Dong1017 · Oct 31, 2026 · Oct 31, 2026 · Oct 31, 2026 · Oct 31, 2026 · Oct 31, 2026
diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
@@ -180,6 +180,16 @@ Mooncake transport discovery are not substitutes for those paper readsets.
 The separate Sarathi-Serve case above uses a freshly pinned official edition;
 it does not recover or import that archive or its supplier-authored synthesis.
 
+Separately, the fresh official OSDI 24 DistServe edition is retained in the
+[phase-placement reference](../src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/README.md)
+under `optimization-search-policy` (`candidate`, empirical validation `not_run`).
+The 2026-10-30 full-paper qualification and selected visual checks support the
+independent-versus-paired-stage feasible sets, joint-SLO per-GPU denominator and
+simulation limits; the [source record](../src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/source-record.json)
+retains the exact edition, readset and UNKNOWN rights. This source requalification
+does not recover the archive, establish novelty over its unseen synthesis or
+validate a current serving engine.
+
 ### Negative findings (scoped to inspected paths and revisions)
 
 - **Disk-level storage I/O mechanics** (mmap/pinned staging buffers,

diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
@@ -197,7 +197,7 @@ System-level: scheduler, DVFS, process isolation, environment variables, driver
 | Gap | Row | Priority | Next action |
 |-----|-----|----------|-------------|
 | Further native hardware-source coverage | Accelerator / Communication | Later source expansion | Native NCCL remains unmined. Existing CUTLASS/DeepGEMM/FlashInfer slices do not cover broad dispatch. Investigate UCX when a multi-node workload requires it, and ROCm when an AMD target exists; none is newly covered by this delivery. |
-| Earlier six-paper foundation archive unavailable | Uncredited paper mechanisms | Input blocked | Supply the approved archive/readsets before importing ZeRO-Infinity, FlexGen, Sarathi-Serve, DistServe, PagedAttention or Mooncake paper candidates; do not substitute config/discovery evidence |
+| Earlier six-paper foundation archive unavailable | Uncredited original-archive mechanisms | Input blocked for original-archive import | Supply the approved archive/readsets before importing its ZeRO-Infinity, FlexGen, Sarathi-Serve, DistServe, PagedAttention or Mooncake candidates; do not substitute config/discovery evidence. Separately, the fresh official-edition [DistServe phase-placement reference](../src/inferrsi/data/skill_library/methods/optimization-search-policy/references/distserve-phase-placement/README.md) is retained under the existing search-policy owner as candidate / not_run source knowledge; it does not recover that archive or qualify runtime, device or service behavior |
 | Reviewed A–F qualification | Scoped Accelerator / Host / Network rows above | Separate future task | Candidates and author evidence do not establish runtime compatibility, measured gains or NPU support; no reproduction authorized |
 | 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 |

diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
 matrices. **Do not edit by hand**; regenerate after any registry, skill,
 matrix or frozen-plan change.
 
-- Input digest: `sha256:bf6ac4fe724e1f91f7373ed7352852919749aa9cb1e53e8d27e68e3e1df4b8ff`
+- Input digest: `sha256:43760f8a7e388c4c55bf61fd9680da4ecabe56264eafe5ebe1beacc3ae0b85d8`
 - Regenerate: `python tools/build_skill_coverage.py`
 - Verify without writing: `python tools/build_skill_coverage.py --check`
 
@@ -129,7 +129,7 @@ optimization is fully covered or that any procedure has measured benefit.
 | [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | **unknown** | — | — | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)<br>Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-applicability |
 | [inference-optimization-casebook](../src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md) | common | How to structure and use a casebook of past optimization decisions as a decision-support tool. Extracts the casebook ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
 | [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | common | Decision guide for writing custom inference kernels: when to write one, which framework to choose (Triton, CuTe DSL ... | **unknown** | — | 1 Accelerator · Optimize / Diagnose / Configure / Verify | 1 · Systems sources (Dao-AILab/causal-conv1d @ `cd81f0413cad2fc1e6f17e785ac39f59aae690cd` ...)<br>1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)<br>1 · Systems sources (huggingface/transformers @ `0dad7b822255a0ae261ec45ae937371e859ffd1a` ...)<br>1 · Systems sources (mindspore-ai/akg @ `5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff` ...)<br>1 · Systems sources (sgl-project/sglang @ `16176278d0180f1a1a578e53e6eef432577876c2` ...)<br>1 · Systems sources (vllm-project/vllm @ `537a79f0fc5ba564d2bef43d54915b2f80f9f77d` (root ...) | candidate · not_run · 7 readset(s) | no-applicability, no-eval |
-| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | **unknown** | — | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)<br>2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)<br>2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))<br>2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 7 readset(s) | no-applicability, no-eval |
+| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | **unknown** | — | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)<br>2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)<br>2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))<br>2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 9 readset(s) | no-applicability, no-eval |
 | [performance-ceiling-analysis](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md) | common | Estimate optimization headroom before modifying an inference system. Produces a three-level ceiling model (analytical ... | inference serving systems (LLM, diffusion, audio) | — | 1 Accelerator · Diagnose / Verify<br>5 OS · Configure | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)<br>1 · Systems sources (ebugger/Empirical-Roofline-Toolkit @ 0771fa9)<br>1 · Systems sources (hahnyuan/LLM-Viewer @ 1893e4b) | candidate · not_run · 16 readset(s) | no-eval |
 | [plan-activation-residency](../src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md) | common | Propose training activation and gradient memory reductions by distinguishing lifetime reordering, address packing and ... | **unknown** | — | 1 Accelerator · Diagnose / Optimize / Verify | 1 · Systems sources (Checkmate — [1910.02653v3](https://arxiv.org/abs/1910.02653v3)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
 | [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | — | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)<br>2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-eval |

diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
 IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
 procedures use their corresponding backend; shared methods use `common`.
 
-Source snapshot: [c5e13944c06a8a03ab7015a8933981a983e42186](https://github.com/InferMatrixLab/InferRSI/tree/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library).
+Source snapshot: [95b1e4bac05edd101392a70920fc2295074f0848](https://github.com/InferMatrixLab/InferRSI/tree/95b1e4bac05edd101392a70920fc2295074f0848/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 <committed-source-revision>
-python tools/build_skill_index.py --source-revision c5e13944c06a8a03ab7015a8933981a983e42186 --check
+python tools/build_skill_index.py --source-revision 95b1e4bac05edd101392a70920fc2295074f0848 --check
 ```
 
 `--check` detects missing, stale and unexpected generated records without writing.

diff --git a/...rrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/...rrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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/...nferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/...nferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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
@@ -26,8 +26,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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/...ferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/...ferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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/...nferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/...nferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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/...data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json b/...data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
@@ -26,8 +26,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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/...si/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/...si/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
-      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/95b1e4bac05edd101392a70920fc2295074f0848/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "95b1e4bac05edd101392a70920fc2295074f0848",
       "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",