docs(casebook): three cases from a Qwen3.8 dedicated-engine campaign

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:e36cf2e6e982084dbf4e52014a6342a61bc1b49151d52ac0bf03f8e7ea975cff`
+- Input digest: `sha256:d08d980c42000d245484033443c1bec3c6f6a3e2da5942400b80a1b3d49379fe`
 - Regenerate: `python tools/build_skill_coverage.py`
 - Verify without writing: `python tools/build_skill_coverage.py --check`
 

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: [8115da15b9ef34978de500b08aa9f14ea790c35b](https://github.com/InferMatrixLab/InferRSI/tree/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library).
+Source snapshot: [405033073d1140084da654c3701ac32cc4d1e4a1](https://github.com/InferMatrixLab/InferRSI/tree/405033073d1140084da654c3701ac32cc4d1e4a1/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 8115da15b9ef34978de500b08aa9f14ea790c35b --check
+python tools/build_skill_index.py --source-revision 405033073d1140084da654c3701ac32cc4d1e4a1 --check
 ```
 
 `--check` detects missing, stale and unexpected generated records without writing.

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json

@@ -20,8 +20,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "paths": [
         "src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
         "src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/metadata.json",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "paths": [
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",

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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
-      "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/405033073d1140084da654c3701ac32cc4d1e4a1/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+      "commit": "405033073d1140084da654c3701ac32cc4d1e4a1",
       "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",