diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
index 79fdd8cf6..c0e6062da 100644
--- a/docs/reference-matrix.md
+++ b/docs/reference-matrix.md
@@ -89,7 +89,7 @@ Reading rules:
| **C3 / DLRover FlashCheckpoint** @ `e35b1ad90e2928ca6bacf5d22117f713566c5cb0` (Apache-2.0) | DDP/full engine → common-directory saver → POSIX storage; full/sharded CPU/Gloo replicas and restore consumer; [readset](../src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/references/sources.md#dlrover-extension-inspected-2026-10-22) | located-not-mined — HCCL device branch observed; NPU compatibility not validated | mined — memory readiness/step gates and replica byte/metadata ownership → `checkpoint-recovery-consistency`; restored values unverified | mined — queued save versus shard/done/tracker completion; serializer/synchronization boundaries, no durability proof | mined — actual full/sharded Gloo byte/metadata paths and world-position groups; gather/consumer correctness and throughput unverified | mined — worker versus helper/host lifetime; fallback daemon cannot persist after parent exits |
| **C4 / NVIDIA Resiliency Extension** @ `49af0b03f14550d36a60dcfebd573848b5fd8435` (Apache-2.0 source headers; Megatron-Core lineage) | local `base_manager.py` complete-iteration selection/save/finalizer and `local_manager.py` dirty/final file lifecycle | mined (contract only) — CUDA D2H synchronized before async request returns; no NPU qualification | mined — snapshot/replica lifetime constraints → `checkpoint-recovery-consistency` | mined — clean/dirty publication, complete-rank generation selection and incomplete-save rejection; no power-loss proof | mined — all-rank availability/finalization and replica failure domains, not transport throughput | out-of-scope |
| **CR1 / DeepSpeed ZeRO-Infinity** @ `5f266e26d216a705d9c64cac88fb813cefdbac4b` (Apache-2.0) | complete short `offload_config.py`, official ZeRO-3 live offload-field docs; no runtime/checkpoint audit | mined — parameter stage-3 and optimizer stage-1/2/3 boundaries → `training-resource-budget` | mined — CPU optimizer budget, pinned RAM, element-count residency and gated core share | mined — NVMe buffer pools and tiled read/compute/write overlap intent; buffer-size units unresolved in approved excerpt | out-of-scope — CPU/device transfer is not network coverage | mined — CPU resource-budget qualification; no privileged changes |
-| **CR5 / Ascend MindSpeed adaptive memory** — `core_r0.8.0`, page history `53193db8` (full pin and license unresolved) | original GitCode historical `docs/features/adaptive-memory.md` body directly read; implementation unavailable | mined (docs-only case) — spare-NPU-memory versus recompute/swap decision → `training-resource-budget` historical case; changed-layer comparison rejected as controlled gain | mined (docs-only) — CPU swap and allocator/affinity prerequisites | out-of-scope | out-of-scope — NPU/CPU copies not network evidence | mined (historical conditions) — incompatible allocator features and CPU-affinity prerequisites; no current compatibility claim |
+| **CR5 / Ascend MindSpeed adaptive memory** — historical `core_r0.8.0` document @ `53193db8bf5def407c4041a9beb3f4c9e9773daf` (root default BSD-3-Clause terms; identified file exceptions) | 2026-10-15 document inspection retained; [2026-10-30 pinned readset](../src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-source-readset.md): feature guard, allocator/callback, saved-storage rescue, wrapper and affinity branch | mined (historical source candidate) — spare-memory/recompute/swap decision and effective selection → `training-resource-budget`; changed-layer comparison rejected as controlled gain | mined — eligible shared-storage CPU rescue/return and allocator prerequisites; no whole-model validation | out-of-scope | out-of-scope — NPU/CPU copies not network evidence | mined (historical conditions) — validation versus dispatch exclusions; 910A/910B binding, topology/tools and CPU-share assumptions; no current compatibility claim |
| InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ `4a350344027960a48384626aa646f1765fda6d4f` (root Apache-2.0; model attribution in NOTICE) | Bounded manager/runner/scheduler/Ouro/host-metadata/Torch-consumer chain; [candidate](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md), [source map](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-notes.md), [construction/cases](reviews/issue91-vllm-rlt-finalization.md); historical [intake](reviews/issue91-vllm-rlt-intake.md) retained | source-guidance — synchronous LAST_EXITED copying versus SHARED, written-prefix validity, later deeper attention and normal release/wait/free; candidate, native runtime and efficacy not_run | out-of-scope — host bookkeeping does not establish host-RAM coverage | out-of-scope — no storage mechanism extracted | out-of-scope — local tensor copies; no transport mechanism extracted | out-of-scope — no OS mechanism extracted |
| vllm-project/afd-plugin @ `df8d6a0c403c3ca1b4ed9cf1687e7204908bebec` (Apache-2.0 selected Python readset; retained MIT CAM subset notice) | Fixed-pin topology/factory/runner/metadata/DeepSeek dense proxy and P2pNccl reads; [full ledger](../src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/references/source-notes.md); [historical intake](reviews/issue91-afd-plugin-intake.md) retained | mined (bounded source-only candidate) — role/world/subgroup rank ledger and eager dense-FFN per-stage/per-peer payload ownership → [audit-afd-p2p-exchanges](../src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md); native/backend/model validation not_run | out-of-scope — no host-memory mechanism extracted | out-of-scope — no storage mechanism extracted | source call chain mined — actual NCCL-backed send/recv consumer identified; underlying completion, graph and multi-host/physical transport unqualified; no Network coverage credit | out-of-scope — no OS mechanism extracted |
@@ -271,7 +271,9 @@ Direct wave-7 source readsets and restrictions:
[recovery C3–C4](../src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/references/sources.md),
[cross-resource CR1/CR5/CR6](../src/inferrsi/data/skill_library/methods/training-resource-budget/references/sources.md).
CR6's adapted note retains named attribution and CC BY-SA 4.0 share-alike;
-CR5 remains a historical documentation case with unresolved license/full pin.
+CR5 retains its 2026-10-15 documentation snapshot; the 2026-10-30 bounded source
+follow-up resolves the historical full pin/default license and selected
+allocator/wrapper/affinity paths. Current runtime compatibility remains unqualified.
DCP source/version reconciliation, exact links and tutorial snapshot hash:
[`dcp-async-save-performance/references/sources.md`](../src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/references/sources.md).
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
index f86ad864d..f9f7db8da 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -52,7 +52,7 @@ The primary compute and HBM resource. Most current work lives here.
| **Diagnose / Verify** | Fixed-stage PyTorch/Ascend model report: bind current stage and actually loaded candidate to quality-validator output and comparable baseline | [ascend-performance-analysis](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md) | [Stage-evidence rule](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/references/cannbot-stage-evidence.md): workflow instructions versus registered marker/keyword checks; completion is not numerical validation | canonical cann/cannbot @ c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110; selected CANN-2.0 scope | Candidate procedure only; host/model/backend not_run, agent efficacy not evaluated; no new measured coverage |
| **Verify** | Same-window A/B protocol, noise floor, acceptance-state discipline; correctness-first overlap acceptance (fallback works, no KV/state reorder, actual overlap, no outside-module regression) | `ascend-optimization-casebook` (evidence-required section per case), `dense-performance-evidence`, `rsi-evidence`, `cann-attribution-overlap` | MindIE-SD perf-gate protocol: exploration vs acceptance state, three-proof requirement | MindIE-SD perf-gate @ 8481d39b; cann/oam-tools @ 8440935f | 🟢 |
| **Observe / Configure / Optimize** | DALI CPU/GPU queue overlap and operator buffer sizing under explicit executor-mode gates | `training-input-pipeline` | Separated queues require async+pipelined and non-dynamic mode; output synchronization retained | Reference B1, DALI @ 6fe47c48d3b0 | 🟢 (Python API evidence, not C++/device validation) |
-| **Diagnose / Configure / Optimize** | Training capacity versus throughput, parameter/optimizer tier budgets, recomputation/offload choices; DCP exposed staging pause | `training-resource-budget`, `dcp-async-save-performance` | DeepSpeed stage gates; expert MFU/HFU denominator discipline; historical MindSpeed case only | Reference CR1, CR6, CR5, C1 async-only | 🟢 (MindSpeed implementation/current support unresolved) |
+| **Diagnose / Configure / Optimize** | Training capacity versus throughput, parameter/optimizer tier budgets, recomputation/offload choices; DCP exposed staging pause | `training-resource-budget`, `dcp-async-save-performance` | DeepSpeed stage gates; expert MFU/HFU denominator discipline; historical MindSpeed selection/allocator/rescue source boundaries | Reference CR1, CR6, CR5, C1 async-only | 🟢 (MindSpeed historical source candidate; current support unqualified) |
| **Observe / Diagnose / Configure / Optimize / Verify** | vLLM V1 token/input/active-request budgets, allocation/preemption gates and async-KV admission; cap changes are conditional hypotheses | `diagnose-vllm-admission-pressure` | Queue length and KV usage do not establish allocation pressure; stats are gated and incomplete; verification proposed only | vLLM @ 7f730b4cea9a, Dot bundle; pinned scheduler/connector source ledger | 🟢 (candidate diagnosis; no runtime or gain validation) |
| **Diagnose / Verify** | Context partial-ubatch progress, topology/input graph reuse and backend copy/event readiness | [audit-llama-runtime-state](../src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md); [owner map](../src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md#choose-the-scope) | Retained completed ubatches differ from whole-batch rollback; frontend reuse differs from backend captured graphs | llama.cpp @ `707616feb5f379e99ff7442680a55b4a1704c7c9`; runtime/source notes and native test assertions; static inspection 2026-10-21 carried | 🟢 (source-derived candidate; native/backend execution not run) |
| **Observe / Diagnose / Verify** | KV receive/save completion, delayed-free ownership, in-flight-write fences and failure reporting | `audit-vllm-kv-lifetimes` | Event ledger is proposed, not a telemetry exporter; abstract obligations require concrete connector/caller evidence | vLLM @ 7f730b4cea9a, Dot bundle | 🟢 (contract intelligence; concrete backend unverified) |
@@ -185,7 +185,7 @@ System-level: scheduler, DVFS, process isolation, environment variables, driver
| **Configure** | Env-preflight: verify device availability, driver health, Python env before measurement | `performance-ceiling-analysis` (env-preflight references TRT-LLM exec-env-check) | TRT-LLM exec-env-check pattern | TRT-LLM @ f33e0e5f | 🟡 |
| **Optimize** | CPU affinity check-then-pin (accelerator-local NUMA node, cross-round consistency), NUMA placement mode semantics (distribute/isolate/numactl) with page-cache-drop and numa_balancing rules, generation-vs-batch thread/affinity splits, thread-count env discipline, device-busy preflight with graceful-to-force PID escalation, structured ERROR/WARNING env checks, container flags and ulimits; cgroup resource reallocation as capacity spend (quota/weight/headroom reviews gated on observed stalls) | [os-process-placement](../src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md), `cgroup-resource-controls`; [llama.cpp owner map](../src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md#choose-the-scope) | OMP_NUM_THREADS/PROC_BIND per scenario; `CPU_AFFINITY_CONF`; npu-smi usages preflight; `ASCEND_HOME_PATH` named-var correctness; rollback manifest before any change | TRT-LLM perf-host-optimization @ f33e0e5f; awesome-ascend-skills @ 75ec89c; ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT; static inspection 2026-10-22 carried); kernel cgroup-v2 docs (pack-mediated); historical vllm-ascend Dockerfile/thread-env shipping defaults @ bc8115ed (Reference Matrix); ACLGraph @ 8a8e1e05ecb6 adds no OS-control evidence | 🟢 (isolcpus and scheduler priorities nice/ionice/SCHED_FIFO/RR remain unsourced) |
| **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 | Reference CR1/CR6, C3; historical CR5 prerequisites only | 🟢 (no scheduling or privileged changes) |
+| **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) |
**Second-level targets:** NPU driver, CANN runtime, container/process isolation
@@ -202,7 +202,7 @@ System-level: scheduler, DVFS, process isolation, environment variables, driver
| Save-path performance qualification (checkpoint) | SSD / Optimize + Verify | Low | DCP asynchronous staging, pinned-buffer reuse and completion gates are now sourced in `dcp-async-save-performance`; no local gains, NPU compatibility or backend durability verified. fastsafetensors-specific performance remains unsourced; no repeat mining authorized |
| Wave-7 input pipeline qualification | Accelerator / RAM / SSD / Network | Low | Mode-specific DALI behavior, FFCV current toolchain/distributed limits, Mosaic cache-churn and sample correctness remain unmeasured; no hardware run approved |
| Distributed recovery qualification | RAM / SSD / Network / Verify | Low | C3/C4 contracts extracted; replica transport, whole-state completeness, world-size changes and actual failure recovery remain unvalidated |
-| Cross-resource applicability and historical evidence | Accelerator / RAM / OS | Low | DeepSpeed buffer_size units/dispatch outside inspected config; MindSpeed full pin/license/implementation/current compatibility unresolved; CR6 is expert methodology, not measured gains |
+| Cross-resource applicability and historical evidence | Accelerator / RAM / OS | Low | DeepSpeed buffer_size units/dispatch outside inspected config; MindSpeed historical pin/default license and selected allocator/wrapper/affinity paths resolved, while full search/cache behavior, current compatibility and measured benefit remain open; CR6 is expert methodology, not measured gains |
| OS/System isolcpus and scheduler priorities (nice / ionice / SCHED_FIFO / RR) | OS / Optimize | Low | cgroup v2 controls are now sourced (`cgroup-resource-controls`); the scheduler-priority class remains without a source and deferred |
| vLLM-RLT recurrent-depth KV finalization | Accelerator / KV correctness / Verify | Source-guidance candidate; native/efficacy not_run | [One operating candidate](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) traces synchronous host-KVMetadata exit/copy/validity → later depth-specific attention → normal release/wait/free. LAST_EXITED planes, SHARED single plane, bookkeeping and CUDA completion remain distinct; DeviceKVMetadata/async/speculation/capacity/transport excluded. [Intake](reviews/issue91-vllm-rlt-intake.md) retained |
| AFD P2pNccl completion, graph and transport qualification | Accelerator / Communication / Verify | Candidate audit delivered; native qualification gap remains | [audit-afd-p2p-exchanges](../src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md) covers rank and peer/stage ownership at its pin. The `afd_plugin` runtime descriptor remains unverified; underlying completion, DBO/graph and physical/multi-host transport are unqualified. Historical [intake](reviews/issue91-afd-plugin-intake.md) retained; no new Network coverage |
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index ecd635ffb..0fbd111e4 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: `sha256:54f6a500e9444e4ef46429732216e929dec1f0d0b599b4f1a2314cb0693e0b72`
+- Input digest: `sha256:b6f5cec72e5e52fcc4113bf50c68612417688b40c54cc79cbd24a611db574f3c`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -135,7 +135,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [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 |
| [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 — `core_r0.8.0`, page ...)
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 · 8 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 |
| [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 |
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index b19dbfa2c..e2b0617d4 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: [f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3](https://github.com/InferMatrixLab/InferRSI/tree/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library).
+Source snapshot: [bde70d82bb65cc2e5dcd0f9d33cda5d38091120b](https://github.com/InferMatrixLab/InferRSI/tree/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/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 f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3 --check
+python tools/build_skill_index.py --source-revision bde70d82bb65cc2e5dcd0f9d33cda5d38091120b --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 efff20bf2..d1841646a 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 77e899737..23c6a195c 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 5a5f1cae8..4d6cf119e 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 469dfc191..3baf8d822 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 e0669ee15..a4d9f4c2d 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 82c8df5b0..4513309da 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 b1de86c90..72287107b 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 7ca7e0a22..3bc45c815 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 0aa54ac99..c8689ef9f 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 8b2f00ea5..3b0b531c8 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 7c29076f7..100d6c8d2 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 9083913ff..78df33c6a 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 9c4224f21..3b974ef7f 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 89be0fb9f..bb789a376 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 d1e96155a..9bfdef399 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 74786d4a3..d944db3aa 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 d6acca090..fbb2c1a4c 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 ca84ff14b..6e2fcbedc 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "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",
"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 89c603fee..6fe9c3504 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 ff30752a7..a690d3eb5 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 c93c0820c..8fd55bb5f 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 e01570dbb..0821a7d0e 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "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",
"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 f5dfa8fff..cd18a9077 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 087e06560..f8959efe9 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 917c769fd..7ca1325d7 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 b163a05fc..6cca85b49 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 a8259615d..1caf6afaf 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 354202cec..1429dd4f6 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 181627d54..ce7c6e5c7 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 f4160c573..e94c12016 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 f92a4633a..f37b7765e 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 728b6a222..f39ac4b29 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 4b0e61fa2..e6475bf57 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 4f2bc676c..8cd803b37 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 b352a5963..aa309c547 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 e4459335e..60d8c1c02 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 e9744f0b7..5cf0a0aa3 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 61f3fac64..f706019fc 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 83e952f28..35c1146f7 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 07bc36cdc..b60d6e126 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 c54a5471a..701eedf8b 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 41ed3c095..b1f38ce58 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 6661ff698..35039c25e 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 7ad0c77ca..5e56342b1 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 cb6ced227..f88743bb3 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 bf12cf56d..89a2500c9 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 eee1691ee..2b589b439 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 c2fe9c055..7f7a01ee7 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 3f17fa91e..7864009ba 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 9e03262b8..ceaa9e2f9 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 f273aafbf..ee17263cf 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 9c39fb0f7..855174e9e 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 6432a59e4..61a92eba6 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 de0fe1c52..018149f60 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 f11a624a4..0d61044c8 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 7d7b40071..232ce428d 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 9ebfb1a60..f42d1bac1 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 131b2bd9e..e6d1bfee7 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 1742b8485..1ad9db926 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 edb5560b0..860ef2407 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 272f3c37d..e69d8e94d 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 6d2dfd137..9f2f5253d 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 c842748bf..f8da7204d 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 ccb824ec1..e3e9c23a3 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 5d435a55f..379fe83b5 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 577be7afa..9e6612249 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 239d1d6eb..9e0474379 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 2fa5d18d8..bcc6324a9 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 5b7cbbf96..0a23ae89f 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
@@ -23,12 +23,13 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"paths": [
"src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
"src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
"src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-historical.md",
+ "src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-source-readset.md",
"src/inferrsi/data/skill_library/methods/training-resource-budget/references/papers-20261015/INTEGRATION_NOTES.md",
"src/inferrsi/data/skill_library/methods/training-resource-budget/references/papers-20261015/cases/paper-grounded-cases.md",
"src/inferrsi/data/skill_library/methods/training-resource-budget/references/papers-20261015/knowledge/offload-delta.md",
@@ -38,7 +39,7 @@
"src/inferrsi/data/skill_library/methods/training-resource-budget/references/stas-decision-notes.md",
"src/inferrsi/data/skill_library/skill-index.json"
],
- "content_sha256": "bdfa5a4ef37d9f303c3a23cd6f98c21137b97ac5ed58e0ed5fac6d71d33e52ef"
+ "content_sha256": "d3805c5f605faae663ad5a674a56c1e1e5fdd211cd58833c008e557cfd7e4c37"
}
],
"index_type": "packaged-skill",
@@ -47,15 +48,16 @@
},
"checkout_ref": "checkout:training-resource-budget",
"source_files": {
- "src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md": "bdfa5a4ef37d9f303c3a23cd6f98c21137b97ac5ed58e0ed5fac6d71d33e52ef",
- "src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json": "d42b614af9cee6ee0d4a25dc5d57c7b98438feed1e807a7c9f1755109a86e9cf",
- "src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-historical.md": "eb97f935ed30517a8fc9edec5e9cddc04f5d679d156c16d75bd29c534593360a",
+ "src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md": "d3805c5f605faae663ad5a674a56c1e1e5fdd211cd58833c008e557cfd7e4c37",
+ "src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json": "adb0473945920794e07f62e19230683e6f8b2a0f07f91d41a451374f919d343b",
+ "src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-historical.md": "ad65c27f278c3d0ca3599a7630c02d3e529477a05b71b7703bd2d75f0d8fdd2c",
+ "src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-source-readset.md": "4462d69ed6a941a03639c756968be3ce54f947e51f6ca618f4fb1cd43b643b35",
"src/inferrsi/data/skill_library/methods/training-resource-budget/references/papers-20261015/INTEGRATION_NOTES.md": "c55c6ad2131ef788866411dcc7056f221420ebff30c95c6bc919b09a4818cb73",
"src/inferrsi/data/skill_library/methods/training-resource-budget/references/papers-20261015/cases/paper-grounded-cases.md": "19bd25b1a944adb2351ebc6b1d795150ea033041a44f6cc261e881677812a101",
"src/inferrsi/data/skill_library/methods/training-resource-budget/references/papers-20261015/knowledge/offload-delta.md": "f8740fc5c8bbbe5ac13ff1cfec7ca499569d0b46e8cd56cf1f5a44c3a5e72242",
"src/inferrsi/data/skill_library/methods/training-resource-budget/references/papers-20261015/notes/training-memory-scheduling.md": "9aa6d3e01452dff95c8a8940ff62ead8c146ce215c9175b78c9f2ef508a7b2de",
"src/inferrsi/data/skill_library/methods/training-resource-budget/references/papers-20261015/references/source-readset.md": "2a5c166767f56fa47e7eba7386f1f36da8cb73702e5b5bbe14d6a456ca9ebfae",
- "src/inferrsi/data/skill_library/methods/training-resource-budget/references/sources.md": "6d248f58af8b350fc66c22898988d6f451ac60d03bcd805cd6e84df5e55174ac",
+ "src/inferrsi/data/skill_library/methods/training-resource-budget/references/sources.md": "53d70671a183de4aaa3369f9caf2383a23b6f8a0a7b04464a8d8a639150afc6a",
"src/inferrsi/data/skill_library/methods/training-resource-budget/references/stas-decision-notes.md": "f1a993e6c4ca9a035a2effcaf5500081f227b0cc56cc885a6b22fda0041fc744",
"src/inferrsi/data/skill_library/skill-index.json": "b5a9f05bd8179644f3fea79d7eb04fe4a8baad9e8d68aa8d0f1db213cf633317"
},
@@ -84,6 +86,7 @@
],
"provenance_readsets": [
"references/mindspeed-historical.md",
+ "references/mindspeed-source-readset.md",
"references/papers-20261015/cases/paper-grounded-cases.md",
"references/papers-20261015/INTEGRATION_NOTES.md",
"references/papers-20261015/knowledge/offload-delta.md",
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 730e46d39..a03848459 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 e7163f10b..ae0d8bcd1 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 91e406920..56b37fd49 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 3daaec40e..438723ba8 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 63034af02..d9f3e6d7d 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "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",
"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 3064e8f7a..9eca28b37 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 cb40799e9..a470ca646 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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 5cb2c5144..058605427 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/f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "f05ab7b583c66a9c34cb9f9e8a2c15b2ccfc0db3",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
"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",
diff --git a/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md b/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md
index fff83dbde..60640857a 100644
--- a/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md
+++ b/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md
@@ -65,10 +65,16 @@ approval and memory/correctness evidence; this extraction changes neither.
[MindSpeed adaptive memory](references/mindspeed-historical.md) illustrates
spending spare NPU memory versus CPU swapping/recomputation. Preserve the
-`core_r0.8.0` exclusions and unresolved allocator/current-version checks.
+`core_r0.8.0` exclusions and distinguish its validation assertions from the
+separate feature-selection guard. The [pinned source readset](references/mindspeed-source-readset.md)
+recovers the historical full revision and license, allocator-to-swap callback
+and 910A/910B affinity branch. Check compatible allocator symbols, tracked
+swappable storage, host capacity and actual device/NUMA/CPU mapping before
+separately authorized reuse; `npu-smi` and `lspci` presence alone is insufficient.
One reported comparison changes layer count; its headline gain is not reused.
-This historical document is not an implementation recipe or proof of current
-Ascend support.
+Current-stack compatibility, whole-model correctness and measured benefit remain
+unverified. These historical source observations do not establish current Ascend
+support.
## Paper-derived training decisions
diff --git a/src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json b/src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json
index 0eba51a01..f1ac78396 100644
--- a/src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json
+++ b/src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json
@@ -21,6 +21,7 @@
],
"provenance_readsets": [
"references/mindspeed-historical.md",
+ "references/mindspeed-source-readset.md",
"references/papers-20261015/cases/paper-grounded-cases.md",
"references/papers-20261015/INTEGRATION_NOTES.md",
"references/papers-20261015/knowledge/offload-delta.md",
diff --git a/src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-historical.md b/src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-historical.md
index 89c616b56..70bc0da5f 100644
--- a/src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-historical.md
+++ b/src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-historical.md
@@ -1,29 +1,46 @@
# Historical MindSpeed adaptive-memory case
-Reference entry CR5. Documentation only; inspected 2026-10-15. This is a
-historical NPU case, not a current implementation or compatibility claim.
+Reference entry CR5. Initial documentation inspection: 2026-10-15. Historical
+source follow-up: 2026-10-30. This remains a source-derived candidate with no
+current runtime or compatibility qualification.
## Provenance and permitted reuse
[Original document](https://gitcode.com/Ascend/MindSpeed/blob/core_r0.8.0/docs/features/adaptive-memory.md),
-branch `core_r0.8.0`; page history displays `53193db8`, 2025-06-04. A full
-immutable revision was not resolved. Retrieved HTML SHA-256:
+branch `core_r0.8.0`; the 2026-10-15 inspection recorded page history
+`53193db8`, 2025-06-04. Full revision, license and implementation were unresolved
+at that inspection. Retrieved HTML SHA-256:
`773d702b932534f96d037c07156604d7dd9e4c3b82f4a0a6e6e8ff70e5365eef`.
-The actual document body was readable; the implementation named by it was not
-retrieved. Source-license terms for this historical document were not verified;
-retain attribution to Ascend/MindSpeed and link the source. Do not copy source
-text/code or infer a license from the organization. This note paraphrases the
-mechanism and records evidence limits; redistribution of adapted source
-material requires license review.
+The document body was readable then; its named implementation was not retrieved.
+
+The 2026-10-30 follow-up resolved the original page's commit link to
+[`53193db8bf5def407c4041a9beb3f4c9e9773daf`](https://gitcode.com/Ascend/MindSpeed/commit/53193db8bf5def407c4041a9beb3f4c9e9773daf).
+The official Ascend/MindSpeed [GitHub commit](https://github.com/Ascend/MindSpeed/commit/53193db8bf5def407c4041a9beb3f4c9e9773daf)
+has the same identity, the `!2378` README-update message and commit timestamp
+`2025-06-04T04:43:14Z`. The pinned document and bounded implementation were read
+at that revision; the [source readset](mindspeed-source-readset.md) distinguishes
+those new observations from the original HTML snapshot. The snapshot hash is
+retained as historical evidence, not claimed to hash the fetched Markdown.
+
+Historical license evidence is the same pin's [root LICENSE](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/LICENSE):
+BSD-3-Clause terms apply by default unless otherwise noted, with separate
+third-party terms for identified files. The adaptive-memory document has no
+separate license notice; `docs/LICENSE` is absent at this pin. The README's MIT
+badge does not replace the root terms, and a later branch's documentation license
+does not resolve historical rights. Attribution remains Ascend/MindSpeed, with
+Bytedance, Huawei and NVIDIA copyright notices retained in the linked license.
+This note independently paraphrases mechanisms; no upstream code or prose is
+copied or adapted into an executable helper.
## Incremental decision
The documented trigger is **unused NPU memory under full recomputation**.
-Adaptive memory combines lossless tensor swapping, strategy generation/search,
+The document describes lossless tensor swapping, strategy generation/search,
SwapManager and allocator integration to choose how much state to retain versus
move to CPU. The document describes intercepting out-of-memory conditions via
PTA's `NPUPluggableAllocator`, allowing SwapManager to intervene. This is a
-source design claim; the allocator and search implementation were not audited.
+source design claim. The bounded source observations below confirm the allocator
+callback path, not the complete search algorithm or whole-model losslessness.
Derived decision: assess retained activation capacity, recomputation work and
NPU↔CPU transfer exposure together. Less recomputation can spend host RAM and
@@ -37,8 +54,48 @@ a guarantee that OOM interception makes arbitrary workloads safe.
| `--adaptive-memory-optimization` | Historical opt-in flag, not a recommendation for current releases |
| Full recomputation; adaptive selective recomputation; `swap-attention`; `recompute-in-bubble` | Documented incompatible combinations; do not combine policies merely because their memory objectives overlap |
| Memory-fragmentation optimization | Both modify PyTorch memory management; document says an assertion rejects simultaneous enablement |
-| CPU affinity | Document requires `npu-smi` and `lspci` to support binding; no package installation or affinity change is authorized by reading this case |
-| Custom `torch.autograd.Function` integration | Some functions require `adapt_mem_func_wrapper`; named path `mindspeed/core/memory/adaptive_memory/adaptive_memory_function.py` remains implementation-unverified |
+| CPU affinity | Document names `npu-smi` and `lspci`; the source has additional topology/tool and SoC conditions below |
+| Custom `torch.autograd.Function` integration | The document names `adapt_mem_func_wrapper`; its pinned implementation accepts a `torch.autograd.Function` subclass and selects profiling, recomputation, swap or the original `.apply` by phase/action |
+
+## Pinned implementation decisions
+
+Use the [exact paths and line ranges](mindspeed-source-readset.md) for these
+observations, all inspected 2026-10-30 at the historical revision above.
+
+1. **Check effective selection before allocator assumptions.** `arguments.py`
+ rejects adaptive recomputation, configured `recompute_granularity` or
+ `recompute_method`, `recompute_activation_function`, `swap_attention`,
+ `recompute_in_bubble`, memory fragmentation and `ampipe_degree > 1`.
+ Separately, `megatron_adaptor.py` only installs the adaptive-memory wrappers
+ and allocator when the flag is true and adaptive recomputation, fragmentation,
+ swap-attention and `smart_swap` are false. The `smart_swap` exclusion is a
+ dispatch guard, not the same validation assertion. A present flag alone does
+ not establish that this policy was selected.
+2. **Treat the allocator as a process runtime dependency.** That dispatch branch
+ invokes `change_allocator()`, whose builder loads the historical C++ extension.
+ It supplies `my_malloc`/`my_free` to TorchNPU's `NPUPluggableAllocator`, changes
+ the current allocator and installs init/reset/stat callbacks. The builder
+ depends on PyTorch/TorchNPU headers and links `torch_npu`; API names alone do
+ not establish compatibility with another wheel or CANN stack.
+3. **Bound OOM rescue to its captured state.** After ordinary allocation/cache
+ attempts fail, the C++ allocator calls `common.swap_out_by_size(size)` and
+ retries. `common.py` routes to the adaptive-memory manager under this flag.
+ Its saved-tensor hooks track eligible tensors; rescue moves shared storage
+ through pinned CPU memory and restores it for unpack. The manager returns
+ false when no tracked tensor is eligible, and the allocator retains an OOM
+ error path. This mechanism does not promise recovery for arbitrary allocations
+ or unlimited host capacity. Charge shared storage once and account for its
+ return before the backward consumer, rather than counting tensor views as
+ independent savings.
+4. **Check the historical affinity branch and topology.** Setup calls `bind_cpus`
+ only when `acl.get_soc_name()` contains `910A` or `910B`. The helper queries
+ `npu-smi`, `lspci` and `lscpu`, then sets process affinity through `psutil`.
+ It derives NUMA CPU ranges from `lscpu`, uses a contiguous device-ID range,
+ and assigns CPUs per device from a historical `ratio=0.5` default or
+ `CPU_BINDING_NUM`. These are source assumptions, not a recommended CPU share.
+ Before separate authorized reuse, reconcile visible device numbering, parsed
+ topology and granted CPU affinity; command presence alone is insufficient.
+ Reading this case authorizes no package installation or affinity change.
## Evidence quality
@@ -48,7 +105,8 @@ percentage is not a controlled fixed-workload gain and is deliberately not
carried into coverage or performance claims. Other tables remain author reports;
no raw traces, correctness outputs or matched reruns were inspected.
-Open: immutable full revision, license, allocator/wrapper implementation,
-current torch/CANN/MindSpeed compatibility, transfer exposure, whole-model
-correctness and measured end-to-end benefit. No hardware run or failure
-injection was performed. Do not treat this case as an implementation recipe.
+Still open: current torch/TorchNPU/CANN/MindSpeed compatibility, complete strategy
+search and cache behavior, actual transfer exposure, whole-model correctness and
+measured end-to-end benefit. The historical full revision and default license
+terms are now recoverable; the selected allocator, wrapper and affinity paths
+are source observations only. No hardware run or failure injection was performed.
diff --git a/src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-source-readset.md b/src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-source-readset.md
new file mode 100644
index 000000000..4ddf367ab
--- /dev/null
+++ b/src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-source-readset.md
@@ -0,0 +1,55 @@
+# MindSpeed historical source readset
+
+Source: [Ascend/MindSpeed](https://github.com/Ascend/MindSpeed), historical
+`core_r0.8.0` document commit
+`53193db8bf5def407c4041a9beb3f4c9e9773daf`. Inspected 2026-10-30.
+The [historical case](mindspeed-historical.md) retains the separate 2026-10-15
+documentation inspection and original HTML hash.
+
+## Identity and rights
+
+- The [original GitCode page](https://gitcode.com/Ascend/MindSpeed/blob/core_r0.8.0/docs/features/adaptive-memory.md)
+ links its abbreviated history entry to the [full commit](https://gitcode.com/Ascend/MindSpeed/commit/53193db8bf5def407c4041a9beb3f4c9e9773daf).
+ The official [GitHub commit API](https://api.github.com/repos/Ascend/MindSpeed/commits/53193db8bf5def407c4041a9beb3f4c9e9773daf)
+ reports that SHA, `!2378` README-update message and timestamp
+ `2025-06-04T04:43:14Z`. The branch name remains a moving reference; every source
+ link below uses the recovered full revision.
+- [Root LICENSE, lines 1–34](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/LICENSE#L1-L34):
+ default BSD-3-Clause terms unless otherwise noted, including Bytedance, Huawei
+ and NVIDIA attribution. The rest of the file supplies identified third-party
+ exceptions; do not relabel the entire repository with a single guessed license.
+ No separate license notice appears in the selected adaptive-memory document.
+ The [historical `docs/LICENSE` path](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/docs/LICENSE)
+ returned 404. No later license is substituted for this pin.
+- [README](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/README.md#L901-L917),
+ version table only: historical Core/PyTorch and in-development stack entries,
+ not a complete frozen runtime stack. Its MIT badge near the beginning is not
+ the inspected root license text. [Package version](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/setup.py#L11-L16)
+ is `0.8.0`; `setup.py` was read, not executed.
+
+## Bounded implementation reads
+
+Paths are relative to that repository. Listed sections support the stated
+decision only; surrounding framework internals and the full solver are not
+audited.
+
+| Pinned source | Inspected section | Observation used by the owner |
+|---|---|---|
+| [docs/features/adaptive-memory.md](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/docs/features/adaptive-memory.md) | Whole short document | Trigger, mechanism attribution, exclusions, wrapper requirement, affinity prerequisites and mismatched-layer performance table |
+| [mindspeed/arguments.py](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/mindspeed/arguments.py#L353-L354) | Flag 353–354; [validation 839–849](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/mindspeed/arguments.py#L839-L849) | Default-off flag; explicit rejection of conflicting configurations, including ampipe and activation recomputation |
+| [mindspeed/megatron_adaptor.py](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/mindspeed/megatron_adaptor.py#L639-L656) | 639–656; adaptation call 1077 | Effective selection guard, including `smart_swap`; allowed layer and setup-wrapper registration; allocator replacement |
+| [mindspeed/core/memory/adaptive_recomputing/pluggable_allocator_adpator.py](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/mindspeed/core/memory/adaptive_recomputing/pluggable_allocator_adpator.py) | Whole 24-line adapter | Shared historical allocator builder, allocation/free symbols and current-allocator/stat callback setup |
+| [mindspeed/op_builder/adaptive_recomputing_builder.py](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/mindspeed/op_builder/adaptive_recomputing_builder.py) | Whole short builder; `op_builder/__init__.py` import mapping | Extension source, PyTorch/TorchNPU includes and `torch_npu` link dependency |
+| [mindspeed/ops/csrc/pluggable_allocator/adaptive_recomputing/NpuCachingCustomAllocator.cpp](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/mindspeed/ops/csrc/pluggable_allocator/adaptive_recomputing/NpuCachingCustomAllocator.cpp#L44-L53) | Allocation forwarding 44–53 | Exported allocator reaches the device allocator defined in the header |
+| [mindspeed/ops/csrc/pluggable_allocator/adaptive_recomputing/NpuCachingCustomAllocator.h](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/mindspeed/ops/csrc/pluggable_allocator/adaptive_recomputing/NpuCachingCustomAllocator.h#L548-L678) | Allocation/retry/callback/OOM 548–678; exports 1572–1592 | Failed cache/allocation attempts reach Python `common.swap_out_by_size`; false ends rescue; OOM remains possible |
+| [mindspeed/core/memory/common.py](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/mindspeed/core/memory/common.py) | Whole 11-line router | Adaptive flag selects adaptive-memory rather than adaptive-recomputation SwapManager |
+| [mindspeed/core/memory/adaptive_memory/adaptive_memory_swap_manager.py](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/mindspeed/core/memory/adaptive_memory/adaptive_memory_swap_manager.py#L231-L378) | Copy state 25–84; eligibility 120–141; rescue pack/unpack, shared storage and selection 231–378; layer hooks 375–415 | Rescue concerns tracked eligible saved tensors; shared-storage CPU move/restore, pinned allocation and false result when none is eligible |
+| [mindspeed/core/memory/adaptive_memory/adaptive_memory_opt.py](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/mindspeed/core/memory/adaptive_memory/adaptive_memory_opt.py#L189-L213) | Setup 189–213 | Optimizer/profiling hooks; CPU binding conditional on 910A/910B SoC; cache loader identified only |
+| [mindspeed/core/memory/adaptive_memory/cpu_binder.py](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/mindspeed/core/memory/adaptive_memory/cpu_binder.py) | Whole 110-line helper | `npu-smi` → PCIe → `lspci` NUMA → `lscpu` CPU ranges; contiguous-device assumption, historical ratio/env selection and process-affinity mutation |
+| [mindspeed/core/memory/adaptive_memory/adaptive_memory_function.py](https://github.com/Ascend/MindSpeed/blob/53193db8bf5def407c4041a9beb3f4c9e9773daf/mindspeed/core/memory/adaptive_memory/adaptive_memory_function.py#L99-L136) | Saved-tensor wrapper and action dispatch 99–136 | Explicit autograd-subclass integration; phase/action-specific profiling, swap, checkpoint or original `.apply` |
+
+The solver, policy cache, complete prefetch schedule, framework allocator ABI,
+device kernels and model training results remain outside this bounded extraction.
+The builder and binder are referenced for their prerequisites; neither is copied,
+imported or executed by this skill. No current-stack or numerical qualification
+follows from source inspection.
diff --git a/src/inferrsi/data/skill_library/methods/training-resource-budget/references/sources.md b/src/inferrsi/data/skill_library/methods/training-resource-budget/references/sources.md
index 9cb783d72..2ef6f4e1c 100644
--- a/src/inferrsi/data/skill_library/methods/training-resource-budget/references/sources.md
+++ b/src/inferrsi/data/skill_library/methods/training-resource-budget/references/sources.md
@@ -1,7 +1,8 @@
# Cross-resource reference evidence
-Inspected 2026-10-15. No hardware, dependency installation, benchmark or
-checkpoint implementation investigation was performed.
+Initial scoped inspection: 2026-10-15. CR5 historical-source follow-up:
+2026-10-30. No hardware, dependency installation, benchmark or checkpoint
+implementation investigation was performed.
## CR1 — DeepSpeed
@@ -35,15 +36,26 @@ Compute/network scripts were identified but not fetched or executed.
## CR5 — MindSpeed
-Historical original GitCode `core_r0.8.0` documentation; short history ID
-`53193db8`, full immutable revision unresolved. The case is linked directly
-from SKILL.md. Implementation, current compatibility and historical document
-license remain unresolved. Only an independently written mechanism/evidence
-account is included; no implementation text or headline percentage is copied.
+The 2026-10-15 inspection was historical GitCode documentation only, with short
+history ID `53193db8` and unresolved full pin/license. The 2026-10-30 follow-up
+resolved `53193db8bf5def407c4041a9beb3f4c9e9773daf` through the original commit
+link and official Ascend/MindSpeed GitHub source. Its root LICENSE supplies
+default BSD-3-Clause terms with identified third-party exceptions; no later
+documentation license replaces that historical evidence.
+
+The [historical case](mindspeed-historical.md) preserves the original date and
+HTML hash. The [new bounded readset](mindspeed-source-readset.md) supports
+selection versus validation, allocator/callback ownership, eligible shared-storage
+rescue, explicit autograd-wrapper integration and conditional CPU-affinity
+prerequisites. Complete search/cache behavior, current compatibility, numerical
+correctness and measured benefit remain unqualified. Only independent mechanism
+paraphrases are included; no upstream implementation or headline percentage is
+copied.
## Evidence distinctions
DeepSpeed configuration is source code plus matched field documentation.
-Stas material is attributed expert methodology. MindSpeed is a historical
-author-described case. None is a measured InferRSI gain, a runtime qualification
-or an automatic authorization to execute the original runbooks.
+Stas material is attributed expert methodology. MindSpeed combines a historical
+author-described case with bounded source observations at the recovered pin.
+None is a measured InferRSI gain, a runtime qualification or an automatic
+authorization to execute the original runbooks.