ownership diagnosis.",
+ "refusal_point": "On a failed prerequisite or complete-prefix check, retain the first failing token/depth/layer and trace the missing operation. Stop the conclusion when flags or metadata ownership leave the selected path."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Distinguish copied K/V values, logical written positions and allocated capacity; follow the later depth-specific attention consumer.",
+ "Preserve executed shallower values during LAST_EXITED propagation and use SHARED as a separate one-plane control.",
+ "Follow the latest request event through runner release before scheduler cache release; page reuse is not evidence of erased old bytes."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index 464904f99..8b883145a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
@@ -49,7 +49,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE": "b53fa08f515cb5a6fff7b9fd8fcd0961a4b80df29d74372d25e1f9171aa042ee",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860",
- "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "13ab6d874c4e3135be80ef7c3cb6bfd28fb9121012e0536831ec3705ccb8c5eb",
+ "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "412c649b16526038ee0299f8b2a610bb7f120eaab25cd83575809fe03b604b2e",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md": "c1ec047aa37fca6b374f9bfd750e8f30d45af1d48fe728db23873c0b84ad94e8",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md": "7b537cb972347dd68e303960f142892346d8b19b884e4d08016ea36a23bdaa7a",
"src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json": "af4830370b6eddc2d176a9ae14da4ab56a90b0fe048a01a89ee051df4365d8e9",
@@ -117,7 +117,12 @@
}
],
"applicability": {
- "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
+ "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently.",
+ "prerequisites": "Access to the pinned source/storage boundaries and evidence of the actual image runner/backend dispatch; native capacity or prefetch checks require matching GGML, model and backend resources.",
+ "input_contract": "Runtime/GGML revisions and selection, compiled/loaded backends and devices, model/components and numerical image settings, effective memory/prefetch/placement settings and actual dispatch; retain available phase allocations, cache/workspace, transfer events and completed-image counts.",
+ "produced_artifact": "A phase-by-runner/backend/device ownership table for stored and resident weights, retained runtime, pending allocations, pin/prefetch ownership and release/eviction, with one discriminating check and its actual status.",
+ "failure_modes": "Treating max_vram as proof of segmentation, unpin as physical freeing, or configured prefetch as completed useful overlap can misidentify the capacity cause; missing observations cannot be read as zero.",
+ "refusal_point": "Stop when the cause is resolved or matching GGML/model/backend resources are unavailable; invoking this audit does not authorize dependency installation, model downloads, policy changes or device provisioning."
},
"limitations": [
"Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
@@ -132,14 +137,25 @@
"references/source-notes.md",
"references/loader-storage-boundaries.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Separate parameter storage, compute-resident weights, retained workspace/output caches and pending allocations for each runner and phase.",
+ "Verify the actual monolithic, segmented or multi-device path before interpreting a memory budget or prefetch setting.",
+ "For a policy comparison, hold model, inputs, numerical settings and device fixed; check completed images and quality before latency, and separate startup, first and warm requests."
+ ]
},
"applicability": {
- "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
+ "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently.",
+ "prerequisites": "Access to the pinned source/storage boundaries and evidence of the actual image runner/backend dispatch; native capacity or prefetch checks require matching GGML, model and backend resources.",
+ "input_contract": "Runtime/GGML revisions and selection, compiled/loaded backends and devices, model/components and numerical image settings, effective memory/prefetch/placement settings and actual dispatch; retain available phase allocations, cache/workspace, transfer events and completed-image counts.",
+ "produced_artifact": "A phase-by-runner/backend/device ownership table for stored and resident weights, retained runtime, pending allocations, pin/prefetch ownership and release/eviction, with one discriminating check and its actual status.",
+ "failure_modes": "Treating max_vram as proof of segmentation, unpin as physical freeing, or configured prefetch as completed useful overlap can misidentify the capacity cause; missing observations cannot be read as zero.",
+ "refusal_point": "Stop when the cause is resolved or matching GGML/model/backend resources are unavailable; invoking this audit does not authorize dependency installation, model downloads, policy changes or device provisioning."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Separate parameter storage, compute-resident weights, retained workspace/output caches and pending allocations for each runner and phase.",
+ "Verify the actual monolithic, segmented or multi-device path before interpreting a memory budget or prefetch setting.",
+ "For a policy comparison, hold model, inputs, numerical settings and device fixed; check completed images and quality before latency, and separate startup, first and warm requests."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index 63f064062..2dab44411 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
@@ -43,7 +43,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE": "1495e1e757ef4d0925a2350563cf5754bb23c51701a8ec4fb3c5cdcbedae6747",
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md": "b0a4ba4751087126143ef86983798deb0ed00e24b6ff06bf6ef76a9df6e274f2",
- "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/metadata.json": "6ed57dfb4f25ecb34b81f2188b055e05d172ba2581e6a3b605b814b2f733a4d6",
+ "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/metadata.json": "e2cb137978960d29b3644967a29dab930c768d3453bce8aff2aad96fd90a56d9",
"src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/references/source-notes.md": "d0fcfd1177ae2f351041c5b2abba7f5121cec133006d9e4dca8f74ddb567332d",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
@@ -101,7 +101,12 @@
}
],
"applicability": {
- "scope": "Bounded monolithic multimodal_gen composed-pipeline state and lifecycle diagnosis; actual backend/model behavior requires native validation."
+ "scope": "Bounded monolithic multimodal_gen composed-pipeline state and lifecycle diagnosis; actual backend/model behavior requires native validation.",
+ "prerequisites": "Pinned source or a concrete trace of the selected composed-pipeline executor and installed residency manager, with the applicable monolithic route identified.",
+ "input_contract": "Source/build, backend and executor/pipeline class, model revision, modality/shape, steps/scheduler/seed/output count, grouped/serial route, ranks, placement, warmup/save settings and symptom; timeout cases need correlated request/job and client/scheduler/worker events.",
+ "produced_artifact": "A version-bound owner/event ledger, first unresolved boundary, causal hypothesis, smallest real discriminating check, exact results and missing dependencies.",
+ "failure_modes": "Assuming all executors share the SyncExecutor contract, treating closed component use as eviction, assuming grouped schedulers are isolated, or reading socket close/job deletion as stopped device compute can misdiagnose ownership.",
+ "refusal_point": "Stop performance claims when the executing path, cleanup or output quality is unresolved; retain the failure and a known baseline rather than inferring a blanket leak or safety conclusion."
},
"limitations": [
"Source-derived candidate; upstream runtime and efficacy validation not run.",
@@ -111,14 +116,25 @@
"provenance_readsets": [
"references/source-notes.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Trace the actual executor and separate request, stage, component-use, module, scheduler, finalizer and allocator-cache lifetimes.",
+ "Check scheduler aliases and declared output-copy policies before introducing overlap; compare real serial/grouped outputs with fixed timesteps and seeds.",
+ "Correlate worker, finalizer and device completion after client timeout or deletion; preserve an unknown execution outcome until that evidence exists."
+ ]
},
"applicability": {
- "scope": "Bounded monolithic multimodal_gen composed-pipeline state and lifecycle diagnosis; actual backend/model behavior requires native validation."
+ "scope": "Bounded monolithic multimodal_gen composed-pipeline state and lifecycle diagnosis; actual backend/model behavior requires native validation.",
+ "prerequisites": "Pinned source or a concrete trace of the selected composed-pipeline executor and installed residency manager, with the applicable monolithic route identified.",
+ "input_contract": "Source/build, backend and executor/pipeline class, model revision, modality/shape, steps/scheduler/seed/output count, grouped/serial route, ranks, placement, warmup/save settings and symptom; timeout cases need correlated request/job and client/scheduler/worker events.",
+ "produced_artifact": "A version-bound owner/event ledger, first unresolved boundary, causal hypothesis, smallest real discriminating check, exact results and missing dependencies.",
+ "failure_modes": "Assuming all executors share the SyncExecutor contract, treating closed component use as eviction, assuming grouped schedulers are isolated, or reading socket close/job deletion as stopped device compute can misdiagnose ownership.",
+ "refusal_point": "Stop performance claims when the executing path, cleanup or output quality is unresolved; retain the failure and a known baseline rather than inferring a blanket leak or safety conclusion."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Trace the actual executor and separate request, stage, component-use, module, scheduler, finalizer and allocator-cache lifetimes.",
+ "Check scheduler aliases and declared output-copy policies before introducing overlap; compare real serial/grouped outputs with fixed timesteps and seeds.",
+ "Correlate worker, finalizer and device completion after client timeout or deletion; preserve an unknown execution outcome until that evidence exists."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index 3cdd702f8..a4074b797 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
@@ -39,7 +39,7 @@
"checkout_ref": "checkout:audit-vllm-kv-lifetimes",
"source_files": {
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md": "4c3f27459df239f9f4fc971c559d4c9ddfbfebd70507a8a93be8eae59a30b69d",
- "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json": "b43fc3a7ccae59c664fcdf9ff77962edcc07c2a3df8b59324db551642bd23e23",
+ "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json": "8ded6e60c562131616dc8cdcf0d7efc04aef1884885da0b30fb16f42d7433b7c",
"src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/references/source-notes.md": "3665b034594fc8cc767c408002f4e16f8803369242405027c7f37ce6c9ecebe9",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
@@ -78,12 +78,33 @@
"provenance_readsets": [
"references/source-notes.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Pinned vLLM V1 scheduler/connector ownership audit for asynchronous KV load/save completion, retained blocks, preemption and failed receives; concrete connector conformance is not established by the interface.",
+ "prerequisites": "A concrete connector and worker/model-runner call trace at identified revisions, with request/block events sufficient to compare actual callers against the pinned scheduler/interface contracts.",
+ "input_contract": "Engine/connector revision and class, producer/consumer roles, KV-group count/block namespace, failure policy, concurrent-batch and graph modes; correlate bounded request IDs with allocation, matched tokens, load/save events, receive failures, preemption, finish and pool return.",
+ "produced_artifact": "An ownership/event ledger and bounded contract-conformance report naming the earliest evidenced broken obligation, owner, affected requests/blocks and smallest missing observation, with a proposed targeted regression check.",
+ "failure_modes": "Equating reserved tokens with usable KV, finished responses with reusable blocks, or send completion with scheduler write-fence completion can hide unsafe reuse; missing failed-receive completion can leave waits unreleased.",
+ "refusal_point": "Escalate absent concrete caller evidence, ambiguous block namespaces, unsupported layouts or revision drift; stop before inferring a backend fix, freeing retained blocks or claiming a reproduced bug."
+ },
+ "recommendations": [
+ "Trace lookup, allocation, worker execution and completion propagation before changing request state; repeated or undecided lookup and ordinary admission waits can be valid.",
+ "Check delayed-free ownership and scheduler in-flight-write fences separately, including empty-step save/metadata ordering in the real worker.",
+ "Keep receive failure and finished_recving correlated, and use request-level failure evidence for multi-group layouts while preserving the existing recovery policy."
+ ]
+ },
+ "applicability": {
+ "scope": "Pinned vLLM V1 scheduler/connector ownership audit for asynchronous KV load/save completion, retained blocks, preemption and failed receives; concrete connector conformance is not established by the interface.",
+ "prerequisites": "A concrete connector and worker/model-runner call trace at identified revisions, with request/block events sufficient to compare actual callers against the pinned scheduler/interface contracts.",
+ "input_contract": "Engine/connector revision and class, producer/consumer roles, KV-group count/block namespace, failure policy, concurrent-batch and graph modes; correlate bounded request IDs with allocation, matched tokens, load/save events, receive failures, preemption, finish and pool return.",
+ "produced_artifact": "An ownership/event ledger and bounded contract-conformance report naming the earliest evidenced broken obligation, owner, affected requests/blocks and smallest missing observation, with a proposed targeted regression check.",
+ "failure_modes": "Equating reserved tokens with usable KV, finished responses with reusable blocks, or send completion with scheduler write-fence completion can hide unsafe reuse; missing failed-receive completion can leave waits unreleased.",
+ "refusal_point": "Escalate absent concrete caller evidence, ambiguous block namespaces, unsupported layouts or revision drift; stop before inferring a backend fix, freeing retained blocks or claiming a reproduced bug."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Trace lookup, allocation, worker execution and completion propagation before changing request state; repeated or undecided lookup and ordinary admission waits can be valid.",
+ "Check delayed-free ownership and scheduler in-flight-write fences separately, including empty-step save/metadata ordering in the real worker.",
+ "Keep receive failure and finished_recving correlated, and use request-level failure evidence for multi-group layouts while preserving the existing recovery policy."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index a586197c6..3c226dfe4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
@@ -42,7 +42,7 @@
"checkout_ref": "checkout:bound-windowed-attention-replay",
"source_files": {
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md": "4703beb6e5194ef2ff2c0b5ec69f64e35417a4bc0dfb50a10c80a920b77ef3b5",
- "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json": "014be24d0e669f4acbc0717dc323eec784026cf185186619d5a19d6d84496131",
+ "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json": "c68254b1a96a8834ae46c7a1d9035856fa4783315b219aa95e31461bd8ac58c9",
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/references/source-notes.md": "fd917bd5ac80bee9c9f4525f8e0300f6d67dc144e2a16632af42a67f3d53d098",
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/references/validation.md": "60e71e70c5519bcdf6c171eec2be2f342e8801bedd746d6005f11adc646dfaff",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
@@ -90,7 +90,11 @@
"applicability": {
"scope": "Decoders with an explicit producer/consumer boundary and a demonstrated dependency closure for compact query rows, including separately preserved historical state",
"prerequisites": "A derived dependency closure; a full-length KV write at the boundary; known rollback depth; control over metadata construction",
- "hardware": "Backend-independent retain arithmetic; window sizes, boundary index and ring lengths come from the model config and do not transfer"
+ "hardware": "Backend-independent retain arithmetic; window sizes, boundary index and ring lengths come from the model config and do not transfer",
+ "input_contract": "The actual producer/consumer split and transitive dependency closure, boundary index, window and rollback depth, consumer KV sharing/compression layout and separately preserved historical keys.",
+ "produced_artifact": "A dependency listing, enforced retain length, compact query/position/store-slot/visibility metadata, a separate historical-key retention statement and a diagnostic equivalence-reference mode.",
+ "failure_modes": "Applying window-plus-rollback without dependency closure, discarding full-layout state, clipping away the sampling row, or comparing across preemption can invalidate replay; compact queries do not imply historical keys were dropped.",
+ "refusal_point": "Stop if required consumer state is unavailable without a preserved full-length copy, the boundary representation cannot be captured, or comparison preemption moves the anchor. Do not use for clipped-region outputs or required bit-identical preemption replay."
},
"limitations": [
"Source-derived candidate; no equivalence run was performed.",
@@ -104,16 +108,26 @@
"references/source-notes.md",
"references/validation.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Derive every consumer dependency before computing keep; preserve the required full-layout representation separately from the compact query rows.",
+ "Use the visibility-only diagnostic mode to isolate equivalence from row gathering, and retain one sampling row for a fully clipped chunk.",
+ "Check metadata at chunk/store boundaries, actual prompt-logprob handling and zero preemption during equivalence comparison."
+ ]
},
"applicability": {
"scope": "Decoders with an explicit producer/consumer boundary and a demonstrated dependency closure for compact query rows, including separately preserved historical state",
"prerequisites": "A derived dependency closure; a full-length KV write at the boundary; known rollback depth; control over metadata construction",
- "hardware": "Backend-independent retain arithmetic; window sizes, boundary index and ring lengths come from the model config and do not transfer"
+ "hardware": "Backend-independent retain arithmetic; window sizes, boundary index and ring lengths come from the model config and do not transfer",
+ "input_contract": "The actual producer/consumer split and transitive dependency closure, boundary index, window and rollback depth, consumer KV sharing/compression layout and separately preserved historical keys.",
+ "produced_artifact": "A dependency listing, enforced retain length, compact query/position/store-slot/visibility metadata, a separate historical-key retention statement and a diagnostic equivalence-reference mode.",
+ "failure_modes": "Applying window-plus-rollback without dependency closure, discarding full-layout state, clipping away the sampling row, or comparing across preemption can invalidate replay; compact queries do not imply historical keys were dropped.",
+ "refusal_point": "Stop if required consumer state is unavailable without a preserved full-length copy, the boundary representation cannot be captured, or comparison preemption moves the anchor. Do not use for clipped-region outputs or required bit-identical preemption replay."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Derive every consumer dependency before computing keep; preserve the required full-layout representation separately from the compact query rows.",
+ "Use the visibility-only diagnostic mode to isolate equivalence from row gathering, and retain one sampling row for a fully clipped chunk.",
+ "Check metadata at chunk/store boundaries, actual prompt-logprob handling and zero preemption during equivalence comparison."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index b4a35295f..bb08f2ed5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json",
@@ -42,7 +42,7 @@
"checkout_ref": "checkout:budget-speculative-verification",
"source_files": {
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md": "f157562d1edc905cb4fc07246567e3c5b844efb9fbf5fe39f0d40553a1b1a307",
- "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json": "4d68bf4c1767eaee12ade963bbd551d0e61d1bcd81a984bb02fd3aae46965919",
+ "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json": "1aa80a3109072c1ec211f38dbeb9e9cb9edb56aeac187946b43e65dd7502e46f",
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/references/source-notes.md": "6fa955022f16cd598f44fd6521901d1cb868b06cec545cabe2b82769a641b5d6",
"src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/references/validation.md": "673d93f6700052974b340fab25b3438e0e6344960569ac9abec7d7720f662288",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
@@ -88,7 +88,11 @@
"applicability": {
"scope": "Engines with multi-token speculative decoding whose verification forward cost grows with query rows",
"prerequisites": "A calibrated per-position acceptance signal; a measured (rows, step_time) curve; a handle on metadata construction",
- "hardware": "Backend-independent procedure; the reference implementation targets NVIDIA SM100 and Ascend 950 only"
+ "hardware": "Backend-independent procedure; the reference implementation targets NVIDIA SM100 and Ascend 950 only",
+ "input_contract": "Draft width and row representation, the defined individual/conditional versus cumulative acceptance semantics, verify rows/time curve, sampler cost and acceptance round actually available at schedule time.",
+ "produced_artifact": "A per-step verification row budget, per-request query lengths from one through draft_width plus one, cumulative acceptance vectors and predicted-versus-realized acceptance error logs.",
+ "failure_modes": "Confusing verification savings with reduced drafting, misreading confidence semantics or available rounds, allowing later-position confidence to select an earlier token, or generating non-prefix grants can invalidate the budget or sampling claim.",
+ "refusal_point": "Stop if unthrottled drafting or sampler cost dominates, the signal cannot be made cumulative, or no round supplies acceptance estimates; the procedure also does not apply without a per-step cost model."
},
"limitations": [
"Source-derived candidate; no local efficacy validation and no reproduced gain.",
@@ -103,16 +107,26 @@
"references/source-notes.md",
"references/validation.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Measure draft, verify and sampler costs separately and fit the verify curve for graph sizes that will actually replay.",
+ "Preserve the one-row floor and prefix grants, and audit CPU/GPU allocation timing against the per-position decision-independence contract.",
+ "Report verification rows, accepted tokens, total step time and throughput separately; use an independently specified sampling oracle rather than requiring unchanged accepted length."
+ ]
},
"applicability": {
"scope": "Engines with multi-token speculative decoding whose verification forward cost grows with query rows",
"prerequisites": "A calibrated per-position acceptance signal; a measured (rows, step_time) curve; a handle on metadata construction",
- "hardware": "Backend-independent procedure; the reference implementation targets NVIDIA SM100 and Ascend 950 only"
+ "hardware": "Backend-independent procedure; the reference implementation targets NVIDIA SM100 and Ascend 950 only",
+ "input_contract": "Draft width and row representation, the defined individual/conditional versus cumulative acceptance semantics, verify rows/time curve, sampler cost and acceptance round actually available at schedule time.",
+ "produced_artifact": "A per-step verification row budget, per-request query lengths from one through draft_width plus one, cumulative acceptance vectors and predicted-versus-realized acceptance error logs.",
+ "failure_modes": "Confusing verification savings with reduced drafting, misreading confidence semantics or available rounds, allowing later-position confidence to select an earlier token, or generating non-prefix grants can invalidate the budget or sampling claim.",
+ "refusal_point": "Stop if unthrottled drafting or sampler cost dominates, the signal cannot be made cumulative, or no round supplies acceptance estimates; the procedure also does not apply without a per-step cost model."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Measure draft, verify and sampler costs separately and fit the verify curve for graph sizes that will actually replay.",
+ "Preserve the one-row floor and prefix grants, and audit CPU/GPU allocation timing against the per-position decision-independence contract.",
+ "Report verification rows, accepted tokens, total step time and throughput separately; use an independently specified sampling oracle rather than requiring unchanged accepted length."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index ff5f7cf2a..3e86452fe 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index c3ba5d8c2..a88384b33 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
@@ -42,7 +42,7 @@
"checkout_ref": "checkout:cgroup-resource-controls",
"source_files": {
"src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md": "fd1f5a7e6a55714730044155f5b38c1d700383d4e16c3e91963bbfbe1c773af5",
- "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json": "19e40763fedc20990651bb989c32a7693306c5c54af46c3d4be77fd4f87b6c03",
+ "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json": "155aa391e573fa5bd90a089f4e3d06f357795f5d89c8cf9260e3e8ec3636b243",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
@@ -71,12 +71,33 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Audit Linux cgroup v2 CPU quota/shares, effective placement, memory pressure/protection and conditional block-device IO controls for serving or training workloads.",
+ "prerequisites": "Identify workload cgroup membership, kernel/controller support, ancestor limits and the authorized file owner; prepare previous values and stop conditions before a separately authorized trial.",
+ "input_contract": "Target PID and hierarchy/namespace view, requested/effective cpusets, time-aligned CPU/memory/IO counters and application/sibling observations; IO proposals require resolved block-backed traffic.",
+ "produced_artifact": "An evidence-qualified control review/proposal with capacity tradeoff, configuration provenance, rollback manifest and matched-window application/sibling checks.",
+ "failure_modes": "Ancestor constraints can invalidate requested placement; pressure movement alone is not application causality, and unsupported IO accounting or shared-inode attribution can misassign traffic."
+ },
+ "recommendations": [
+ "Separate own-quota throttling, ancestor limits and sibling contention before choosing a cpu.max or cpu.weight review.",
+ "Compare requested with effective CPU/node sets and budget cpuset.mems migration before proposing placement; align memory PSI with local versus descendant event deltas.",
+ "Treat increased headroom as a shared-capacity spend and verify application outcomes and sibling impact, not just counter improvements.",
+ "Resolve actual block-backed traffic and supported IO controls before proposing caps; preserve inaccessible-ancestor uncertainty and do not infer container write authority."
+ ]
+ },
+ "applicability": {
+ "scope": "Audit Linux cgroup v2 CPU quota/shares, effective placement, memory pressure/protection and conditional block-device IO controls for serving or training workloads.",
+ "prerequisites": "Identify workload cgroup membership, kernel/controller support, ancestor limits and the authorized file owner; prepare previous values and stop conditions before a separately authorized trial.",
+ "input_contract": "Target PID and hierarchy/namespace view, requested/effective cpusets, time-aligned CPU/memory/IO counters and application/sibling observations; IO proposals require resolved block-backed traffic.",
+ "produced_artifact": "An evidence-qualified control review/proposal with capacity tradeoff, configuration provenance, rollback manifest and matched-window application/sibling checks.",
+ "failure_modes": "Ancestor constraints can invalidate requested placement; pressure movement alone is not application causality, and unsupported IO accounting or shared-inode attribution can misassign traffic."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Separate own-quota throttling, ancestor limits and sibling contention before choosing a cpu.max or cpu.weight review.",
+ "Compare requested with effective CPU/node sets and budget cpuset.mems migration before proposing placement; align memory PSI with local versus descendant event deltas.",
+ "Treat increased headroom as a shared-capacity spend and verify application outcomes and sibling impact, not just counter improvements.",
+ "Resolve actual block-backed traffic and supported IO controls before proposing caps; preserve inaccessible-ancestor uncertainty and do not infer container write authority."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index d94c9e28c..3572a1f8c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
"src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index 4e5882262..d5ce0bdbf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index cc9ca71f1..ded00b5e0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
index 5012df040..a7f2bfa5d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index 17e95928e..acdc57b97 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
"src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
@@ -45,7 +45,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE": "3972dc9744f6499f0f9b2dbf76696f2ae7ad8af9b23dde66d6af86c9dfb36986",
"src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md": "c993bd6ff8e9b5f82f39f175ec8242341136e4ee0808af414e1d94ad3e196c5e",
- "src/inferrsi/data/skill_library/repositories/comfy-ui/metadata.json": "74742851a002a51c208362cdcd2a59fdab5d1734d8492b1f93fbec3cf21e0841",
+ "src/inferrsi/data/skill_library/repositories/comfy-ui/metadata.json": "81ad1c73b12426e4bf7961889f4b9a1c92739c6be18380402f7866e021cac67b",
"src/inferrsi/data/skill_library/repositories/comfy-ui/references/graph-cache-invalidation.md": "614c9a4e6943d24d7d7be7d632682ce8b1dcc239124a37d9dc1d487113772eac",
"src/inferrsi/data/skill_library/repositories/comfy-ui/references/model-residency.md": "014c68386e7cdfdb7b4f566836e8b2ff61bd5a5a506e7b4723f83fe80c5d4de7",
"src/inferrsi/data/skill_library/repositories/comfy-ui/references/repo-provenance.md": "ca996ef515af42a3ce304747fa3f12a31c00533deaace5ba2ce21aefa0a62e2e",
@@ -104,7 +104,12 @@
}
],
"applicability": {
- "scope": "Source-grounded ComfyUI workflow-output cache and model-weight ownership audit; confirm the actual revision, node registry, cache caller and static/dynamic patcher before transfer."
+ "scope": "Source-grounded ComfyUI workflow-output cache and model-weight ownership audit; confirm the actual revision, node registry, cache caller and static/dynamic patcher before transfer.",
+ "prerequisites": "Access to the pinned provenance and the actual node registry/cache caller; residency questions additionally require the concrete patcher and effective dynamic/static mode. Native memory conclusions need the actual backend.",
+ "input_contract": "Exact revision, API-format prompt/output targets, relevant node classes/constants/links/hidden inputs and external state, selected cache caller/mode and patcher settings, plus available execution/load/memory/timing observations.",
+ "produced_artifact": "A state/owner/key/lifetime/consumer ledger with invalidation or release events, evidence and unresolved boundaries, followed by a discriminating check and its actual result.",
+ "failure_modes": "Treating identical JSON as proof of unchanged external inputs, confusing eviction with key validity, or equating workflow cache hits with device-resident model weights can explain the wrong state contract.",
+ "refusal_point": "Stop when the cause/action is supported or required environment, backend or model resources are unavailable; do not manufacture a hit, hardware result or performance threshold."
},
"limitations": [
"Source-derived candidate; no local executor-cache, device-residency or performance qualification.",
@@ -114,14 +119,25 @@
"provenance_readsets": [
"references/repo-provenance.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Draw the affected dependency cone with declared, lazy and dynamically expanded links, then mark unfingerprinted external state unresolved.",
+ "Separate output/object cache validity and retention from patch identity, partial unload, full detach and allocator-visible release.",
+ "Change one test variable while fixing prompt, output target, model, backend, precision, seed and cache mode; check values and executed nodes before timing."
+ ]
},
"applicability": {
- "scope": "Source-grounded ComfyUI workflow-output cache and model-weight ownership audit; confirm the actual revision, node registry, cache caller and static/dynamic patcher before transfer."
+ "scope": "Source-grounded ComfyUI workflow-output cache and model-weight ownership audit; confirm the actual revision, node registry, cache caller and static/dynamic patcher before transfer.",
+ "prerequisites": "Access to the pinned provenance and the actual node registry/cache caller; residency questions additionally require the concrete patcher and effective dynamic/static mode. Native memory conclusions need the actual backend.",
+ "input_contract": "Exact revision, API-format prompt/output targets, relevant node classes/constants/links/hidden inputs and external state, selected cache caller/mode and patcher settings, plus available execution/load/memory/timing observations.",
+ "produced_artifact": "A state/owner/key/lifetime/consumer ledger with invalidation or release events, evidence and unresolved boundaries, followed by a discriminating check and its actual result.",
+ "failure_modes": "Treating identical JSON as proof of unchanged external inputs, confusing eviction with key validity, or equating workflow cache hits with device-resident model weights can explain the wrong state contract.",
+ "refusal_point": "Stop when the cause/action is supported or required environment, backend or model resources are unavailable; do not manufacture a hit, hardware result or performance threshold."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Draw the affected dependency cone with declared, lazy and dynamically expanded links, then mark unfingerprinted external state unresolved.",
+ "Separate output/object cache validity and retention from patch identity, partial unload, full detach and allocator-visible release.",
+ "Change one test variable while fixing prompt, output target, model, backend, precision, seed and cache mode; check values and executed nodes before timing."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index c0cdcefda..0f5b0fb34 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index 7cb6cb78d..064e2ca25 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json",
@@ -41,7 +41,7 @@
"checkout_ref": "checkout:dcp-async-save-performance",
"source_files": {
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md": "645139ee0c88ec865cad952e24cda35f4648d4b777b732c9b7d274b6c7830845",
- "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json": "db7ad368394ccbfdeff6a16e3423c300d51305b1f95ff5c3936df91738a8cc35",
+ "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json": "49764fa454403fb38891d82ee63de1e07a90d3ff6a3cd28550aee7ea34cbdcb0",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/references/sources.md": "22afe4f4d77f441096cc657d55d763473bfcbea8fb531c8e493fe49ab84955f7",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
@@ -71,12 +71,33 @@
"provenance_readsets": [
"references/sources.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Source-supported diagnosis of training-visible PyTorch DCP save pauses, snapshot/staging/upload lifetimes and bounded CPU staging-buffer reuse; distributed recovery validity and backend durability need separate evidence.",
+ "prerequisites": "Known correspondence between the installed PyTorch API and source/version notes, identified checkpointed-state mutation boundaries and an initial one-outstanding-save policy before overlap is considered.",
+ "input_contract": "Installed PyTorch revision, stager, storage writer and thread/process executor, checkpoint contents, ranks per host and state-mutation boundaries; performance assessment needs caller/staging/upload waits and host/resource observations.",
+ "produced_artifact": "A completion/lifetime diagnosis and smallest justified staging/cache/backpressure lever, with separate caller-pause, staging, upload and step-time measurements proposed for authorized validation.",
+ "failure_modes": "Mutating source state before staging completes, overwriting cached snapshots before prior upload completes, ignoring caller-side state_dict work or treating async return as durability can corrupt the snapshot or misstate the pause.",
+ "refusal_point": "Reject staging overlap that races checkpointed-state mutation; do not infer backend durability from asynchronous return or writer completion."
+ },
+ "recommendations": [
+ "Place the staging wait before the earliest mutation of any checkpointed state, including forward-mutated buffers rather than only optimizer.step.",
+ "Wait for the previous upload before reusing a stager's CPU storage; observe the final upload before closing caller-owned staging resources.",
+ "Measure checkpoint and intervening steps with the same state/cadence, retaining first-use and cached-buffer costs plus per-host memory and I/O pressure."
+ ]
+ },
+ "applicability": {
+ "scope": "Source-supported diagnosis of training-visible PyTorch DCP save pauses, snapshot/staging/upload lifetimes and bounded CPU staging-buffer reuse; distributed recovery validity and backend durability need separate evidence.",
+ "prerequisites": "Known correspondence between the installed PyTorch API and source/version notes, identified checkpointed-state mutation boundaries and an initial one-outstanding-save policy before overlap is considered.",
+ "input_contract": "Installed PyTorch revision, stager, storage writer and thread/process executor, checkpoint contents, ranks per host and state-mutation boundaries; performance assessment needs caller/staging/upload waits and host/resource observations.",
+ "produced_artifact": "A completion/lifetime diagnosis and smallest justified staging/cache/backpressure lever, with separate caller-pause, staging, upload and step-time measurements proposed for authorized validation.",
+ "failure_modes": "Mutating source state before staging completes, overwriting cached snapshots before prior upload completes, ignoring caller-side state_dict work or treating async return as durability can corrupt the snapshot or misstate the pause.",
+ "refusal_point": "Reject staging overlap that races checkpointed-state mutation; do not infer backend durability from asynchronous return or writer completion."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Place the staging wait before the earliest mutation of any checkpointed state, including forward-mutated buffers rather than only optimizer.step.",
+ "Wait for the previous upload before reusing a stager's CPU storage; observe the final upload before closing caller-owned staging resources.",
+ "Measure checkpoint and intervening steps with the same state/cadence, retaining first-use and cached-buffer costs plus per-host memory and I/O pressure."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index 6129c488d..b20edd811 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index 2aa9cc386..70fd8e8a5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json",
@@ -52,7 +52,7 @@
"checkout_ref": "checkout:diagnose-vllm-admission-pressure",
"source_files": {
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md": "d99fc28d48127d3bc627f2a0cab6f3f16158a77da49428838a08865adaea9905",
- "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json": "78459416734f61a8faa819d9a1a3ad7b9a985e8bf8e149813c604d15be6bb92f",
+ "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json": "a4a4c4b7645852bce4abafde8e4128baacbdf1bc2a69362f7c3120db597fbe40",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/INTEGRATION_NOTES.md": "82b24be82451ee121892f61575d0cf4ecb9920813a25ccb26cce2b45dda6d8b3",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/cases/migration-is-not-free-memory.md": "2ac168f2725cba7fc92dfcc67c01bf2258dff6a2dbe1ddb063bc60c175d82d0a",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/cases/parallelism-change-with-state-cost.md": "5accc81086e4500d66f894ef6af9951e1cbb76941f6c631aab5c5561a786d8d8",
@@ -106,12 +106,33 @@
"references/papers-20261015/references/orca-readset.md",
"references/source-notes.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Pinned vLLM V1 branch-based diagnosis of queued requests, low scheduled-token counts and KV-pressure preemption, separating admission/token/input/allocation/connector-wait constraints.",
+ "prerequisites": "The deployed scheduler must be mapped to the pinned branches, with effective configuration and a bounded request/step trace; another revision requires re-establishing that correspondence.",
+ "input_contract": "Deployed revision, scheduler class/configuration, connector role, KV layout, policy and speculative/encoder/concurrent-batch features; per-step queues, tokens, both budgets, allocation results, victims, transfer/free state and timing.",
+ "produced_artifact": "A per-step accounting ledger, observed limiting branch and competing explanation, missing instrumentation and one conditional configuration/progress hypothesis with predicted effects and trade-offs.",
+ "failure_modes": "Inferring memory exhaustion from a queue or high KV usage, conflating token/input budgets, ignoring pending frees or reading async token accounting as load completion can attribute admission stalls to the wrong branch.",
+ "refusal_point": "When required state is missing, leave the diagnosis unresolved and request the smallest trace; escalate allocation or connector behavior outside the readset and stop before live mutation or performance claims."
+ },
+ "recommendations": [
+ "Trace the first actual blocking or skip branch and record running versus admission caps and token versus input budgets separately.",
+ "Inspect deferred frees and request-free eligibility before blaming preemption victim selection, then reconcile restored budgets for an already-scheduled victim.",
+ "Reconstruct waiting admission independently, including queue precedence and async prefix states; change no setting without a branch-specific hypothesis."
+ ]
+ },
+ "applicability": {
+ "scope": "Pinned vLLM V1 branch-based diagnosis of queued requests, low scheduled-token counts and KV-pressure preemption, separating admission/token/input/allocation/connector-wait constraints.",
+ "prerequisites": "The deployed scheduler must be mapped to the pinned branches, with effective configuration and a bounded request/step trace; another revision requires re-establishing that correspondence.",
+ "input_contract": "Deployed revision, scheduler class/configuration, connector role, KV layout, policy and speculative/encoder/concurrent-batch features; per-step queues, tokens, both budgets, allocation results, victims, transfer/free state and timing.",
+ "produced_artifact": "A per-step accounting ledger, observed limiting branch and competing explanation, missing instrumentation and one conditional configuration/progress hypothesis with predicted effects and trade-offs.",
+ "failure_modes": "Inferring memory exhaustion from a queue or high KV usage, conflating token/input budgets, ignoring pending frees or reading async token accounting as load completion can attribute admission stalls to the wrong branch.",
+ "refusal_point": "When required state is missing, leave the diagnosis unresolved and request the smallest trace; escalate allocation or connector behavior outside the readset and stop before live mutation or performance claims."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Trace the first actual blocking or skip branch and record running versus admission caps and token versus input budgets separately.",
+ "Inspect deferred frees and request-free eligibility before blaming preemption victim selection, then reconcile restored budgets for an already-scheduled victim.",
+ "Reconstruct waiting admission independently, including queue precedence and async prefix states; change no setting without a branch-specific hypothesis."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index a8fd50c2f..3a883cf9a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json",
@@ -42,7 +42,7 @@
"checkout_ref": "checkout:diffusers-invocation-state",
"source_files": {
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md": "7581b56336d07213a87d01477793ae1a8acf0b7cf876fce36c9a761ee32c1ff4",
- "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json": "68ac7f64b7ab947fc2db664bc3990f102c1cc5539b42350aa5818d0bbf17d86c",
+ "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json": "66f8d20c1644aba964adfff3b439bfd3ecd3875885191e6ce10721bc50877b1a",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/references/ownership.md": "40688cc44183027efbf2fca8d3548c299cdf2e33fef54f76ab3549353eb9bd1b",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/references/source-map.md": "10562a75683bd9bd07ec2e37a1cbd0f93f2534d6f85b55a566adb2d97485215f",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/references/validation.md": "5a0b854b87d091d7d505b0bdd5c03330052507a851ab6edf35b93a6675f2d4f7",
@@ -84,7 +84,12 @@
}
],
"applicability": {
- "scope": "FluxPipeline and FlowMatchEulerDiscreteScheduler invocation ownership at this source pin; inspect the actual caller contract."
+ "scope": "FluxPipeline and FlowMatchEulerDiscreteScheduler invocation ownership at this source pin; inspect the actual caller contract.",
+ "prerequisites": "Access to the pinned ownership path and an identified caller admission/serialization contract; other pipeline or scheduler classes need their own contracts.",
+ "input_contract": "Diffusers/PyTorch revisions, pipeline/scheduler classes and object identities, construction/from_pipe path, actual components, scheduler config and resolved timesteps/sigmas, shape/dtype, callback/interrupt timing, output/cleanup path and overlapping intervals.",
+ "produced_artifact": "An object-identity/ownership map and call-to-schedule-reset/step/interrupt/output/cleanup trace, the caller admission contract, one next check and actual evidence status.",
+ "failure_modes": "Assuming from_pipe deep-copies scheduler state, passing an enumeration index instead of a scheduler timestep, or treating cooperative iteration skipping as kernel cancellation/exception cleanup can misidentify invocation ownership.",
+ "refusal_point": "Stop when the ownership question is resolved or a required fixture/backend is absent; do not infer service-wide race or serialization behavior from this readset."
},
"limitations": [
"Source-derived candidate; no installed API, native scheduler, model, concurrency or service validation.",
@@ -94,14 +99,25 @@
"provenance_readsets": [
"references/source-map.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Check wrapper and scheduler identities explicitly and follow the effective schedule reset and step-index progression.",
+ "Trace interruption through its loop-boundary consumer and normal decode/cleanup tail while preserving the caller's existing shared-state serialization.",
+ "Use a real scheduler CPU check only for its scheduler cycle; keep pipeline reuse/interruption and serving claims tied to matching fixtures and execution evidence."
+ ]
},
"applicability": {
- "scope": "FluxPipeline and FlowMatchEulerDiscreteScheduler invocation ownership at this source pin; inspect the actual caller contract."
+ "scope": "FluxPipeline and FlowMatchEulerDiscreteScheduler invocation ownership at this source pin; inspect the actual caller contract.",
+ "prerequisites": "Access to the pinned ownership path and an identified caller admission/serialization contract; other pipeline or scheduler classes need their own contracts.",
+ "input_contract": "Diffusers/PyTorch revisions, pipeline/scheduler classes and object identities, construction/from_pipe path, actual components, scheduler config and resolved timesteps/sigmas, shape/dtype, callback/interrupt timing, output/cleanup path and overlapping intervals.",
+ "produced_artifact": "An object-identity/ownership map and call-to-schedule-reset/step/interrupt/output/cleanup trace, the caller admission contract, one next check and actual evidence status.",
+ "failure_modes": "Assuming from_pipe deep-copies scheduler state, passing an enumeration index instead of a scheduler timestep, or treating cooperative iteration skipping as kernel cancellation/exception cleanup can misidentify invocation ownership.",
+ "refusal_point": "Stop when the ownership question is resolved or a required fixture/backend is absent; do not infer service-wide race or serialization behavior from this readset."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Check wrapper and scheduler identities explicitly and follow the effective schedule reset and step-index progression.",
+ "Trace interruption through its loop-boundary consumer and normal decode/cleanup tail while preserving the caller's existing shared-state serialization.",
+ "Use a real scheduler CPU check only for its scheduler cycle; keep pipeline reuse/interruption and serving claims tied to matching fixtures and execution evidence."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index c474d2ef9..e90c2488d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
index 7abfdde66..c456f30e9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/dwarfstar/LICENSE",
"src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
@@ -57,7 +57,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/dwarfstar/LICENSE": "4a8a1358f5b048627d71e4988de0bafd386f4988991929629e6cb9e29b7b9b2f",
"src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md": "a04a252ecdcd4710a3273595f4bd1f3eb8e24d5bb1bfe005f058a78388254dc9",
- "src/inferrsi/data/skill_library/repositories/dwarfstar/metadata.json": "e1f0c2dc3d7ea9278039c2e8c3e8ca4f8e3aba33504b7784d628e903f0b5fc8c",
+ "src/inferrsi/data/skill_library/repositories/dwarfstar/metadata.json": "c883f6bc05e585f072cf03f734b7a296a65842c7921d3afcfe89e1977405fbd2",
"src/inferrsi/data/skill_library/repositories/dwarfstar/references/repo-provenance.md": "7d72f9c85ee60fe003f5f5a585b52e9989ebcedca625b584fa39a976d4433998",
"src/inferrsi/data/skill_library/repositories/dwarfstar/references/repo-routing-metadata.json": "8e195b420b67151932af5f435c284f49677cc7863e650c83cfa9e762fd00db0b",
"src/inferrsi/data/skill_library/repositories/dwarfstar/references/source-identity.json": "a38fe07d003accd83b7626d7e189f7b49b4b73e7a223e4d441b0e33add5d9c91",
@@ -154,7 +154,12 @@
"method": "User-approved native C adaptation and partial drafting; manual stable-ID subskill orchestration and integrated create/verify stages. Required-backend blocks disable automatic admission."
},
"applicability": {
- "scope": "Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support or cross-backend qualification."
+ "scope": "Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support or cross-backend qualification.",
+ "prerequisites": "Access to the pinned native-source contract and relevant memory/state/qualification route; native verification needs a compatible build, matching hardware/weights and task-specific execution authority.",
+ "input_contract": "Engine revision/patches, actual model artifact/representation, selected backend/build and topology, memory/storage budget, context/chunk/session count, image inputs, sampling/speculation policy, cache state and quality/service requirements.",
+ "produced_artifact": "A bounded executing-tuple report with observed signal, source-backed mechanism, alternate explanation, proposed falsifier, actual check outcome and unresolved backend/model/service gap.",
+ "failure_modes": "Inferring model support from flags, aliases, file mapping or quantization names can select the wrong graph; treating CPU bookkeeping or parser checks as native backend/service qualification can overstate the result.",
+ "refusal_point": "Stop at unavailable hardware/weights, unsafe exposure or the authorized budget; retain memory-guard refusals rather than disabling the guard to claim fit."
},
"limitations": [
"Metal/CUDA/ROCm inference, actual model output, SSD runtime I/O, GPU recurrent rollback, physical distributed behavior, service quality/performance and skill efficacy remain unverified.",
@@ -166,14 +171,25 @@
"references/repo-provenance.md",
"references/source-identity.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Choose the memory, serving-state or qualification route by the observed symptom and identify the owner, validity key and release/rollback boundary.",
+ "Freeze comparison controls, test the smallest invariant first and retain fallback messages, cancellations, refusals and unavailable fixtures.",
+ "Base model support on the actual loaded artifact and graph; use native backend evidence for model, tensor-parallel or service conclusions."
+ ]
},
"applicability": {
- "scope": "Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support or cross-backend qualification."
+ "scope": "Pinned DwarfStar source investigation and experiment planning; not arbitrary GGUF support or cross-backend qualification.",
+ "prerequisites": "Access to the pinned native-source contract and relevant memory/state/qualification route; native verification needs a compatible build, matching hardware/weights and task-specific execution authority.",
+ "input_contract": "Engine revision/patches, actual model artifact/representation, selected backend/build and topology, memory/storage budget, context/chunk/session count, image inputs, sampling/speculation policy, cache state and quality/service requirements.",
+ "produced_artifact": "A bounded executing-tuple report with observed signal, source-backed mechanism, alternate explanation, proposed falsifier, actual check outcome and unresolved backend/model/service gap.",
+ "failure_modes": "Inferring model support from flags, aliases, file mapping or quantization names can select the wrong graph; treating CPU bookkeeping or parser checks as native backend/service qualification can overstate the result.",
+ "refusal_point": "Stop at unavailable hardware/weights, unsafe exposure or the authorized budget; retain memory-guard refusals rather than disabling the guard to claim fit."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Choose the memory, serving-state or qualification route by the observed symptom and identify the owner, validity key and release/rollback boundary.",
+ "Freeze comparison controls, test the smallest invariant first and retain fallback messages, cancellations, refusals and unavailable fixtures.",
+ "Base model support on the actual loaded artifact and graph; use native backend evidence for model, tensor-parallel or service conclusions."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index 8376448ad..3482d1338 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index aaf49d52d..7d68adf8b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json",
@@ -43,7 +43,7 @@
"checkout_ref": "checkout:generation-cache-lifecycle",
"source_files": {
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md": "bf1177cb9985c12a9bf11edb64771018e1e314c4713920de8fd4a989ff70115f",
- "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json": "d86cecb615e93ba0f6be09d1ead102cd5a17068c07e1be2549ac5cd8f7519279",
+ "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json": "c2e30a2a3365dd27cac7916dc26aa356f1277d07ebee891c173ee37b77111fa1",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/references/cache-stop.md": "bba6b5c73261065309cbcf11b1e591eef48916f0c79ceaaf74d98a9fa96b0992",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/references/generation-batch.md": "f16d3c57d45e63bcaffd3871aa41c76972ee11f7dbf1e12b45d9b170303cad9b",
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/references/source-map.md": "91d26181f246307f2113f94b12ac9587d689b654dcd216e9f14b11cf5ebb650c",
@@ -89,7 +89,12 @@
}
],
"applicability": {
- "scope": "MLX-LM generation, batch-row and prefix-cache diagnosis; model/backend/runtime compatibility requires separate qualification."
+ "scope": "MLX-LM generation, batch-row and prefix-cache diagnosis; model/backend/runtime compatibility requires separate qualification.",
+ "prerequisites": "Access to the independently pinned MLX-LM generation/cache contracts and the selected entry path; model, backend and runtime compatibility is separately established for any native claim.",
+ "input_contract": "MLX-LM/MLX revisions and builds, backend/device, model/tokenizer/adapter/draft identities, entry point, tokenized prompts, cache classes, batching/prefill limits, per-request sampling/processors/stops, seed and KV quantization; failure traces include UIDs, stages, lengths, terminal reason and next-request result.",
+ "produced_artifact": "An entry-path decision, UID/stage/cache-row table, prefix identity and cache-class assumptions, terminal/cleanup trace and actual evidence status with a targeted verification plan.",
+ "failure_modes": "Ignoring server batching gates, filtering only some per-request row state, reusing a text-only prefix key or treating a stop flag as immediate MLX work cancellation can corrupt lifecycle reasoning.",
+ "refusal_point": "Stop at the first unsupported contract or missing required fixture/backend; retain a targeted plan without inferring paged allocation, radix sharing or instantaneous prefill interruption."
},
"limitations": [
"Source-derived candidate; no local native-backend, model, service or efficacy validation.",
@@ -98,14 +103,25 @@
"provenance_readsets": [
"references/source-map.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Resolve the library versus server entry and its batching gates before transferring BatchGenerator behavior.",
+ "Keep UID, caches, tokens, samplers, processors, lengths, stop matchers and pending outputs aligned under the same removal selection, including prompt-stage requests.",
+ "Check exact token/model/adapter/draft identity and cache-type copy/trim semantics, then trace cooperative removal through survivor and next-request behavior."
+ ]
},
"applicability": {
- "scope": "MLX-LM generation, batch-row and prefix-cache diagnosis; model/backend/runtime compatibility requires separate qualification."
+ "scope": "MLX-LM generation, batch-row and prefix-cache diagnosis; model/backend/runtime compatibility requires separate qualification.",
+ "prerequisites": "Access to the independently pinned MLX-LM generation/cache contracts and the selected entry path; model, backend and runtime compatibility is separately established for any native claim.",
+ "input_contract": "MLX-LM/MLX revisions and builds, backend/device, model/tokenizer/adapter/draft identities, entry point, tokenized prompts, cache classes, batching/prefill limits, per-request sampling/processors/stops, seed and KV quantization; failure traces include UIDs, stages, lengths, terminal reason and next-request result.",
+ "produced_artifact": "An entry-path decision, UID/stage/cache-row table, prefix identity and cache-class assumptions, terminal/cleanup trace and actual evidence status with a targeted verification plan.",
+ "failure_modes": "Ignoring server batching gates, filtering only some per-request row state, reusing a text-only prefix key or treating a stop flag as immediate MLX work cancellation can corrupt lifecycle reasoning.",
+ "refusal_point": "Stop at the first unsupported contract or missing required fixture/backend; retain a targeted plan without inferring paged allocation, radix sharing or instantaneous prefill interruption."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Resolve the library versus server entry and its batching gates before transferring BatchGenerator behavior.",
+ "Keep UID, caches, tokens, samplers, processors, lengths, stop matchers and pending outputs aligned under the same removal selection, including prompt-stage requests.",
+ "Check exact token/model/adapter/draft identity and cache-type copy/trim semantics, then trace cooperative removal through survivor and next-request behavior."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
index e3b13c895..bb39eac1d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json",
@@ -56,7 +56,7 @@
"checkout_ref": "checkout:host-memory-management",
"source_files": {
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md": "4c8db9f603cd581d002e8f41da65af9cbd03699be05c4965a55de47e044e4dd8",
- "src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json": "0d1fe7238bf3e744b463df5f7dc683110468ae266709e63f0d3edfaa0e2f110c",
+ "src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json": "9fe5988b136da9aeff9d00b0c6c607cac00b4071efaf637d287a350e5d4fcafb",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/references/cpython-PSF-LICENSE.md": "33f1a470702f459c160751bf3188b3fa7462fc761a006e03e80ef3f0a7a01ed6",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/references/cpython-free-threading-readset.json": "46336623b3c573fad97d4c686d9836baab807adf10f4bea05352d7a46236e004",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/references/legacy-source-notes.md": "bb1c0fb7a4d1a0301ca9e699e733224f3dcf0ded3cfe13e612e5c04d48a8cab5",
@@ -168,12 +168,29 @@
"references/cpython-PSF-LICENSE.md",
"references/legacy-source-notes.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Audit host preparation, pinned-host pressure and asynchronous CUDA-copy ownership/order/lifetime, with separately scoped routing for Ascend descriptor retention, Python preprocessing and NUMA placement.",
+ "input_contract": "Host buffer ownership and alias/mutation behavior, copy direction/dtype/layout, producer/consumer streams, live/in-flight/cache budget and the actual interpreter/placement context.",
+ "produced_artifact": "An ownership and dependency audit with bounded transfer candidates and a correctness-first validation plan separating enqueue, pinning, transfer, model and end-to-end cost.",
+ "failure_modes": "A stream wait does not prevent CPU mutation and record_stream does not create a data dependency; cached host storage may outlive Python scope, and the eager reusable-slot example is not capture-safe."
+ },
+ "recommendations": [
+ "Track copy-before-consumer order, CPU payload reuse and device storage lifetime as three independent obligations; wait for D2H completion before CPU reads.",
+ "Compare pageable, per-request pinning and bounded reuse on the real workload while budgeting all live and in-flight slots, cache and preprocessing memory.",
+ "Keep the eager staging-slot preconditions explicit and validate ordering/lifetime under stress before performance; a small passing sample does not establish a hazardous pattern is safe."
+ ]
+ },
+ "applicability": {
+ "scope": "Audit host preparation, pinned-host pressure and asynchronous CUDA-copy ownership/order/lifetime, with separately scoped routing for Ascend descriptor retention, Python preprocessing and NUMA placement.",
+ "input_contract": "Host buffer ownership and alias/mutation behavior, copy direction/dtype/layout, producer/consumer streams, live/in-flight/cache budget and the actual interpreter/placement context.",
+ "produced_artifact": "An ownership and dependency audit with bounded transfer candidates and a correctness-first validation plan separating enqueue, pinning, transfer, model and end-to-end cost.",
+ "failure_modes": "A stream wait does not prevent CPU mutation and record_stream does not create a data dependency; cached host storage may outlive Python scope, and the eager reusable-slot example is not capture-safe."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Track copy-before-consumer order, CPU payload reuse and device storage lifetime as three independent obligations; wait for D2H completion before CPU reads.",
+ "Compare pageable, per-request pinning and bounded reuse on the real workload while budgeting all live and in-flight slots, cache and preprocessing memory.",
+ "Keep the eager staging-slot preconditions explicit and validate ordering/lifetime under stress before performance; a small passing sample does not establish a hazardous pattern is safe."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
index 0604c25df..9f20ba9d7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json",
@@ -40,7 +40,7 @@
"checkout_ref": "checkout:host-overhead-optimization",
"source_files": {
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md": "36ef88826a32ac3147b869001004ded17a8d5a491e25bfe105005ba39ea9d1eb",
- "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json": "ae71c389dfdb1a19d267feecb4c6f1fbb4c9afad501ff6d8fab7e38b29bcc37a",
+ "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json": "db3c63ca77a46e647a806e094ae662504768a958d537630a4d7bcabde35d6da3",
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/references/deepinfer-zero-overhead-scheduling.md": "f452bf40132c9195d739f1c86b3aa18857138c7ed0f1861af5853d93b9955924",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
@@ -67,12 +67,31 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Use line-level profiling to reduce exposed Python request-preparation, scheduling and execution-coordination overhead in a bounded serving optimization loop.",
+ "prerequisites": "Confirm host overhead is the limiting factor with the detection procedure before tuning; choose a representative workload and consistent CPU affinity for comparisons.",
+ "input_contract": "Detection/NVTX triage, qualified target function paths and line-profiler output, workload/affinity settings, related correctness tests and serving benchmark metrics.",
+ "produced_artifact": "Per-round hotspot/change/rollback and correctness records plus a final before/after benchmark report, failed attempts, remaining hotspots and scoped follow-up recommendations.",
+ "failure_modes": "Optimizing the default preparation function can miss a different regressing owner; caching/hoisting/preallocation can violate lifetime or invalidation, and a line-level speedup can leave serving throughput unchanged."
+ },
+ "recommendations": [
+ "Profile the actual top regressing function by absolute exposed time, drilling into dominant unprofiled subcalls instead of assuming _prepare_tp_inputs is the owner.",
+ "Prefer one small evidence-supported change with explicit ownership/lifetime/invalidation checks, run relevant correctness tests and revert failed or regressing candidates.",
+ "Re-profile identical workloads after each accepted change and compare hotspot time, total function time and serving metrics; reassess the next bottleneck and stay within the authorized budget."
+ ]
+ },
+ "applicability": {
+ "scope": "Use line-level profiling to reduce exposed Python request-preparation, scheduling and execution-coordination overhead in a bounded serving optimization loop.",
+ "prerequisites": "Confirm host overhead is the limiting factor with the detection procedure before tuning; choose a representative workload and consistent CPU affinity for comparisons.",
+ "input_contract": "Detection/NVTX triage, qualified target function paths and line-profiler output, workload/affinity settings, related correctness tests and serving benchmark metrics.",
+ "produced_artifact": "Per-round hotspot/change/rollback and correctness records plus a final before/after benchmark report, failed attempts, remaining hotspots and scoped follow-up recommendations.",
+ "failure_modes": "Optimizing the default preparation function can miss a different regressing owner; caching/hoisting/preallocation can violate lifetime or invalidation, and a line-level speedup can leave serving throughput unchanged."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Profile the actual top regressing function by absolute exposed time, drilling into dominant unprofiled subcalls instead of assuming _prepare_tp_inputs is the owner.",
+ "Prefer one small evidence-supported change with explicit ownership/lifetime/invalidation checks, run relevant correctness tests and revert failed or regressing candidates.",
+ "Re-profile identical workloads after each accepted change and compare hotspot time, total function time and serving metrics; reassess the next bottleneck and stay within the authorized budget."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
index 8a2a92421..3dee4b666 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
"src/inferrsi/data/skill_library/repositories/husky/metadata.json",
@@ -44,7 +44,7 @@
"checkout_ref": "checkout:husky",
"source_files": {
"src/inferrsi/data/skill_library/repositories/husky/SKILL.md": "ac86afdabf9adffb684cb635971934438724bdfde8628ec549727ea23c40cf3b",
- "src/inferrsi/data/skill_library/repositories/husky/metadata.json": "9b720bc6fcb65b6dbddba36d6187b4bee86346a1bc633f55a75bd43dbe4fa04e",
+ "src/inferrsi/data/skill_library/repositories/husky/metadata.json": "b1cb0a5be02d1170125bfc3e16c044b9c1463a611a14d36fac40638524fc2e52",
"src/inferrsi/data/skill_library/repositories/husky/references/author-report.md": "4c1351ca42b2535a7c03c4da87706040650ef10d86eadcdb496e881a147fc0f7",
"src/inferrsi/data/skill_library/repositories/husky/references/repo-provenance.md": "37de912e2e2a36b44233560e6a8368b994428bff587ed4f04b1cb5fbaba0a9e7",
"src/inferrsi/data/skill_library/repositories/husky/references/source-availability.json": "d3523e53c89d4aee5bfaa17db84501aa4c4eddd59bcee486df5d48d3aa48173d",
@@ -105,7 +105,12 @@
"method": "Single coherent research workflow, bounded source summary, original verification questions and offline schema checks. Repository/environment/native stages remain unavailable."
},
"applicability": {
- "scope": "Review Husky document claims and specify missing evidence; common catalog scope is not inference backend compatibility."
+ "scope": "Review Husky document claims and specify missing evidence; common catalog scope is not inference backend compatibility.",
+ "prerequisites": "Access to the bounded official-document inventory and verification protocol; implementation and native reproduction remain unavailable until separately supplied and authenticated.",
+ "input_contract": "The exact claim, source/view date, workload and comparison intent, supporting evidence classes and available implementation/model/output/measurement artifacts; unknown identity, licensing and availability remain explicit.",
+ "produced_artifact": "A reviewable claim/evidence request recording source availability, mechanism hypothesis, counter-signal, missing identities/artifacts, proposed falsifying check and actual result or bounded INCONCLUSIVE conclusion.",
+ "failure_modes": "Treating a public-page reading as code inspection, proposed extensions as shipped behavior, summed independent ratios as one gain, or a structurally valid self-reported card as authentic evidence can overstate qualification.",
+ "refusal_point": "Stop at missing source/receipts, unsafe or private data, unsupported resources or the authorized budget; unavailable artifacts yield an unverified/INCONCLUSIVE research conclusion."
},
"limitations": [
"No canonical public repository, implementation revision, retained receipts or source-code license was identified; unknowns remain unknown.",
@@ -119,14 +124,25 @@
"references/repo-provenance.md",
"references/source-availability.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Separate author reports, inspected implementation, executed experiments and new interpretations, including negative findings and future work.",
+ "Request immutable identities and artifacts, then state one mechanism, competing explanation and smallest ablation with frozen semantic requirements.",
+ "Use the offline card auditor only to identify structural gaps; it authenticates neither artifacts nor execution and leaves qualification unadjudicated."
+ ]
},
"applicability": {
- "scope": "Review Husky document claims and specify missing evidence; common catalog scope is not inference backend compatibility."
+ "scope": "Review Husky document claims and specify missing evidence; common catalog scope is not inference backend compatibility.",
+ "prerequisites": "Access to the bounded official-document inventory and verification protocol; implementation and native reproduction remain unavailable until separately supplied and authenticated.",
+ "input_contract": "The exact claim, source/view date, workload and comparison intent, supporting evidence classes and available implementation/model/output/measurement artifacts; unknown identity, licensing and availability remain explicit.",
+ "produced_artifact": "A reviewable claim/evidence request recording source availability, mechanism hypothesis, counter-signal, missing identities/artifacts, proposed falsifying check and actual result or bounded INCONCLUSIVE conclusion.",
+ "failure_modes": "Treating a public-page reading as code inspection, proposed extensions as shipped behavior, summed independent ratios as one gain, or a structurally valid self-reported card as authentic evidence can overstate qualification.",
+ "refusal_point": "Stop at missing source/receipts, unsafe or private data, unsupported resources or the authorized budget; unavailable artifacts yield an unverified/INCONCLUSIVE research conclusion."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Separate author reports, inspected implementation, executed experiments and new interpretations, including negative findings and future work.",
+ "Request immutable identities and artifacts, then state one mechanism, competing explanation and smallest ablation with frozen semantic requirements.",
+ "Use the offline card auditor only to identify structural gaps; it authenticates neither artifacts nor execution and leaves qualification unadjudicated."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index 6543b9815..3b2327374 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -35,8 +35,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index 9e04a8891..3d6372c43 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index 06f4ca4b5..1040189df 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
@@ -39,8 +39,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
index b80c85e04..1c1f0ac80 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json",
@@ -41,7 +41,7 @@
"checkout_ref": "checkout:kv-tier-management",
"source_files": {
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md": "e4b78f368d70c8abb74a935acb910414015f1aeec1b50f7a295e836822ec4b27",
- "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json": "c221189b8d85fac3bd41ef1c7cd560f1aebc8cfa0381c182d1d571a7169be829",
+ "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json": "85f7242b83334af11f57799875738b498bfe4680a51f36727792dfbe91806704",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
@@ -69,12 +69,31 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "LMCache multiprocess runtime KV tier policy across engine GPU cache, host L1 and configured L2 adapters, covering store/retention, prefetch admission, eviction and RAM pressure; startup loading and checkpoint recovery have separate owners.",
+ "prerequisites": "The deployment uses the inspected MP-mode semantics rather than single-process knobs; selected GDS/DAX/raw-block paths need their own platform and adapter prerequisites. Lazy offload additionally requires vLLM prefix caching.",
+ "input_contract": "MP versus single-process mode, store/retention policy and rationale, L1 manager capacities and eviction settings, L2 adapter capacities/eviction, chunk-size distribution and prefetch in-flight setting, together with token-level hit and pressure counters.",
+ "produced_artifact": "A mode- and adapter-specific tier-policy choice with retention rationale, an ordered RAM-release plan and a verification record separating L1/L2 token hits, prefetch pressure, store lag and per-manager usage.",
+ "failure_modes": "Mixing MP and in-process controls, treating key-count eviction as a byte fraction for unequal chunks, omitting fs capacity management, or increasing count-based prefetch admission without tracking L1 pressure can make the policy or memory claim unusable."
+ },
+ "recommendations": [
+ "Choose store retention and prefetched-key retention separately; use skip_l1 with noop only for buffer-only operation and account for failed stores remaining in L1.",
+ "Tune the count-based prefetch in-flight limit against L1 allocation failures and in-flight bytes; eager or warm prefetch can raise pressure before useful reuse.",
+ "Record per-adapter capacity/eviction and actual chunk-size uniformity; report token-level L1/L2 hits and sum per-l1_tag bytes rather than ratios."
+ ]
+ },
+ "applicability": {
+ "scope": "LMCache multiprocess runtime KV tier policy across engine GPU cache, host L1 and configured L2 adapters, covering store/retention, prefetch admission, eviction and RAM pressure; startup loading and checkpoint recovery have separate owners.",
+ "prerequisites": "The deployment uses the inspected MP-mode semantics rather than single-process knobs; selected GDS/DAX/raw-block paths need their own platform and adapter prerequisites. Lazy offload additionally requires vLLM prefix caching.",
+ "input_contract": "MP versus single-process mode, store/retention policy and rationale, L1 manager capacities and eviction settings, L2 adapter capacities/eviction, chunk-size distribution and prefetch in-flight setting, together with token-level hit and pressure counters.",
+ "produced_artifact": "A mode- and adapter-specific tier-policy choice with retention rationale, an ordered RAM-release plan and a verification record separating L1/L2 token hits, prefetch pressure, store lag and per-manager usage.",
+ "failure_modes": "Mixing MP and in-process controls, treating key-count eviction as a byte fraction for unequal chunks, omitting fs capacity management, or increasing count-based prefetch admission without tracking L1 pressure can make the policy or memory claim unusable."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Choose store retention and prefetched-key retention separately; use skip_l1 with noop only for buffer-only operation and account for failed stores remaining in L1.",
+ "Tune the count-based prefetch in-flight limit against L1 allocation failures and in-flight bytes; eager or warm prefetch can raise pressure before useful reuse.",
+ "Record per-adapter capacity/eviction and actual chunk-size uniformity; report token-level L1/L2 hits and sum per-l1_tag bytes rather than ratios."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index 58753af91..c3b8b61d3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json",
@@ -42,7 +42,7 @@
"checkout_ref": "checkout:lazy-evaluation-stream-lifetimes",
"source_files": {
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md": "a95569bcc0da6e715fd74783a6a1e0489e92b680c582f15dafbf98df589d505a",
- "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json": "9c2293c8956508de987c886c7224d673d22912e7e915b026b05abdd287e97401",
+ "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json": "cfa57ac908025135113d04c3d64b9967f8d9a3af4a00707673d94b8227c85808",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/references/execution-lifetime.md": "c4bc41e08aca68f661325f61e6f0db1760a079dc362f295c847bdc374fee3bf6",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/references/source-map.md": "798b9cb89ed6b885eb47464ca9f137d2802a54571b9327e631d7742d3e5abd5d",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/references/validation.md": "ebfc00bf7d6ab0a1dc415953ae84d56ccdc713d5614aff85e433c4a843793bff",
@@ -94,7 +94,12 @@
}
],
"applicability": {
- "scope": "MLX evaluation/stream/buffer diagnosis at the pinned implementation; qualify the actual backend separately."
+ "scope": "MLX evaluation/stream/buffer diagnosis at the pinned implementation; qualify the actual backend separately.",
+ "prerequisites": "Access to the pinned MLX execution/lifetime contract and a bounded reproduction with an identified evaluation/read boundary; device-dependent conclusions need the actual selected backend.",
+ "input_contract": "MLX revision/build, backend/device, Python/C++ entry, array shapes/dtypes, primitive streams, evaluation/read boundary and transformation context; timing needs warmup/work boundaries, while memory needs live references, in-flight buffers, allocator cache and synchronized observations.",
+ "produced_artifact": "A producer/evaluation/dependency-wait/backend/availability-cleanup trace, ownership table, observed symptom and one discriminating check with build-bound actual evidence status.",
+ "failure_modes": "Timing graph construction or submission as execution, assuming evaluated means completed, synchronizing only the default stream, or treating graph detachment/Python deletion as reusable storage can misdiagnose time or memory.",
+ "refusal_point": "Stop when the trace answers the question; if the required backend is absent, retain the source-supported diagnosis and exact runtime gap rather than substituting CPU import success."
},
"limitations": [
"Source-derived candidate; no local native-backend, model, service or efficacy validation.",
@@ -103,14 +108,25 @@
"provenance_readsets": [
"references/source-map.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Separate graph construction, async_eval submission, eval and host reads, and record which stream the measurement actually synchronizes.",
+ "Preserve the dependency-wait path and selected backend buffer-retention/donation contract before changing streams or assuming storage can be reused.",
+ "Distinguish live, in-flight and allocator-cached memory; inspect the real error/cleanup path before proposing a leak fix or hiding the failure."
+ ]
},
"applicability": {
- "scope": "MLX evaluation/stream/buffer diagnosis at the pinned implementation; qualify the actual backend separately."
+ "scope": "MLX evaluation/stream/buffer diagnosis at the pinned implementation; qualify the actual backend separately.",
+ "prerequisites": "Access to the pinned MLX execution/lifetime contract and a bounded reproduction with an identified evaluation/read boundary; device-dependent conclusions need the actual selected backend.",
+ "input_contract": "MLX revision/build, backend/device, Python/C++ entry, array shapes/dtypes, primitive streams, evaluation/read boundary and transformation context; timing needs warmup/work boundaries, while memory needs live references, in-flight buffers, allocator cache and synchronized observations.",
+ "produced_artifact": "A producer/evaluation/dependency-wait/backend/availability-cleanup trace, ownership table, observed symptom and one discriminating check with build-bound actual evidence status.",
+ "failure_modes": "Timing graph construction or submission as execution, assuming evaluated means completed, synchronizing only the default stream, or treating graph detachment/Python deletion as reusable storage can misdiagnose time or memory.",
+ "refusal_point": "Stop when the trace answers the question; if the required backend is absent, retain the source-supported diagnosis and exact runtime gap rather than substituting CPU import success."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Separate graph construction, async_eval submission, eval and host reads, and record which stream the measurement actually synchronizes.",
+ "Preserve the dependency-wait path and selected backend buffer-retention/donation contract before changing streams or assuming storage can be reused.",
+ "Distinguish live, in-flight and allocator-cached memory; inspect the real error/cleanup path before proposing a leak fix or hiding the failure."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
index 83ee9e101..8c592e80d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/lily/LICENSE",
"src/inferrsi/data/skill_library/repositories/lily/NOTICE.md",
@@ -61,7 +61,7 @@
"src/inferrsi/data/skill_library/repositories/lily/LICENSE": "b9e2b50a48a09fb39dafa71ab1a11a6e87389addda17faa99d55f5f74a0001ac",
"src/inferrsi/data/skill_library/repositories/lily/NOTICE.md": "7a01e666044fb8aca1fd88c636bca43bcc95b8b1fecbe101dce4c7c80fbb5759",
"src/inferrsi/data/skill_library/repositories/lily/SKILL.md": "db815674d5d36964902041d310d3df844d00ab2e6bef0ce4b72ed2696ab2b9aa",
- "src/inferrsi/data/skill_library/repositories/lily/metadata.json": "6d9d54e84f957881cc26894eb82ae666f106cfc6c505924f9a6fb6b35eab457f",
+ "src/inferrsi/data/skill_library/repositories/lily/metadata.json": "52f01d58613e1a93e9cfd958ceca9ab5061baa07c5f94572393520434892b420",
"src/inferrsi/data/skill_library/repositories/lily/references/repo-provenance.md": "96182f6cb3666f89adf1aed6e216c0a84ce3a04a0685a4257e286100ba8ee367",
"src/inferrsi/data/skill_library/repositories/lily/references/repo-routing-metadata.json": "f2f3becb51056e03081c7c4140e19572a6318c3d63015884df56eb49d38a00fc",
"src/inferrsi/data/skill_library/repositories/lily/references/source-identity.json": "4595559c11611c855be150919fca3eeb89e7f96c7a8dd133b9f79a5cd8e05e62",
@@ -177,7 +177,12 @@
"method": "User-approved native Rust/Metal and partial drafting adaptation; stable-ID lanes, integrated source graph and assertion/helper verification. Missing compiler/backend/checkpoint remains explicit."
},
"applicability": {
- "scope": "Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog classification is not CPU inference or cross-device support."
+ "scope": "Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog classification is not CPU inference or cross-device support.",
+ "prerequisites": "Access to the exact Lily source/model-layout/API contracts; native checks require the matching Rust/Metal/checkpoint environment and frozen comparison requirements.",
+ "input_contract": "Source revision, Cargo lock/toolchain, macOS/chip/GPU family, checkpoint and tensor payload identities, affine configuration/layout, tokenizer/template/stops, sequence/output budgets, greedy policy, input history, prefix-cache state and quality/measurement requirements.",
+ "produced_artifact": "A source/model/device-bound representation, serving-cache or qualification diagnosis with the observation, invariant, alternate cause, smallest falsifier, actual result and remaining native gap.",
+ "failure_modes": "Equal bit width, file size, API names or prompt_cache_key do not establish tensor/token/state equivalence; ignoring the extra lookahead slot can understate request capacity, and green CPU references do not replace matched-model Metal goldens.",
+ "refusal_point": "Stop at unsupported formats/APIs, missing compiler/backend/checkpoint, unfrozen gates or the authorized budget; do not weaken ignored/golden tests to obtain a green result."
},
"limitations": [
"Cargo/Rust1.92, supported M5/macOS26/Metal and model resources are unavailable; native evidence remains BLOCKED_REQUIRED_BACKEND.",
@@ -190,14 +195,25 @@
"references/repo-provenance.md",
"references/source-identity.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Resolve exact affine representation and strict API semantics, then trace token frontier, cache key and restore/release ownership.",
+ "Retain the source's extra request lookahead slot in capacity arithmetic rather than counting only prompt and visible output.",
+ "Separate reported benchmark version from the checked-out runner and distinguish offline screening, native compilation, Metal operators and matched-model goldens."
+ ]
},
"applicability": {
- "scope": "Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog classification is not CPU inference or cross-device support."
+ "scope": "Exact Lily source/checkpoint/layout/API/cache/qualification investigation; common catalog classification is not CPU inference or cross-device support.",
+ "prerequisites": "Access to the exact Lily source/model-layout/API contracts; native checks require the matching Rust/Metal/checkpoint environment and frozen comparison requirements.",
+ "input_contract": "Source revision, Cargo lock/toolchain, macOS/chip/GPU family, checkpoint and tensor payload identities, affine configuration/layout, tokenizer/template/stops, sequence/output budgets, greedy policy, input history, prefix-cache state and quality/measurement requirements.",
+ "produced_artifact": "A source/model/device-bound representation, serving-cache or qualification diagnosis with the observation, invariant, alternate cause, smallest falsifier, actual result and remaining native gap.",
+ "failure_modes": "Equal bit width, file size, API names or prompt_cache_key do not establish tensor/token/state equivalence; ignoring the extra lookahead slot can understate request capacity, and green CPU references do not replace matched-model Metal goldens.",
+ "refusal_point": "Stop at unsupported formats/APIs, missing compiler/backend/checkpoint, unfrozen gates or the authorized budget; do not weaken ignored/golden tests to obtain a green result."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Resolve exact affine representation and strict API semantics, then trace token frontier, cache key and restore/release ownership.",
+ "Retain the source's extra request lookahead slot in capacity arithmetic rather than counting only prompt and visible output.",
+ "Separate reported benchmark version from the checked-out runner and distinguish offline screening, native compilation, Metal operators and matched-model goldens."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index 95de30fdf..26722f7f4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
@@ -60,7 +60,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE": "cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md": "4c71ba2f26c275829466bba2412738aa27799842e642c75cdfd36d9ed8713f7f",
- "src/inferrsi/data/skill_library/repositories/lithos-metal/metadata.json": "ea2d4e73e33a49433a2834d19489653f828e56f69c4975cc32cf508176eb24ae",
+ "src/inferrsi/data/skill_library/repositories/lithos-metal/metadata.json": "c5fa717d6f79d54e6aa2b0c5b672e80ac7412fbe5901ae24fda78a24c584ba67",
"src/inferrsi/data/skill_library/repositories/lithos-metal/references/mlx-license.md": "ccfab7ccb2ea306f71531c8ca77bb55507606cd90768b1e32b8b52ab5b48cf01",
"src/inferrsi/data/skill_library/repositories/lithos-metal/references/notices.md": "b2c9d2481ef2c9d16b3240c951ae65db417e5d309cd06b7917db9d84fe175886",
"src/inferrsi/data/skill_library/repositories/lithos-metal/references/package-api.md": "4f3ecfabafb2a15eddf21ccf964b8c37635bbb7862418a2c404e7049c0fa2898",
@@ -132,7 +132,11 @@
}
],
"applicability": {
- "scope": "Pinned Lithos Metal 0.1.2 source/API contracts; Apple silicon Metal runtime; model and recipe qualification required separately."
+ "scope": "Pinned Lithos Metal 0.1.2 source/API contracts; Apple silicon Metal runtime; model and recipe qualification required separately.",
+ "prerequisites": "Access to the pinned package/API and selected compiler, generation or serving contracts; revision/API drift needs a fresh bounded inspection, and efficacy claims need campaign-owned gates and matching native/model evidence.",
+ "input_contract": "Actual source/package version, backend/configuration, chip/core count and OS, target/draft checkpoint identities, context and prompt-token IDs, sampling/numerical options and the affected recipe/runtime/session/cache boundary.",
+ "produced_artifact": "A routed region/dependency, committed-state or cache-identity/lifecycle ledger, followed by the smallest supported finding, missing checks and next bounded action.",
+ "failure_modes": "Treating session adoption/cache hits as generation correctness, fewer dispatches as faster rounds, another chip recipe as the default, CPU cache checks as GPU rollback or health liveness as loaded/warm model state can yield unsupported conclusions."
},
"limitations": [
"Source-derived candidate; empirical efficacy validation not_run.",
@@ -147,14 +151,24 @@
"disable-model-invocation": true,
"metadata": {
"disco-role": "operating"
- }
+ },
+ "recommendations": [
+ "Follow session replacement across recipe geometry, committed generation state and serving adoption/cache identity before interpreting a cache hit.",
+ "Keep an unfused/native or target-only control with matching decoded weights, numerical mode, row bounds and sampling policy; verify dependencies and persistent state before timing.",
+ "Distinguish package/CPU checks, synthetic Metal execution, model continuation and HTTP workload evidence; chip recipes and target-compute projections do not establish another device or E2E rate."
+ ]
},
"applicability": {
- "scope": "Pinned Lithos Metal 0.1.2 source/API contracts; Apple silicon Metal runtime; model and recipe qualification required separately."
+ "scope": "Pinned Lithos Metal 0.1.2 source/API contracts; Apple silicon Metal runtime; model and recipe qualification required separately.",
+ "prerequisites": "Access to the pinned package/API and selected compiler, generation or serving contracts; revision/API drift needs a fresh bounded inspection, and efficacy claims need campaign-owned gates and matching native/model evidence.",
+ "input_contract": "Actual source/package version, backend/configuration, chip/core count and OS, target/draft checkpoint identities, context and prompt-token IDs, sampling/numerical options and the affected recipe/runtime/session/cache boundary.",
+ "produced_artifact": "A routed region/dependency, committed-state or cache-identity/lifecycle ledger, followed by the smallest supported finding, missing checks and next bounded action.",
+ "failure_modes": "Treating session adoption/cache hits as generation correctness, fewer dispatches as faster rounds, another chip recipe as the default, CPU cache checks as GPU rollback or health liveness as loaded/warm model state can yield unsupported conclusions."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Follow session replacement across recipe geometry, committed generation state and serving adoption/cache identity before interpreting a cache hit.",
+ "Keep an unfused/native or target-only control with matching decoded weights, numerical mode, row bounds and sampling policy; verify dependencies and persistent state before timing.",
+ "Distinguish package/CPU checks, synthetic Metal execution, model continuation and HTTP workload evidence; chip recipes and target-compute projections do not establish another device or E2E rate."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index 8f591da46..cb94c8a24 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
@@ -53,7 +53,7 @@
"checkout_ref": "checkout:local-dream",
"source_files": {
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md": "e51fd3c71d693070abeba57ca67dcca82c7347cb94eb98f43e7c455bcacbaa46",
- "src/inferrsi/data/skill_library/repositories/local-dream/metadata.json": "ab33602252d0f5bb0797c3e1f12466b55a82aeaff10cd24e42a99a5224c8e593",
+ "src/inferrsi/data/skill_library/repositories/local-dream/metadata.json": "63b71cc6a237d8c4e00db875d15594df09d6e3cf87a1cb25183a311b4d480804",
"src/inferrsi/data/skill_library/repositories/local-dream/references/android-lifecycle.md": "f85e5fce39f5de5f88548fd8c21978240c810f899e03ff05ed72eb3508ee5e36",
"src/inferrsi/data/skill_library/repositories/local-dream/references/native-contracts.md": "40206892f5e421f9d8edf303870f5c4aefa3e87123537178d45f438f3d04b7ce",
"src/inferrsi/data/skill_library/repositories/local-dream/references/packaging-and-abi.md": "9a19bca59e19c3bfbfc1a15f5fc756c13d954ace367812aeb000551f4484ad06",
@@ -154,7 +154,11 @@
}
],
"applicability": {
- "scope": "Selected Android app/process and native diffusion boundary contracts; common is a discovery category, not CPU/device compatibility or native qualification."
+ "scope": "Selected Android app/process and native diffusion boundary contracts; common is a discovery category, not CPU/device compatibility or native qualification.",
+ "prerequisites": "Access to the pinned Android lifecycle/native/packaging contracts and identified installed artifacts; stronger conclusions require an authorized, frozen workload on the actual selected Android/ARM64 backend.",
+ "input_contract": "Source revision, installed APK/version/flavor/ABI, native executable and loaded DiT library, QNN/Hexagon/MNN builds, model/export/weights/tokenizer identities, requested and serving configuration, and lifecycle/readiness/generation/cache observations.",
+ "produced_artifact": "A bounded failed-boundary report with counter-signals, identities observed versus declared, the smallest missing discriminator and retained INCONCLUSIVE native scope.",
+ "failure_modes": "Reading UI flags or equal declared configurations as actual dispatch/readiness, treating cancellation/SSE progress as native completion, or interpreting model-directory caches as authenticated model-revision namespaces can misidentify stale state."
},
"limitations": [
"Source-derived candidate; required Android ARM64/MNN/QNN/Hexagon/model execution BLOCKED_REQUIRED_BACKEND / not_run; qualification INCONCLUSIVE.",
@@ -169,14 +173,24 @@
"references/repo-provenance.md",
"references/source-identity.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Compare requested and serving model/backend/dimensions/bind address through stop/reopen and health observations; never enable host mode as a diagnostic default.",
+ "Trace the actual MNN/QNN/Anima/DiT path and separate native library/ABI identity from UI runOnCpu flags and declared SDK labels.",
+ "Keep progress, cancellation, native completion, release and saved final output separate; check prompt-cache mode/version/dimensions and textual-inversion caller guards before proposing cache changes."
+ ]
},
"applicability": {
- "scope": "Selected Android app/process and native diffusion boundary contracts; common is a discovery category, not CPU/device compatibility or native qualification."
+ "scope": "Selected Android app/process and native diffusion boundary contracts; common is a discovery category, not CPU/device compatibility or native qualification.",
+ "prerequisites": "Access to the pinned Android lifecycle/native/packaging contracts and identified installed artifacts; stronger conclusions require an authorized, frozen workload on the actual selected Android/ARM64 backend.",
+ "input_contract": "Source revision, installed APK/version/flavor/ABI, native executable and loaded DiT library, QNN/Hexagon/MNN builds, model/export/weights/tokenizer identities, requested and serving configuration, and lifecycle/readiness/generation/cache observations.",
+ "produced_artifact": "A bounded failed-boundary report with counter-signals, identities observed versus declared, the smallest missing discriminator and retained INCONCLUSIVE native scope.",
+ "failure_modes": "Reading UI flags or equal declared configurations as actual dispatch/readiness, treating cancellation/SSE progress as native completion, or interpreting model-directory caches as authenticated model-revision namespaces can misidentify stale state."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Compare requested and serving model/backend/dimensions/bind address through stop/reopen and health observations; never enable host mode as a diagnostic default.",
+ "Trace the actual MNN/QNN/Anima/DiT path and separate native library/ABI identity from UI runOnCpu flags and declared SDK labels.",
+ "Keep progress, cancellation, native completion, release and saved final output separate; check prompt-cache mode/version/dimensions and textual-inversion caller guards before proposing cache changes."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index b47faf269..636fbe213 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
@@ -67,7 +67,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE": "b40bb09c7b3b6f697a8920cf9d2cb3ff8cfcf77a0fcb6d264a92842b43c4dcae",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md": "8917b30fb86437dea7508275ccce1992194d6e0c4858d537a410bf1f900953d0",
- "src/inferrsi/data/skill_library/repositories/mistral-rs/metadata.json": "5e88e2ca64b848b8177336351e03d1fbcb5c495fd54217daa83710ef6faccff0",
+ "src/inferrsi/data/skill_library/repositories/mistral-rs/metadata.json": "3ca0ca5f3a3c9e4c3e2c7d4587940b83123cf05f4e3213b305ccdd1ae89cd679",
"src/inferrsi/data/skill_library/repositories/mistral-rs/references/apache-component-license.md": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4",
"src/inferrsi/data/skill_library/repositories/mistral-rs/references/paged-component-notice.md": "a1718d8c5a25f15e61bea98a158880e96faa5b7174e82c4e1470fbacb23a3559",
"src/inferrsi/data/skill_library/repositories/mistral-rs/references/repo-provenance.md": "fab87dacbe0a7298e42137cab7409f443ece0dfefba60961040031e36d96adc8",
@@ -175,7 +175,11 @@
"method": "Stable-ID bounded decode/prefill/qualification author lanes, whole-graph reconciliation, hard cases and offline helper/static/scaffold/wheel checks; compiler and actual Apple evidence not_run."
},
"applicability": {
- "scope": "Selected native Metal paged decode/prefill layout/metadata/workspace and preparation/evidence investigation. Common catalog categorization is not CPU inference or hardware certification."
+ "scope": "Selected native Metal paged decode/prefill layout/metadata/workspace and preparation/evidence investigation. Common catalog categorization is not CPU inference or hardware certification.",
+ "prerequisites": "Access to the pinned Rust/Candle/MSL decode, prefill and qualification contracts; native comparisons need the matched Rust/Apple/Candle/shader stack and separately authorized frozen references.",
+ "input_contract": "mistral.rs/Candle/native artifact revisions, Rust toolchain, Apple SDK/OS/device, actual model/cache dtype and representation, shape/strides/offsets, block table, context and execution limits.",
+ "produced_artifact": "A source/build-bound route and invariant report with actual versus declared facts, safe support result, counter-signal and smallest next native check; unavailable Metal/kernel/model evidence remains blocked.",
+ "failure_modes": "Equating element counts with physical alias/layout identity, transferring decode geometry to prefill, or treating prewarm/pipeline preparation as actual dispatch can misclassify eligibility and native correctness."
},
"limitations": [
"BLOCKED_REQUIRED_BACKEND: actual Rust/Candle/Apple Metal compilation, native tensor/cache/dispatch/parity/model/quality/service/performance evidence not_run.",
@@ -188,14 +192,24 @@
"references/repo-provenance.md",
"references/source-identity.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Select decode, prefill or qualification by the failed contract, then follow cache/metadata bytes from producer through view to native consumer.",
+ "Keep static predicates, pipeline preparation, kernel dispatch, numerical correctness and model/service outcomes as separate evidence steps; retain skipped or gated tests.",
+ "Use the matched Candle revision and native shader/build inputs; broad workspace tests can require model fixtures, tokens and downloads."
+ ]
},
"applicability": {
- "scope": "Selected native Metal paged decode/prefill layout/metadata/workspace and preparation/evidence investigation. Common catalog categorization is not CPU inference or hardware certification."
+ "scope": "Selected native Metal paged decode/prefill layout/metadata/workspace and preparation/evidence investigation. Common catalog categorization is not CPU inference or hardware certification.",
+ "prerequisites": "Access to the pinned Rust/Candle/MSL decode, prefill and qualification contracts; native comparisons need the matched Rust/Apple/Candle/shader stack and separately authorized frozen references.",
+ "input_contract": "mistral.rs/Candle/native artifact revisions, Rust toolchain, Apple SDK/OS/device, actual model/cache dtype and representation, shape/strides/offsets, block table, context and execution limits.",
+ "produced_artifact": "A source/build-bound route and invariant report with actual versus declared facts, safe support result, counter-signal and smallest next native check; unavailable Metal/kernel/model evidence remains blocked.",
+ "failure_modes": "Equating element counts with physical alias/layout identity, transferring decode geometry to prefill, or treating prewarm/pipeline preparation as actual dispatch can misclassify eligibility and native correctness."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Select decode, prefill or qualification by the failed contract, then follow cache/metadata bytes from producer through view to native consumer.",
+ "Keep static predicates, pipeline preparation, kernel dispatch, numerical correctness and model/service outcomes as separate evidence steps; retain skipped or gated tests.",
+ "Use the matched Candle revision and native shader/build inputs; broad workspace tests can require model fixtures, tokens and downloads."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index c80e62ab8..b94c5f561 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
@@ -71,7 +71,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md": "e0fd1accb4216191c56e7e4a8074633f36d9063727c2546e0d2eed14220d8cf4",
- "src/inferrsi/data/skill_library/repositories/mlc-llm/metadata.json": "c9927e284e44aa09733424c024409ec8efc9593520418bb7d2e53ef301363681",
+ "src/inferrsi/data/skill_library/repositories/mlc-llm/metadata.json": "f20ca326ca0966e8d56b5fa698f971001a4af77370a145631e98476601610fa9",
"src/inferrsi/data/skill_library/repositories/mlc-llm/references/mlc-notice.md": "3a7dfb37bb96ce6f5a1cc0d6d4c8da3b8a35e6ec4692647ba0a37f6155c7e694",
"src/inferrsi/data/skill_library/repositories/mlc-llm/references/repo-provenance.md": "423f21e1de6d7ab2e11c0bdf540357efde025ae4535bdf76ed9770b1a59ba35a",
"src/inferrsi/data/skill_library/repositories/mlc-llm/references/repo-routing-metadata.json": "5309c27e7b60c4fe7aaef28bf6911e7e3c936b58b1a907aa8486bf0e40b4c0d0",
@@ -186,7 +186,11 @@
}
],
"applicability": {
- "scope": "Selected artifact/Apple target/pinned TVM Metal consumer and KV configuration source contracts. Common catalog categorization is not CPU inference or Apple qualification."
+ "scope": "Selected artifact/Apple target/pinned TVM Metal consumer and KV configuration source contracts. Common catalog categorization is not CPU inference or Apple qualification.",
+ "prerequisites": "Access to the pinned MLC and exact TVM fork/gitlink contracts; native checks require separately prepared matching MLC/TVM/FFI and the applicable Apple SDK/device stack.",
+ "input_contract": "MLC revision, TVM gitlink/build, model/tokenizer/quantized-parameter identity, target/host/SDK, compiled artifact/format, runtime device and the actual compiled/runtime configuration sources.",
+ "produced_artifact": "An identity and actual-versus-declared boundary report for artifact, Metal runtime or KV-limit ownership, with a negative signal and smallest missing native discriminator.",
+ "failure_modes": "Treating a schema hash as payload authentication, an opt-in WebLLM artifact contract as a native-engine ABI, serializable Metal fallback as runnable, or automatic capacity estimates as free memory can create unsupported qualification claims."
},
"limitations": [
"Source-derived candidate; original compiled CPU/native tests, compiler/live API/CLI/model/Metal/fit/quality/service/performance execution not_run; required native BLOCKED_REQUIRED_BACKEND.",
@@ -200,14 +204,24 @@
"references/repo-provenance.md",
"references/source-identity.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Identify the interface's actual consumer before using a valid artifact manifest as evidence of native model/task support.",
+ "Separate codegen/export from runtime factory/load, pipeline creation, dispatch and stream completion; a serializable kind=metal fallback can still be non-runnable.",
+ "Trace runtime preference, compile-time bounds, nested workspace inputs and explicit overrides separately before interpreting a KV or working-set estimate."
+ ]
},
"applicability": {
- "scope": "Selected artifact/Apple target/pinned TVM Metal consumer and KV configuration source contracts. Common catalog categorization is not CPU inference or Apple qualification."
+ "scope": "Selected artifact/Apple target/pinned TVM Metal consumer and KV configuration source contracts. Common catalog categorization is not CPU inference or Apple qualification.",
+ "prerequisites": "Access to the pinned MLC and exact TVM fork/gitlink contracts; native checks require separately prepared matching MLC/TVM/FFI and the applicable Apple SDK/device stack.",
+ "input_contract": "MLC revision, TVM gitlink/build, model/tokenizer/quantized-parameter identity, target/host/SDK, compiled artifact/format, runtime device and the actual compiled/runtime configuration sources.",
+ "produced_artifact": "An identity and actual-versus-declared boundary report for artifact, Metal runtime or KV-limit ownership, with a negative signal and smallest missing native discriminator.",
+ "failure_modes": "Treating a schema hash as payload authentication, an opt-in WebLLM artifact contract as a native-engine ABI, serializable Metal fallback as runnable, or automatic capacity estimates as free memory can create unsupported qualification claims."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Identify the interface's actual consumer before using a valid artifact manifest as evidence of native model/task support.",
+ "Separate codegen/export from runtime factory/load, pipeline creation, dispatch and stream completion; a serializable kind=metal fallback can still be non-runnable.",
+ "Trace runtime preference, compile-time bounds, nested workspace inputs and explicit overrides separately before interpreting a KV or working-set estimate."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index c0edabd30..fef01f452 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
@@ -62,7 +62,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE": "7b1d86acac816ce8192209d7e01141c129b4d48d474c15cc5fb4af62f497c323",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md": "501f73e7b327b04b6b80501b42b20dab1ac15c875817e6f4c4b66fe3e69b4fc4",
- "src/inferrsi/data/skill_library/repositories/mlx-swift-lm/metadata.json": "014131f345a28d3367313ed5a4cce858fe4c93d4d47a5f03eb89f609592e032f",
+ "src/inferrsi/data/skill_library/repositories/mlx-swift-lm/metadata.json": "6d5bd7d5f3566b75c8c0b53be95d524db039a517566826c211c978987d78b253",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/references/repo-provenance.md": "f1b15edf89c597db0c3fc0bff7db6b2451924ce9273c39623bc0cbdccb568d31",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/references/repo-routing-metadata.json": "8fc804347771cd768a7ed027f2041d96c9832fe5f8c5869e6593a3021b1bef8b",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/references/scope-and-notices.md": "18e56805a8f275d35af3d8e42f3aa1525871b43400921a5d2dca4897c2047214",
@@ -175,7 +175,11 @@
"method": "Stable-ID lifecycle and recurrent-kernel author lanes, integrated root/local references, hard cases and offline support/static/scaffold/package checks; native Swift/Xcode/MLX compiler/tests not_run."
},
"applicability": {
- "scope": "Selected Swift ownership/cancellation/settling and actual GatedDelta Metal/ops contracts. Common categorization is not CPU inference or Apple qualification."
+ "scope": "Selected Swift ownership/cancellation/settling and actual GatedDelta Metal/ops contracts. Common categorization is not CPU inference or Apple qualification.",
+ "prerequisites": "Access to the Swift lifecycle and selected GatedDelta contracts, with resolved MLX/native identities for a comparison; native checks require a prepared matching Swift/Xcode/Apple stack and separate authorization.",
+ "input_contract": "Exact source revision, resolved Swift/MLX dependencies, Xcode/SDK/OS/device, API family and native artifact identity; the selected question supplies lifecycle ownership/completion observations or recurrent producer shape/dtype/layout and actual consumer/fallback.",
+ "produced_artifact": "An identity and actual-versus-declared report for generation ownership or recurrent kernel invariants, with safe support result, counter-signal and smallest separately authorized native check.",
+ "failure_modes": "Conflating lexical isolation with exclusive access across await or completed task join, treating useKernel as observed dispatch, calling an ops fallback CPU execution, or assuming a manifest range is a resolved dependency can invalidate the conclusion."
},
"limitations": [
"BLOCKED_REQUIRED_BACKEND: native Swift/MLX compiler, host-control tests and required Apple Metal cancellation/backgrounding/kernel/cache/model/fit/quality/service/performance evidence not_run.",
@@ -189,14 +193,24 @@
"references/repo-provenance.md",
"references/source-identity.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Resolve mutable-context/cache ownership and task settlement separately from lexical isolation and queued GPU work before cache reuse or producer shutdown.",
+ "Follow recurrent shape/dtype/layout to the actual Metal or ops consumer; predicate eligibility and useKernel alone do not prove dispatch.",
+ "Record the actual dependency resolution and use the documented Xcode macOS test route; the source states swift test does not work for this package."
+ ]
},
"applicability": {
- "scope": "Selected Swift ownership/cancellation/settling and actual GatedDelta Metal/ops contracts. Common categorization is not CPU inference or Apple qualification."
+ "scope": "Selected Swift ownership/cancellation/settling and actual GatedDelta Metal/ops contracts. Common categorization is not CPU inference or Apple qualification.",
+ "prerequisites": "Access to the Swift lifecycle and selected GatedDelta contracts, with resolved MLX/native identities for a comparison; native checks require a prepared matching Swift/Xcode/Apple stack and separate authorization.",
+ "input_contract": "Exact source revision, resolved Swift/MLX dependencies, Xcode/SDK/OS/device, API family and native artifact identity; the selected question supplies lifecycle ownership/completion observations or recurrent producer shape/dtype/layout and actual consumer/fallback.",
+ "produced_artifact": "An identity and actual-versus-declared report for generation ownership or recurrent kernel invariants, with safe support result, counter-signal and smallest separately authorized native check.",
+ "failure_modes": "Conflating lexical isolation with exclusive access across await or completed task join, treating useKernel as observed dispatch, calling an ops fallback CPU execution, or assuming a manifest range is a resolved dependency can invalidate the conclusion."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Resolve mutable-context/cache ownership and task settlement separately from lexical isolation and queued GPU work before cache reuse or producer shutdown.",
+ "Follow recurrent shape/dtype/layout to the actual Metal or ops consumer; predicate eligibility and useKernel alone do not prove dispatch.",
+ "Record the actual dependency resolution and use the documented Xcode macOS test route; the source states swift test does not work for this package."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index 53c7fab12..1adcbdc00 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
index 526f52394..8965fb642 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index 72d89446f..8c0cf7b12 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json",
@@ -42,7 +42,7 @@
"checkout_ref": "checkout:os-process-placement",
"source_files": {
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md": "2003492e4d89fde0443b180d74933e764bd1979435e109c8d26e20eb8f6e5053",
- "src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json": "ec02995c075f0a540921f57b4846f2cafe334eb90f44389f17c3c50457c3e9c5",
+ "src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json": "d53e53f724c7b6f261cf6c9b579afd20b2279cb1ffd0af89f8ce9f475046fa76",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/references/llama-numa-thread-readset.md": "748b254b3b043a5ddb0f480eb4a566854d27eedd7b111499863e9bf0a5a6951e",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
@@ -92,12 +92,31 @@
"provenance_readsets": [
"references/llama-numa-thread-readset.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Prepare and record CPU/NUMA process placement, phase-specific thread settings, device contention and environment prerequisites before shared-host performance measurements.",
+ "prerequisites": "No outstanding hard environment errors: required devices/driver, planned device count and any container prerequisites must be present before running.",
+ "input_contract": "Current affinity/NUMA policy, accelerator locality, workload phase/thread controls, device occupancy, runtime environment and relevant container/resource limits.",
+ "produced_artifact": "A recorded placement/thread/environment configuration and preflight outcome, with errors requiring remediation and warnings retained for the measurement campaign.",
+ "failure_modes": "Changing affinity or thread settings between rounds confounds timing; combining independent affinity mechanisms is order-sensitive, and small driver memory usage can be mistaken for device occupation."
+ },
+ "recommendations": [
+ "Inspect affinity and NUMA policy before placement and hold them constant across comparisons; document and requalify a round when placement changes.",
+ "Choose one affinity-mask authority and distinguish generation, batch and frontend thread controls; source template thread counts are starting points rather than tuned constants.",
+ "Record device occupancy and structured ERROR/WARNING results before measuring, using the official environment setup for derived CANN paths."
+ ]
+ },
+ "applicability": {
+ "scope": "Prepare and record CPU/NUMA process placement, phase-specific thread settings, device contention and environment prerequisites before shared-host performance measurements.",
+ "prerequisites": "No outstanding hard environment errors: required devices/driver, planned device count and any container prerequisites must be present before running.",
+ "input_contract": "Current affinity/NUMA policy, accelerator locality, workload phase/thread controls, device occupancy, runtime environment and relevant container/resource limits.",
+ "produced_artifact": "A recorded placement/thread/environment configuration and preflight outcome, with errors requiring remediation and warnings retained for the measurement campaign.",
+ "failure_modes": "Changing affinity or thread settings between rounds confounds timing; combining independent affinity mechanisms is order-sensitive, and small driver memory usage can be mistaken for device occupation."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Inspect affinity and NUMA policy before placement and hold them constant across comparisons; document and requalify a round when placement changes.",
+ "Choose one affinity-mask authority and distinguish generation, batch and frontend thread controls; source template thread counts are starting points rather than tuned constants.",
+ "Record device occupancy and structured ERROR/WARNING results before measuring, using the official environment setup for derived CANN paths."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
index 0165c10d8..ae1810d82 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
index 721e0d788..5ccb28ffe 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index 663311379..abec7ae74 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
@@ -63,7 +63,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE": "574cffb7c57769a9271043ac0c2b07c5e7e7621cfb81081b901d8981e791d121",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md": "c619a3472be02147a847a24ca97c56afd8b56b6ffd22ce66fcae453155e34bab",
- "src/inferrsi/data/skill_library/repositories/project-maya/metadata.json": "c9f7879ca512c07e9bdf6d1d1a52de055a0fa210b8838c205e27a34436324834",
+ "src/inferrsi/data/skill_library/repositories/project-maya/metadata.json": "c48af69c430f23a8b39a2dbc09495bef54b48147c64068b39cfb3551f4e94c63",
"src/inferrsi/data/skill_library/repositories/project-maya/references/license-boundaries.md": "090839df90d6e96f55794c2ad821d7154dc6a6aa4211cdbb08a1e5f6f2e52a92",
"src/inferrsi/data/skill_library/repositories/project-maya/references/repo-provenance.md": "7bb6b6c14d1a9b77e906804505c723569f952e5d47559e636d2e6621994216bf",
"src/inferrsi/data/skill_library/repositories/project-maya/references/repo-routing-metadata.json": "0acbb111e92316e74d537200cd033f3d7d0f69972bf0953c8cea9dfb2ecb4a34",
@@ -225,7 +225,12 @@
"method": "Stable-ID isolated author lanes, integrated runtime graph, assertion/helper/static and selected direct-compiler CPU verification; required accelerator/model blocks retained."
},
"applicability": {
- "scope": "Model-specific dispatch/residency, API/native state and qualification investigation. Common catalog placement is not CPU inference or cross-device certification."
+ "scope": "Model-specific dispatch/residency, API/native state and qualification investigation. Common catalog placement is not CPU inference or cross-device certification.",
+ "prerequisites": "Access to the selected model-family runtime/state/qualification contract; native changes need frozen correctness/comparison requirements and the matching authorized CUDA/HIP/model resources.",
+ "input_contract": "Full source revision, actual executable/model family, model and asset identities, representation, compiler/runtime/device, rendered workload, sampling policy, single/parallel route, exact tokens/images and relevant completion observations.",
+ "produced_artifact": "A route/identity/evidence-class report with invariant, proposed check, actual result, counter-signal, missing resource and next authorized action; missing native requirements remain INCONCLUSIVE.",
+ "failure_modes": "Transferring coverage through a common facade or quantization name, confusing API history with native KV/private state, double-counting unified RAM/VRAM, or repairing a slot header to appear compatible can invalidate diagnosis.",
+ "refusal_point": "When required CUDA/HIP/model evidence is unavailable, retain BLOCKED_REQUIRED_BACKEND and an unverified/INCONCLUSIVE conclusion; exit-zero skips or CPU simulations cannot clear it."
},
"limitations": [
"BLOCKED_REQUIRED_BACKEND: no actual CUDA/HIP/model/device, quantized payload, vision, parallel/state/restore or cancellation-cleanup evidence.",
@@ -238,14 +243,25 @@
"references/repo-provenance.md",
"references/source-identity.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Select the family-specific route and preserve the explicitly shallow Qwen coverage rather than transferring deeper GLM/DeepSeek/MiniMax evidence.",
+ "Separate shared weights, private conversation state, API history and native KV; count unified physical memory once.",
+ "Preserve exact token/image identities and completion boundaries before reuse, then test one falsifiable hypothesis without modifying slot headers to bypass compatibility."
+ ]
},
"applicability": {
- "scope": "Model-specific dispatch/residency, API/native state and qualification investigation. Common catalog placement is not CPU inference or cross-device certification."
+ "scope": "Model-specific dispatch/residency, API/native state and qualification investigation. Common catalog placement is not CPU inference or cross-device certification.",
+ "prerequisites": "Access to the selected model-family runtime/state/qualification contract; native changes need frozen correctness/comparison requirements and the matching authorized CUDA/HIP/model resources.",
+ "input_contract": "Full source revision, actual executable/model family, model and asset identities, representation, compiler/runtime/device, rendered workload, sampling policy, single/parallel route, exact tokens/images and relevant completion observations.",
+ "produced_artifact": "A route/identity/evidence-class report with invariant, proposed check, actual result, counter-signal, missing resource and next authorized action; missing native requirements remain INCONCLUSIVE.",
+ "failure_modes": "Transferring coverage through a common facade or quantization name, confusing API history with native KV/private state, double-counting unified RAM/VRAM, or repairing a slot header to appear compatible can invalidate diagnosis.",
+ "refusal_point": "When required CUDA/HIP/model evidence is unavailable, retain BLOCKED_REQUIRED_BACKEND and an unverified/INCONCLUSIVE conclusion; exit-zero skips or CPU simulations cannot clear it."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Select the family-specific route and preserve the explicitly shallow Qwen coverage rather than transferring deeper GLM/DeepSeek/MiniMax evidence.",
+ "Separate shared weights, private conversation state, API history and native KV; count unified physical memory once.",
+ "Preserve exact token/image identities and completion boundaries before reuse, then test one falsifiable hypothesis without modifying slot headers to bypass compatibility."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
index 399e8a674..97d160bec 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/LICENSE",
"src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
index cecfe1e35..27968f7c8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
"src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
index 01bcec313..465739baa 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
index f65ba9e14..c470e93b8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
"src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
index 605cf88de..a9476f7cf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/splash/LICENSE",
"src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
@@ -61,7 +61,7 @@
"src/inferrsi/data/skill_library/repositories/splash/LICENSE": "cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30",
"src/inferrsi/data/skill_library/repositories/splash/SKILL.md": "619b87c282dcec4befa319085764fb53fa506a05c6a7112500bcca662f059ece",
"src/inferrsi/data/skill_library/repositories/splash/THIRD_PARTY_NOTICES": "2fedf1277bf732f8435c3e3be2798f52f25f7e2bd4155865cb366da55b88e50b",
- "src/inferrsi/data/skill_library/repositories/splash/metadata.json": "d4c679f474c31549156aad417e23c2802b9f4bc904472e5cb16916f2996b50ba",
+ "src/inferrsi/data/skill_library/repositories/splash/metadata.json": "9d0613387fdaee61de7e79146e2a896f19ac7f5c1d355f74afe767074f64dd2a",
"src/inferrsi/data/skill_library/repositories/splash/references/repo-provenance.md": "20e3462f1b6a8752eb0fa6f36e76867f142a49c1953f498f895e29c4fd4f0204",
"src/inferrsi/data/skill_library/repositories/splash/references/repo-routing-metadata.json": "287ae591f42949b8d33312659ec8303c47d5c73093c64c125edb1cf6ea8de8b9",
"src/inferrsi/data/skill_library/repositories/splash/references/source-identity.json": "2f778882ec440538a46f48332650412b446722246c8dc5690083f19da7dce61d",
@@ -189,7 +189,12 @@
"method": "User-approved native Metal/C++ and isolated source-Python adaptation; stable-ID lanes, integrated graph, assertion cases and create/verify stages. Required-backend block disables automatic admission."
},
"applicability": {
- "scope": "Pinned Splash representation, planning, state/serving and verification investigation; common discovery does not qualify a different Mac/model/backend."
+ "scope": "Pinned Splash representation, planning, state/serving and verification investigation; common discovery does not qualify a different Mac/model/backend.",
+ "prerequisites": "Access to the pinned representation/planning, serving-cache or qualification route; native checks need matching Apple/backend/model resources, an authorized workload and frozen semantic/measurement controls.",
+ "input_contract": "Source/build, macOS/device, target and compatible draft artifacts/formats, tokenizer/template/vision selection, context/cache/memory controls, KV/recurrent precision, ANE and verifier-row policy, concurrency/priority/sampling, quality controls and cache state.",
+ "produced_artifact": "An execution-identity report with observation, source-backed invariant, alternate explanation, smallest discriminating check, actual result and unresolved Metal/ANE/model/disk-state gap.",
+ "failure_modes": "Treating an API alias as new weights, equal bit width as loader/kernel compatibility, or a fixed seed as fixed cache/batch/adaptive-verification scheduling can invalidate the comparison; CPU cache/codec checks do not prove GPU state.",
+ "refusal_point": "Stop at unsupported formats, unavailable backend/model resources, unsafe service exposure or the authorized budget."
},
"limitations": [
"Required Metal/ANE/model/actual device and disk-state execution remains BLOCKED_REQUIRED_BACKEND; Python policy/codec checks do not clear it.",
@@ -201,14 +206,25 @@
"references/repo-provenance.md",
"references/source-identity.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Resolve representation, memory/cache owner, validity key and reclaim/rollback boundary before tuning a numeric control.",
+ "Freeze semantic and workload controls beyond the seed, and retain actual-path fallbacks, admission waits, evictions, cancellations and errors.",
+ "Inspect options without starting the normal serve path, which can download target/draft weights; installation and serving require separate task authority."
+ ]
},
"applicability": {
- "scope": "Pinned Splash representation, planning, state/serving and verification investigation; common discovery does not qualify a different Mac/model/backend."
+ "scope": "Pinned Splash representation, planning, state/serving and verification investigation; common discovery does not qualify a different Mac/model/backend.",
+ "prerequisites": "Access to the pinned representation/planning, serving-cache or qualification route; native checks need matching Apple/backend/model resources, an authorized workload and frozen semantic/measurement controls.",
+ "input_contract": "Source/build, macOS/device, target and compatible draft artifacts/formats, tokenizer/template/vision selection, context/cache/memory controls, KV/recurrent precision, ANE and verifier-row policy, concurrency/priority/sampling, quality controls and cache state.",
+ "produced_artifact": "An execution-identity report with observation, source-backed invariant, alternate explanation, smallest discriminating check, actual result and unresolved Metal/ANE/model/disk-state gap.",
+ "failure_modes": "Treating an API alias as new weights, equal bit width as loader/kernel compatibility, or a fixed seed as fixed cache/batch/adaptive-verification scheduling can invalidate the comparison; CPU cache/codec checks do not prove GPU state.",
+ "refusal_point": "Stop at unsupported formats, unavailable backend/model resources, unsafe service exposure or the authorized budget."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Resolve representation, memory/cache owner, validity key and reclaim/rollback boundary before tuning a numeric control.",
+ "Freeze semantic and workload controls beyond the seed, and retain actual-path fallbacks, admission waits, evictions, cancellations and errors.",
+ "Inspect options without starting the normal serve path, which can download target/draft weights; installation and serving require separate task authority."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
index d15ba1835..fc715e09f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json",
@@ -41,7 +41,7 @@
"checkout_ref": "checkout:storage-io-measurement",
"source_files": {
"src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md": "63b883c10a8d3e7d918abfc7175b72e2b401ff1e02697f94b8382ec1c8f369b7",
- "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json": "0a41c7b00978332b54ee1e4a7c1ade88ecde3e961128f24d1b4f7708caff5ff5",
+ "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json": "5017aa6c04b8cc45d8549b71bc283bfced8e7e1bdb29cf0b305a0447a3c12a9d",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
@@ -69,12 +69,33 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Measure and attribute storage traffic for model loading or serving while separating device/process observations from application outcomes and cache/startup effects.",
+ "prerequisites": "Resolve backing devices and participating worker PIDs first; active fio benchmarks or cache manipulation require separate authorization, with bounded observation during already-authorized runs.",
+ "input_contract": "Observed loader access pattern, tool/OS/filesystem versions, file-to-device mapping, worker PIDs, phase timestamps, cache-state method and raw IO/job/application measurements.",
+ "produced_artifact": "A workload- and cache-qualified IO evidence record with units, achieved depth, errors/bytes/completion and device/process attribution, plus a separately measured application outcome where benefit is claimed.",
+ "refusal_point": "Reject unspecified or copied-example benchmark workloads; do not name a storage bottleneck from util/iowait alone or infer application gain from synthetic bandwidth."
+ },
+ "recommendations": [
+ "Match the fio read pattern to the observed loader and verify achieved rather than requested depth; more queued work can increase latency.",
+ "Record warm/cold/unknown cache state and its method, separate startup from repeated/steady reads, and check completed bytes for truncated runs.",
+ "Align per-device and per-process observations with the application phase, retain units and latency provenance, and corroborate saturation using traffic, queues and process activity.",
+ "Only run a separately authorized bounded read-only job against an explicit existing regular file, then remeasure the real application before accepting a benefit."
+ ]
+ },
+ "applicability": {
+ "scope": "Measure and attribute storage traffic for model loading or serving while separating device/process observations from application outcomes and cache/startup effects.",
+ "prerequisites": "Resolve backing devices and participating worker PIDs first; active fio benchmarks or cache manipulation require separate authorization, with bounded observation during already-authorized runs.",
+ "input_contract": "Observed loader access pattern, tool/OS/filesystem versions, file-to-device mapping, worker PIDs, phase timestamps, cache-state method and raw IO/job/application measurements.",
+ "produced_artifact": "A workload- and cache-qualified IO evidence record with units, achieved depth, errors/bytes/completion and device/process attribution, plus a separately measured application outcome where benefit is claimed.",
+ "refusal_point": "Reject unspecified or copied-example benchmark workloads; do not name a storage bottleneck from util/iowait alone or infer application gain from synthetic bandwidth."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Match the fio read pattern to the observed loader and verify achieved rather than requested depth; more queued work can increase latency.",
+ "Record warm/cold/unknown cache state and its method, separate startup from repeated/steady reads, and check completed bytes for truncated runs.",
+ "Align per-device and per-process observations with the application phase, retain units and latency provenance, and corroborate saturation using traffic, queues and process activity.",
+ "Only run a separately authorized bounded read-only job against an explicit existing regular file, then remeasure the real application before accepting a benefit."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
index 42059aba3..045b18bc4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
index e6916f5be..a2429cac2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index 04a466bfa..2fbb6eebc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/assets/campaign.template.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index bb0b74757..179f342ea 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
@@ -65,7 +65,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4",
"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md": "5f83b1b989e8dc239a6f34a6b3bd63872533ecc1404483a69dabfb1865648439",
- "src/inferrsi/data/skill_library/repositories/vllm-metal/metadata.json": "63d51d1ace6b0ba503c28751a8ffbf9224038395f4146a94c775c628d8075470",
+ "src/inferrsi/data/skill_library/repositories/vllm-metal/metadata.json": "55652ec6de744d92044951e25ea89aa18c92b14846dd4b597444d773bb8c31e3",
"src/inferrsi/data/skill_library/repositories/vllm-metal/references/repo-provenance.md": "970bda4d1081704aa82c94d6544a98bbf479430c4fc2c82a1a82f206043aa72a",
"src/inferrsi/data/skill_library/repositories/vllm-metal/references/repo-routing-metadata.json": "230a2b383bcf2855af4de50374c41f11b0b0841268ae45e424c1c97f679b477a",
"src/inferrsi/data/skill_library/repositories/vllm-metal/references/scope-and-notices.md": "aaef98eaea4cff56f39852e1d131163ebc01334e79034b1890f67a2660727d3e",
@@ -185,7 +185,11 @@
"method": "Stable-ID manual author sequencing plus bounded cache author lane; integrated graph followed by assertion/helper/static and selected pure Python source tests; Apple native blocks retained."
},
"applicability": {
- "scope": "Selected plugin preparation, KV/offload ownership and speculative/deferred/dispatch evidence investigation. Common catalog scope does not certify CPU inference or cross-backend qualification."
+ "scope": "Selected plugin preparation, KV/offload ownership and speculative/deferred/dispatch evidence investigation. Common catalog scope does not certify CPU inference or cross-backend qualification.",
+ "prerequisites": "Access to the plugin-specific platform/ABI, cache-lifecycle and qualification contracts; actual engine changes require separate authority, resource ownership, frozen gates and cleanup, with a supported artifact pairing.",
+ "input_contract": "Source/package/runtime/native artifact identities, Python/OS/chip/device, backend/executor, checkpoint/tokenizer/draft identities, format/dtype, effective feature flags and workload.",
+ "produced_artifact": "An identity/route/invariant report with actual safe-check result, counter-signal and next authorized native check; partial CPU evidence stays separate from unverified transfers, sleep/wake, model and HTTP outcomes.",
+ "failure_modes": "Using lazy import success as native registration or ABI evidence, treating a feature switch as dispatch, or conflating cache capacity with physical residency and kernel time with HTTP time can overstate plugin behavior."
},
"limitations": [
"BLOCKED_REQUIRED_BACKEND: actual Apple MLX/Metal and MPS kernels/model loading, cache transfers/sleep/wake and real worker dispatch are not verified.",
@@ -198,14 +202,24 @@
"references/repo-provenance.md",
"references/source-identity.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Resolve platform registration, backend/runner and native ABI pairing before capacity tuning; a package visibility check establishes only its reported software facts.",
+ "Keep MLX and MPS, full-attention and recurrent state, logical cache capacity and physical residency as separate contracts.",
+ "Preserve failed paths and distinguish parser/API checks from real transfers, sleep/wake, model output and HTTP performance evidence."
+ ]
},
"applicability": {
- "scope": "Selected plugin preparation, KV/offload ownership and speculative/deferred/dispatch evidence investigation. Common catalog scope does not certify CPU inference or cross-backend qualification."
+ "scope": "Selected plugin preparation, KV/offload ownership and speculative/deferred/dispatch evidence investigation. Common catalog scope does not certify CPU inference or cross-backend qualification.",
+ "prerequisites": "Access to the plugin-specific platform/ABI, cache-lifecycle and qualification contracts; actual engine changes require separate authority, resource ownership, frozen gates and cleanup, with a supported artifact pairing.",
+ "input_contract": "Source/package/runtime/native artifact identities, Python/OS/chip/device, backend/executor, checkpoint/tokenizer/draft identities, format/dtype, effective feature flags and workload.",
+ "produced_artifact": "An identity/route/invariant report with actual safe-check result, counter-signal and next authorized native check; partial CPU evidence stays separate from unverified transfers, sleep/wake, model and HTTP outcomes.",
+ "failure_modes": "Using lazy import success as native registration or ABI evidence, treating a feature switch as dispatch, or conflating cache capacity with physical residency and kernel time with HTTP time can overstate plugin behavior."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Resolve platform registration, backend/runner and native ABI pairing before capacity tuning; a package visibility check establishes only its reported software facts.",
+ "Keep MLX and MPS, full-attention and recurrent state, logical cache capacity and physical residency as separate contracts.",
+ "Preserve failed paths and distinguish parser/API checks from real transfers, sleep/wake, model output and HTTP performance evidence."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index 4c177d56a..3cc50bdee 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index 83dcf9710..42b227ef5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json",
@@ -42,7 +42,7 @@
"checkout_ref": "checkout:audit-afd-p2p-exchanges",
"source_files": {
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md": "a46110891eca860915e314d6921a22856d631453b22b17837fe30262d6780535",
- "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json": "4e6100dfb9fc7bc00b19915f4fd38ad509704f2a609c658adf4d632d4e05b6c1",
+ "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json": "ae8c7582265dd6902cc4172293fc709244cc915df9390672fde25687b9e79b4b",
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/references/afd-plugin-LICENSE.md": "0e8566ea362276878e1f38f97da49964dbea301c15d4aa9d727f97a4c39fd943",
"src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/references/source-notes.md": "5073d87450cb60d1b245308dff8807e73749c07de976d50f2fa26694fad81a72",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
@@ -92,7 +92,12 @@
}
],
"applicability": {
- "scope": "Source-based CUDA P2pNccl rank/payload audit; selected eager dense-FFN path with compute_gate_on_attention=false. Repository identity afd_plugin; runtime/backend compatibility unverified."
+ "scope": "Source-based CUDA P2pNccl rank/payload audit; selected eager dense-FFN path with compute_gate_on_attention=false. Repository identity afd_plugin; runtime/backend compatibility unverified.",
+ "prerequisites": "Access to the pinned source ledger and caller-level evidence for the selected eager dense FFN path with Attention-side gating disabled; any proposed cross-stream reuse needs an established communicator completion contract.",
+ "input_contract": "Plugin and dependency revisions, connector and role, A/F worker counts, DP/PCP/TP coordinates, worker/device ranks, subgroup roster, stage, per-peer token counts, payload shape/dtype/device, transfer context and returned slices.",
+ "produced_artifact": "A bounded rank-namespace and per-peer payload ownership ledger, the earliest evidenced mismatch or missing edge, and a proposed verification plan.",
+ "failure_modes": "Inferring data peers from control senders, accepting equal total row counts despite a peer permutation, or treating an even-split fallback or Python return as proof of ownership/completion can produce a wrong exchange diagnosis.",
+ "refusal_point": "Stop on A < F, invalid role ranks, duplicate/missing assignments or an unresolved rank namespace; return the conflicting callers and ledger entries without inventing ranks or attributing the fault to networking."
},
"limitations": [
"Source-derived candidate; native exchange, model quality, backend compatibility, performance and agent efficacy not_run.",
@@ -107,14 +112,25 @@
"../../../methods/inference-benchmark-design/SKILL.md",
"../../../methods/dense-performance-evidence/SKILL.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Record role, world and subgroup-local ranks separately; reconstruct the actual subgroup roster before interpreting send/receive peers.",
+ "Track distinct row identities and stage-specific peer lengths through concatenation and splitting; use same-total swapped lengths as a countercheck.",
+ "Establish the last communicator/stream completion obligation before reusing or releasing a receive buffer."
+ ]
},
"applicability": {
- "scope": "Source-based CUDA P2pNccl rank/payload audit; selected eager dense-FFN path with compute_gate_on_attention=false. Repository identity afd_plugin; runtime/backend compatibility unverified."
+ "scope": "Source-based CUDA P2pNccl rank/payload audit; selected eager dense-FFN path with compute_gate_on_attention=false. Repository identity afd_plugin; runtime/backend compatibility unverified.",
+ "prerequisites": "Access to the pinned source ledger and caller-level evidence for the selected eager dense FFN path with Attention-side gating disabled; any proposed cross-stream reuse needs an established communicator completion contract.",
+ "input_contract": "Plugin and dependency revisions, connector and role, A/F worker counts, DP/PCP/TP coordinates, worker/device ranks, subgroup roster, stage, per-peer token counts, payload shape/dtype/device, transfer context and returned slices.",
+ "produced_artifact": "A bounded rank-namespace and per-peer payload ownership ledger, the earliest evidenced mismatch or missing edge, and a proposed verification plan.",
+ "failure_modes": "Inferring data peers from control senders, accepting equal total row counts despite a peer permutation, or treating an even-split fallback or Python return as proof of ownership/completion can produce a wrong exchange diagnosis.",
+ "refusal_point": "Stop on A < F, invalid role ranks, duplicate/missing assignments or an unresolved rank namespace; return the conflicting callers and ledger entries without inventing ranks or attributing the fault to networking."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Record role, world and subgroup-local ranks separately; reconstruct the actual subgroup roster before interpreting send/receive peers.",
+ "Track distinct row identities and stage-specific peer lengths through concatenation and splitting; use same-total swapped lengths as a countercheck.",
+ "Establish the last communicator/stream completion obligation before reusing or releasing a receive buffer."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index 1cb378b35..0fc99822c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
@@ -52,7 +52,7 @@
"source_files": {
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE": "cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md": "02a5f7c18e44201215ecec17c6ac96b27be9148bcc189df287f39d1b372b7721",
- "src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/metadata.json": "58716737446f46bd1de77aa323c5652f97277d44dd952c82b42399b2cb769b87",
+ "src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/metadata.json": "9c667c7735ebe4fb07247e098218f6b03a1c1fafa776f1372f8d948ea8ea756b",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/references/diagnostics.md": "0908a0eae53a2e10775a8b6ee3e3944b2fa410174402b5a1a8c98eb674dd4b4d",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/references/lifecycle.md": "107ebe3c22e5dba8007c3b8ea61149f10bc55c51b557a4230f3e5de859bb0f7c",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/references/source-ledger.json": "61e51a97ffd7c1fa7866bdd440b024d0c5e0065635ac8d0ba53d2c69c7f9e470",
@@ -126,7 +126,12 @@
"method": "AREX scope/ground/construct/verify and repository evidence/usability methods adapted to InferRSI native owners and packaging; no DisCo runtime or managed import."
},
"applicability": {
- "scope": "Pinned Flare complete-session restore and admission audit for its NVIDIA SM120/SM121 research prototype. CUDA catalog scope is content classification, not device or backend qualification."
+ "scope": "Pinned Flare complete-session restore and admission audit for its NVIDIA SM120/SM121 research prototype. CUDA catalog scope is content classification, not device or backend qualification.",
+ "prerequisites": "Access to package/source identity and bounded restore traces, with preparation compatibility established before cache-state diagnosis. Running, freeing resources or changing configuration requires separate authority.",
+ "input_contract": "Execution ABI and prepared-contract version, ordinary/speculative configuration, model/layout identity, request IDs and consumed-token endpoints, GPU/host prefixes, continuation row, ticket/waiter identities, transfer events, fences and resource counts.",
+ "produced_artifact": "A checkpoint/ticket ownership table, five-outcome admission ledger and diagnosis identifying the earliest unsupported transition and smallest missing observation.",
+ "failure_modes": "A KV-only lookup hit can omit continuation state; admission can be mistaken for actual reuse; client cancellation can be mistaken for transfer completion; mixing absolute timestamps from client and native clocks can corrupt the diagnosis.",
+ "refusal_point": "Stop with an unresolved edge when package identity, layout, transfer completion or clock provenance is unknown."
},
"limitations": [
"Source-only candidate; native Flare/model/GPU/service and skill efficacy were not evaluated.",
@@ -139,14 +144,25 @@
"references/source-notes.md",
"references/source-ledger.json"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "Pair the immutable KV parent chain with the complete continuation row at the same consumed-token endpoint before calling a checkpoint restorable.",
+ "Distinguish lookup outcomes, destination reservation, ticket creation, transfer completion, publication and actual reused-token evidence.",
+ "Follow scheduler-owned tickets through waiter cancellation and check write/use fences before allowing storage reuse."
+ ]
},
"applicability": {
- "scope": "Pinned Flare complete-session restore and admission audit for its NVIDIA SM120/SM121 research prototype. CUDA catalog scope is content classification, not device or backend qualification."
+ "scope": "Pinned Flare complete-session restore and admission audit for its NVIDIA SM120/SM121 research prototype. CUDA catalog scope is content classification, not device or backend qualification.",
+ "prerequisites": "Access to package/source identity and bounded restore traces, with preparation compatibility established before cache-state diagnosis. Running, freeing resources or changing configuration requires separate authority.",
+ "input_contract": "Execution ABI and prepared-contract version, ordinary/speculative configuration, model/layout identity, request IDs and consumed-token endpoints, GPU/host prefixes, continuation row, ticket/waiter identities, transfer events, fences and resource counts.",
+ "produced_artifact": "A checkpoint/ticket ownership table, five-outcome admission ledger and diagnosis identifying the earliest unsupported transition and smallest missing observation.",
+ "failure_modes": "A KV-only lookup hit can omit continuation state; admission can be mistaken for actual reuse; client cancellation can be mistaken for transfer completion; mixing absolute timestamps from client and native clocks can corrupt the diagnosis.",
+ "refusal_point": "Stop with an unresolved edge when package identity, layout, transfer completion or clock provenance is unknown."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Pair the immutable KV parent chain with the complete continuation row at the same consumed-token endpoint before calling a checkpoint restorable.",
+ "Distinguish lookup outcomes, destination reservation, ticket creation, transfer completion, publication and actual reused-token evidence.",
+ "Follow scheduler-owned tickets through waiter cancellation and check write/use fences before allowing storage reuse."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index cc35e5bd4..19f847d38 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json",
@@ -42,7 +42,7 @@
"checkout_ref": "checkout:diagnose-attention-bottlenecks",
"source_files": {
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md": "a25738dbb3b9daa15c5827cb536a20fe13f7c8b9dd14aa3fb7cfa7e132879431",
- "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json": "3abe626a6e4c73c943429f609ce2c62aa77aae7e1726475ebbbdfbe1794f6f7d",
+ "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json": "6239c885aa83936a7bd9c49643b1c79b3734a17234af7c03d95839efc622c79e",
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/references/mechanisms.md": "fe08b2292fa587be3874774ddf41063b84c579a0085df422ec6710d8aa90b8b7",
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/references/papers-20261015/INTEGRATION_NOTES.md": "371b01ee201ef51fecbfd6da892d517aaba295930b9395025f03f34e21c030a1",
"src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/references/papers-20261015/NEXT_GATE_LEADS.md": "35b8b58ae5db02b2df51ccbe5cdf870a7383d17f345f9ee5eb7b0a4146dfc74b",
@@ -81,12 +81,29 @@
"references/papers-20261015/README.md",
"references/sources.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Diagnose attention-kernel bottlenecks after IO reduction, tile/pipeline regressions and precision or hardware-port assumptions.",
+ "input_contract": "Actual kernel/device revisions, attention shapes and semantics, operand/accumulator types, correctness/quality criteria, and existing traffic, resource, parallelism and stall observations.",
+ "produced_artifact": "A bottleneck diagnosis with confidence, one bounded candidate, resource exchange, counter-signal, missing evidence, source ID and next authorization gate.",
+ "refusal_point": "Return conditional hypotheses when observations are missing; reject or defer changes with wrong outputs/gradients, unsafe lifetimes/order, unsupported primitives, unacceptable accuracy or gains erased by omitted work."
+ },
+ "recommendations": [
+ "Preserve masks, dropout replay, online-softmax normalization and gradient obligations before comparing costs; exact algebra does not imply bitwise equality.",
+ "After fusion, reclassify the exposed limit using scalar work, independent output tiles and resource ceilings; larger tiles and deeper pipelines can reduce residency or spill.",
+ "Include precision preprocessing/conversion in the measurement boundary and check generated asynchronous scheduling; validate accelerator-specific primitives separately before a port."
+ ]
+ },
+ "applicability": {
+ "scope": "Diagnose attention-kernel bottlenecks after IO reduction, tile/pipeline regressions and precision or hardware-port assumptions.",
+ "input_contract": "Actual kernel/device revisions, attention shapes and semantics, operand/accumulator types, correctness/quality criteria, and existing traffic, resource, parallelism and stall observations.",
+ "produced_artifact": "A bottleneck diagnosis with confidence, one bounded candidate, resource exchange, counter-signal, missing evidence, source ID and next authorization gate.",
+ "refusal_point": "Return conditional hypotheses when observations are missing; reject or defer changes with wrong outputs/gradients, unsafe lifetimes/order, unsupported primitives, unacceptable accuracy or gains erased by omitted work."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Preserve masks, dropout replay, online-softmax normalization and gradient obligations before comparing costs; exact algebra does not imply bitwise equality.",
+ "After fusion, reclassify the exposed limit using scalar work, independent output tiles and resource ceilings; larger tiles and deeper pipelines can reduce residency or spill.",
+ "Include precision preprocessing/conversion in the measurement boundary and check generated asynchronous scheduling; validate accelerator-specific primitives separately before a port."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index a1f3ae992..7fac0bc38 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json",
@@ -39,7 +39,7 @@
"checkout_ref": "checkout:host-overhead-profiling",
"source_files": {
"src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md": "326e566fbe30d3ba04e4b50c3e87aad9df037f0ac4ad6fe129165ae97dc5f91d",
- "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json": "76e34c1c64aba473a9e126b032a776417caa0f913f6ac3cf4dba3a5d123b1ee0",
+ "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json": "bc4236c65e37378f4a74e0b88c47776055c186aca44c000b1f68e8c63cc4b277",
"src/inferrsi/data/skill_library/skill-index.json": "9ea8b2ef190777e683a3905f0614612a37782be4d655d230c000188b0c7073db"
},
"skill_metadata": {
@@ -65,12 +65,31 @@
"Original typed source inventory is not normalized; retain source identities and limits in the procedure/readsets."
],
"provenance_readsets": [],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "applicability": {
+ "scope": "Detect exposed host overhead and diagnose per-step host regressions in CUDA inference serving from existing nsys timelines.",
+ "prerequisites": "An existing serving nsys trace and Python with sqlite3; comparative root-cause analysis needs baseline and target traces, with nsys export available for report-format input.",
+ "input_contract": "One trace for detection/breakdown or two comparable traces for regression analysis, including the workload/phase context needed to isolate steady-state forward steps.",
+ "produced_artifact": "A detection verdict with metric/phase evidence, per-step NVTX/kernel/API breakdown and ranked host-operation deltas for a targeted optimization handoff.",
+ "failure_modes": "Warmup/loading or mismatched phase mixtures distort per-step comparisons; duplicated rank ranges, unresolved NVTX text IDs or overlapping rank end times can miscompute host gaps."
+ },
+ "recommendations": [
+ "Isolate comparable steady-state forward iterations and inspect context/generation separately; aggregate utilization can hide a phase-specific host bottleneck.",
+ "Confirm exposed preparation using both performance impact and idle attribution, retain communication as a confounder, and triage absolute NVTX time deltas before line-level optimization.",
+ "Resolve NVTX text IDs, account for TP rank duplication and use the maximum overlapping end time for gaps; do not compare full-trace totals as per-step overhead."
+ ]
+ },
+ "applicability": {
+ "scope": "Detect exposed host overhead and diagnose per-step host regressions in CUDA inference serving from existing nsys timelines.",
+ "prerequisites": "An existing serving nsys trace and Python with sqlite3; comparative root-cause analysis needs baseline and target traces, with nsys export available for report-format input.",
+ "input_contract": "One trace for detection/breakdown or two comparable traces for regression analysis, including the workload/phase context needed to isolate steady-state forward steps.",
+ "produced_artifact": "A detection verdict with metric/phase evidence, per-step NVTX/kernel/API breakdown and ranked host-operation deltas for a targeted optimization handoff.",
+ "failure_modes": "Warmup/loading or mismatched phase mixtures distort per-step comparisons; duplicated rank ranges, unresolved NVTX text IDs or overlapping rank end times can miscompute host gaps."
},
- "applicability": {},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "Isolate comparable steady-state forward iterations and inspect context/generation separately; aggregate utilization can hide a phase-specific host bottleneck.",
+ "Confirm exposed preparation using both performance impact and idle attribution, retain communication as a confounder, and triage absolute NVTX time deltas before line-level optimization.",
+ "Resolve NVTX text IDs, account for TP rank duplication and use the maximum overlapping end time for gaps; do not compare full-trace totals as per-step overhead."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index a774e8b19..55040913f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
@@ -36,8 +36,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/2def9b3eaca539e5f79da3dc51164ab58da12319/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "2def9b3eaca539e5f79da3dc51164ab58da12319",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
@@ -62,7 +62,7 @@
"checkout_ref": "checkout:reason-hopper-kernels",
"source_files": {
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md": "cec4e3aa1eb64c31c54b5f5ca40af2b61b7919d94be4174968581d5f752c0538",
- "src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json": "7520da1cc97412631a600957ecb18aa5a7a4461ea21e76c237330180193ed898",
+ "src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json": "79ca64dc97ad34331036dc071e86954c98ac568e651adfae74cce74f1ca61c7b",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/references/fp8.md": "31d9c211c11c2224007abbdcd4059913c4a54833fe2d2f926411c5238fcd3501",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/references/licenses/cutlass-bsd.md": "42fec630f410aa308f70a51a89fadcd19586fa620f9831a32bee528a9a10000e",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/references/licenses/deepgemm-mit.md": "6c73a30c14a2938abaa6afe98ebb19e6d81dac5bd4ace0cb05c61c20afa37b85",
@@ -238,7 +238,10 @@
"CLC",
"two-SM MMA",
"native NVFP4/block-scaled tcgen05 MMA"
- ]
+ ],
+ "input_contract": "Device/compute capability, compiler target and selected implementation, kernel/library revisions, shapes/strides/alignment, numeric and grouping/epilogue semantics, correctness criterion and measurement boundary.",
+ "produced_artifact": "A source-qualified, reviewable hypothesis with one bounded change, resource/accuracy exchange, counter-signal, stop condition and next verification step.",
+ "failure_modes": "SM90 tags or import/dispatch guards can hide an unbuilt or unselected SM90a instruction path; extra stages or register caps can increase spills or lower residency."
},
"limitations": [
"Native compilation, GPU correctness, numerical accuracy, profiling, performance, model/service behavior and skill efficacy were not run.",
@@ -256,7 +259,12 @@
"../diagnose-attention-bottlenecks/SKILL.md",
"../../../methods/kernel-writing-guide/SKILL.md"
],
- "consumption_mode": "packaged"
+ "consumption_mode": "packaged",
+ "recommendations": [
+ "For WGMMA advice, confirm the compiled and selected SM90a path; do not transplant Blackwell-only instruction or memory mechanisms.",
+ "Resolve producer/consumer ownership and completion before tuning stage depth; budget live accumulators, padded shared memory, scales and epilogue storage together.",
+ "For later validation, check tails, short K, stage wraparound and grouped offsets against the frozen reference, inspect actual PTX/SASS resources, and include setup/conversion/reduction costs."
+ ]
},
"applicability": {
"scope": "Source-derived Hopper SM90/SM90a kernel reasoning for TMA/mbarrier, WGMMA, resource/layout/pipeline/software scheduling and selected FP8 GEMM. CUDA categorization does not certify other GPU architectures, library dispatch, or a combined tested stack.",
@@ -270,11 +278,15 @@
"CLC",
"two-SM MMA",
"native NVFP4/block-scaled tcgen05 MMA"
- ]
+ ],
+ "input_contract": "Device/compute capability, compiler target and selected implementation, kernel/library revisions, shapes/strides/alignment, numeric and grouping/epilogue semantics, correctness criterion and measurement boundary.",
+ "produced_artifact": "A source-qualified, reviewable hypothesis with one bounded change, resource/accuracy exchange, counter-signal, stop condition and next verification step.",
+ "failure_modes": "SM90 tags or import/dispatch guards can hide an unbuilt or unselected SM90a instruction path; extra stages or register caps can increase spills or lower residency."
},
"recommendations": [
- "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
- "Read the packaged references and owner-local cases alongside the procedure."
+ "For WGMMA advice, confirm the compiled and selected SM90a path; do not transplant Blackwell-only instruction or memory mechanisms.",
+ "Resolve producer/consumer ownership and completion before tuning stage depth; budget live accumulators, padded shared memory, scales and epilogue storage together.",
+ "For later validation, check tails, short K, stage wraparound and grouped offsets against the frozen reference, inspect actual PTX/SASS resources, and include setup/conversion/reduction costs."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",