From ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Fri, 30 Oct 2026 07:06:11 +0800
Subject: [PATCH 1/3] knowledge: recover pinned MindSpeed allocator and
affinity evidence
Resolve the historical document revision and same-pin license while retaining the original inspection and performance limits. Trace bounded feature selection, allocator rescue, wrapper and CPU-affinity prerequisites in the existing training-resource-budget candidate.
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
---
docs/reference-matrix.md | 6 +-
docs/searchspace-matrix.md | 6 +-
.../methods/training-resource-budget/SKILL.md | 12 ++-
.../training-resource-budget/metadata.json | 1 +
.../references/mindspeed-historical.md | 94 +++++++++++++++----
.../references/mindspeed-source-readset.md | 55 +++++++++++
.../references/sources.md | 32 +++++--
7 files changed, 170 insertions(+), 36 deletions(-)
create mode 100644 src/inferrsi/data/skill_library/methods/training-resource-budget/references/mindspeed-source-readset.md
diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
index 784cecbd9..778643965 100644
--- a/docs/reference-matrix.md
+++ b/docs/reference-matrix.md
@@ -80,7 +80,7 @@ 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 |
@@ -262,7 +262,9 @@ 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 a483aed3e..25ccd3ae1 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) |
@@ -183,7 +183,7 @@ 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
@@ -199,7 +199,7 @@ 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/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.
From 193faf394122897d2d30ff8656dc685414e6faaf Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Fri, 30 Oct 2026 07:22:11 +0800
Subject: [PATCH 2/3] knowledge: regenerate discovery from pinned MindSpeed
source amendment
Use the native index and coverage generators from committed canonical sources. Preserve candidate status and no-runtime-validation boundaries.
Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/skill-coverage.md | 4 ++--
.../repo_packs/inferrsi/knowledge/README.md | 4 ++--
.../skills/ascend-aclgraph-capture-replay.json | 4 ++--
.../ascend/skills/ascend-device-health.json | 4 ++--
.../skills/ascend-distributed-parallel.json | 4 ++--
.../ascend/skills/ascend-graph-mode.json | 4 ++--
.../ascend/skills/ascend-model-adaptation.json | 4 ++--
.../skills/ascend-operator-profiling.json | 4 ++--
.../ascend/skills/ascend-operator-tuning.json | 4 ++--
.../skills/ascend-optimization-casebook.json | 4 ++--
.../skills/ascend-performance-analysis.json | 4 ++--
.../ascend-video-diffusion-optimization.json | 4 ++--
.../ascend/skills/ascendc-tiling-design.json | 4 ++--
.../ascend/skills/cann-attribution-overlap.json | 4 ++--
.../torchnpu-device-memory-lifecycle.json | 4 ++--
.../torchnpu-pinned-host-memory-lifecycle.json | 4 ++--
.../skills/assess-serving-preemption.json | 4 ++--
.../skills/assess-split-backward-schedule.json | 4 ++--
.../skills/audit-fixed-workload-claim.json | 4 ++--
.../skills/audit-h3-metal-fasth3-semantics.json | 4 ++--
.../skills/audit-h3-runtime-residency.json | 4 ++--
.../skills/audit-llama-runtime-state.json | 4 ++--
.../skills/audit-recurrent-kv-finalization.json | 4 ++--
.../common/skills/audit-sd-cpp-residency.json | 4 ++--
.../audit-sglang-diffusion-lifetimes.json | 4 ++--
.../common/skills/audit-vllm-kv-lifetimes.json | 4 ++--
.../skills/bound-windowed-attention-replay.json | 4 ++--
.../skills/budget-speculative-verification.json | 4 ++--
.../skills/calibrate-serving-simulation.json | 4 ++--
.../common/skills/cgroup-resource-controls.json | 4 ++--
.../skills/checkpoint-recovery-consistency.json | 4 ++--
.../skills/choose-parallel-training-plan.json | 4 ++--
.../common/skills/cite-check-downstream-pr.json | 4 ++--
.../knowledge/common/skills/claim-contract.json | 4 ++--
.../knowledge/common/skills/comfy-ui.json | 4 ++--
.../common/skills/competitor-scan.json | 4 ++--
.../skills/dcp-async-save-performance.json | 4 ++--
.../skills/dense-performance-evidence.json | 4 ++--
.../diagnose-vllm-admission-pressure.json | 4 ++--
.../skills/diffusers-invocation-state.json | 4 ++--
.../common/skills/draft-acceptance-issue.json | 4 ++--
.../knowledge/common/skills/dwarfstar.json | 4 ++--
.../evaluate-elastic-serving-placement.json | 4 ++--
.../skills/generation-cache-lifecycle.json | 4 ++--
.../common/skills/host-memory-management.json | 4 ++--
.../skills/host-overhead-optimization.json | 4 ++--
.../inferrsi/knowledge/common/skills/husky.json | 4 ++--
.../skills/inference-benchmark-design.json | 4 ++--
.../skills/inference-optimization-casebook.json | 4 ++--
.../common/skills/kernel-writing-guide.json | 4 ++--
.../common/skills/kv-tier-management.json | 4 ++--
.../lazy-evaluation-stream-lifetimes.json | 4 ++--
.../inferrsi/knowledge/common/skills/lily.json | 4 ++--
.../knowledge/common/skills/lithos-metal.json | 4 ++--
.../knowledge/common/skills/local-dream.json | 4 ++--
.../knowledge/common/skills/mistral-rs.json | 4 ++--
.../knowledge/common/skills/mlc-llm.json | 4 ++--
.../knowledge/common/skills/mlx-swift-lm.json | 4 ++--
.../common/skills/npu-skill-factory.json | 4 ++--
.../skills/optimization-search-policy.json | 4 ++--
.../common/skills/os-process-placement.json | 4 ++--
.../skills/performance-ceiling-analysis.json | 4 ++--
.../skills/plan-activation-residency.json | 4 ++--
.../knowledge/common/skills/project-maya.json | 4 ++--
.../skills/repository-evolution-analysis.json | 4 ++--
.../knowledge/common/skills/rsi-evidence.json | 4 ++--
.../common/skills/skill-evolution-playbook.json | 4 ++--
.../knowledge/common/skills/splash.json | 4 ++--
.../common/skills/storage-io-measurement.json | 4 ++--
.../common/skills/training-input-pipeline.json | 4 ++--
.../common/skills/training-resource-budget.json | 17 ++++++++++-------
.../skills/video-diffusion-optimization.json | 4 ++--
.../knowledge/common/skills/vllm-metal.json | 4 ++--
.../skills/weight-loading-optimization.json | 4 ++--
.../cuda/skills/audit-afd-p2p-exchanges.json | 4 ++--
.../skills/audit-flare-session-lifecycle.json | 4 ++--
.../skills/diagnose-attention-bottlenecks.json | 4 ++--
.../cuda/skills/host-overhead-profiling.json | 4 ++--
.../cuda/skills/reason-hopper-kernels.json | 4 ++--
79 files changed, 166 insertions(+), 163 deletions(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 74b8235e8..efdf315b1 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: `sha256:2d857cc177fed3b60d49ef3f8c5e7928e0ca9081d4661b8cf306c79f0e64e64c`
+- Input digest: `sha256:e1ee6937d6a737e257163efbf0f4532c1d53b6f197d91aa2d6e7fd0702199622`
- 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 0260ba228..66cd30b49 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: [e736be55bf2927f5cbd0408682baa65f4f6fb7e8](https://github.com/InferMatrixLab/InferRSI/tree/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library).
+Source snapshot: [ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85](https://github.com/InferMatrixLab/InferRSI/tree/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/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 e736be55bf2927f5cbd0408682baa65f4f6fb7e8 --check
+python tools/build_skill_index.py --source-revision ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85 --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 5ae66139a..b49c2f64f 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 3efd2fdb4..a7ab67478 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 c584e744b..04d140b13 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
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 954fc192a..308aaa559 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
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 dc4dc403d..47a492439 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 b30ef2568..42854c324 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 4cf60fa91..9ae9ca1c3 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 e271818f0..a13e1a464 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 c0057bd2a..9b0cd097a 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 142ee6310..85cabfbe8 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 8224f300d..a375d3e22 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 265ebe5ba..a9de6acd2 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 abe964dd6..6ee4e703d 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 e2df4615c..b755abd69 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 2f25d0d44..668fa7aa0 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 ffaca5906..b6e0cf265 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 fc4bb135f..271c70964 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 7eaad62d9..e243dc663 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 c1901a553..c282504e9 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 a286bf4f0..002528c2e 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 6a0388629..4c9c1772c 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 b96c25502..802f7b670 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 c5ea01476..bf2472013 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 91506cdac..141619c37 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 dd8c6aa56..d5197ce4e 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 c8e6859f8..94d279337 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 d9f026d83..0f0282aee 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 8aa69e50b..66f5f8920 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 e6d5fcbd3..98752f42f 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 8f6c6d722..07a4d0804 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 4ebb49126..65259d52a 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 decf70b14..31f02b6d4 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 cd367ee9b..0cc7b1341 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 f81e40785..1bfc04088 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 09cebb4dd..72ab62e8e 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 8f4a7f6a9..b377e28a0 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 d13e1cd63..decbea14f 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 a420136e2..fa0a8f0bd 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 02fc7062c..85856990d 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 fa68288d7..1ee549291 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 90e2cc73d..9140fcb83 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 531d36735..cf34d7314 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 750fc2551..eed32bab2 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
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 0c1bc8162..e7f38eb3c 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 7605ecc78..51d410639 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 04453ae8a..09cf34211 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 82a7d8512..e48e0647e 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 7bce50ed9..9368e4aa1 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 fe9b2be1d..9272933d2 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 4541877f0..28931cac6 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 462c10cba..d5e69bdfd 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 89adca3d6..bca15924c 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 44413a63b..8a2eb6d61 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 2586df867..ed5534e7c 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 5592c7239..2e78510ca 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 7885bd956..0bac7ca65 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 21cd8a302..1e02e0ebd 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 8273954c2..07fc6aec3 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 52d845e2b..d1558c330 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 447291de0..c7151bf8d 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 cfc4acbd4..91f7a30a1 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 23a1f0cb7..433979970 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 e6b5a3cfa..b0234c576 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 e21baedae..5bc8196bf 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 ad53e36cc..527148ce7 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 942732ba4..9f1ae2174 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 2c482a194..580e703c2 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 5a05cbd68..7283cfdaf 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 5b6c1b591..a5046693a 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 5ef5e7c06..97aca5bb2 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 43bdca8b3..c25fecaa2 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 fe91cb583..2743351bd 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 8136f723d..e85f1808f 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 6416fc85f..19d73f1e5 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 8110dcc03..9fa2b0f4b 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 63eaa042c..8670956c0 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"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 aa846ab58..53ac1f41b 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/e736be55bf2927f5cbd0408682baa65f4f6fb7e8/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "e736be55bf2927f5cbd0408682baa65f4f6fb7e8",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "ed26a9f4fad26dc6933d8bd7c31bd6d36492ff85",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
From a1a511b0b2dcdde9d7cdc26a5d6fdca81ed5c65d Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Fri, 30 Oct 2026 13:01:09 +0800
Subject: [PATCH 3/3] knowledge: regenerate discovery from combined canonical
sources
Build all packaged abstracts and reverse coverage with the native generators from the committed joint source revision. Preserve the MindSpeed amendment and incoming hardware resource identities and candidate boundaries.
Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
docs/skill-coverage.md | 4 ++--
.../repo_packs/inferrsi/knowledge/README.md | 4 ++--
.../skills/ascend-aclgraph-capture-replay.json | 4 ++--
.../ascend/skills/ascend-device-health.json | 4 ++--
.../skills/ascend-distributed-parallel.json | 4 ++--
.../ascend/skills/ascend-graph-mode.json | 4 ++--
.../ascend/skills/ascend-model-adaptation.json | 4 ++--
.../skills/ascend-operator-profiling.json | 4 ++--
.../ascend/skills/ascend-operator-tuning.json | 4 ++--
.../skills/ascend-optimization-casebook.json | 4 ++--
.../skills/ascend-performance-analysis.json | 4 ++--
.../ascend-video-diffusion-optimization.json | 4 ++--
.../ascend/skills/ascendc-tiling-design.json | 4 ++--
.../ascend/skills/cann-attribution-overlap.json | 4 ++--
.../torchnpu-device-memory-lifecycle.json | 4 ++--
.../torchnpu-pinned-host-memory-lifecycle.json | 4 ++--
.../skills/assess-serving-preemption.json | 4 ++--
.../skills/assess-split-backward-schedule.json | 4 ++--
.../skills/audit-fixed-workload-claim.json | 4 ++--
.../skills/audit-h3-metal-fasth3-semantics.json | 4 ++--
.../skills/audit-h3-runtime-residency.json | 4 ++--
.../skills/audit-llama-runtime-state.json | 4 ++--
.../skills/audit-recurrent-kv-finalization.json | 4 ++--
.../common/skills/audit-sd-cpp-residency.json | 4 ++--
.../audit-sglang-diffusion-lifetimes.json | 4 ++--
.../common/skills/audit-vllm-kv-lifetimes.json | 4 ++--
.../skills/bound-windowed-attention-replay.json | 4 ++--
.../skills/budget-speculative-verification.json | 4 ++--
.../skills/calibrate-serving-simulation.json | 4 ++--
.../common/skills/cgroup-resource-controls.json | 4 ++--
.../skills/checkpoint-recovery-consistency.json | 4 ++--
.../skills/choose-parallel-training-plan.json | 4 ++--
.../common/skills/cite-check-downstream-pr.json | 4 ++--
.../knowledge/common/skills/claim-contract.json | 4 ++--
.../knowledge/common/skills/comfy-ui.json | 4 ++--
.../common/skills/competitor-scan.json | 4 ++--
.../skills/dcp-async-save-performance.json | 4 ++--
.../skills/dense-performance-evidence.json | 4 ++--
.../diagnose-vllm-admission-pressure.json | 4 ++--
.../skills/diffusers-invocation-state.json | 4 ++--
.../common/skills/draft-acceptance-issue.json | 4 ++--
.../knowledge/common/skills/dwarfstar.json | 4 ++--
.../evaluate-elastic-serving-placement.json | 4 ++--
.../skills/generation-cache-lifecycle.json | 4 ++--
.../common/skills/host-memory-management.json | 4 ++--
.../skills/host-overhead-optimization.json | 4 ++--
.../inferrsi/knowledge/common/skills/husky.json | 4 ++--
.../skills/inference-benchmark-design.json | 4 ++--
.../skills/inference-optimization-casebook.json | 4 ++--
.../common/skills/kernel-writing-guide.json | 4 ++--
.../common/skills/kv-tier-management.json | 4 ++--
.../lazy-evaluation-stream-lifetimes.json | 4 ++--
.../inferrsi/knowledge/common/skills/lily.json | 4 ++--
.../knowledge/common/skills/lithos-metal.json | 4 ++--
.../knowledge/common/skills/local-dream.json | 4 ++--
.../knowledge/common/skills/mistral-rs.json | 4 ++--
.../knowledge/common/skills/mlc-llm.json | 4 ++--
.../knowledge/common/skills/mlx-swift-lm.json | 4 ++--
.../common/skills/npu-skill-factory.json | 4 ++--
.../skills/optimization-search-policy.json | 4 ++--
.../common/skills/os-process-placement.json | 4 ++--
.../skills/performance-ceiling-analysis.json | 4 ++--
.../skills/plan-activation-residency.json | 4 ++--
.../knowledge/common/skills/project-maya.json | 4 ++--
.../skills/repository-evolution-analysis.json | 4 ++--
.../knowledge/common/skills/rsi-evidence.json | 4 ++--
.../common/skills/skill-evolution-playbook.json | 4 ++--
.../knowledge/common/skills/splash.json | 4 ++--
.../common/skills/storage-io-measurement.json | 4 ++--
.../common/skills/training-input-pipeline.json | 4 ++--
.../common/skills/training-resource-budget.json | 17 ++++++++++-------
.../skills/video-diffusion-optimization.json | 4 ++--
.../knowledge/common/skills/vllm-metal.json | 4 ++--
.../skills/weight-loading-optimization.json | 4 ++--
.../cuda/skills/audit-afd-p2p-exchanges.json | 4 ++--
.../skills/audit-flare-session-lifecycle.json | 4 ++--
.../skills/diagnose-attention-bottlenecks.json | 4 ++--
.../cuda/skills/host-overhead-profiling.json | 4 ++--
.../cuda/skills/reason-hopper-kernels.json | 4 ++--
79 files changed, 166 insertions(+), 163 deletions(-)
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",