Dong1017 · Oct 23, 2026 · Oct 23, 2026 · Oct 24, 2026 · Oct 24, 2026 · Oct 24, 2026
diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
@@ -207,6 +207,18 @@ SSD/OS systems columns.
 | **A1 / Agent Skills** @ `69ef37e9424c0a7ea9dd2293b559e43ec8176379` | reference; Dot A-approved minimal consumption | Specification frontmatter/body/progressive disclosure and client guide catalog/activation/resource sections directly verified 2026-10-15; format guidance, not an execution permission grant | `src/inferrsi/skill_catalog.py`, existing CLI/arguments; metadata projection + explicit selection + resource resolution; no installer/router/client configuration |
 | **CR6 / Stas Bekman ML Engineering Open Book** @ `ee7517e0f562ff0e7d56c3e88c619d0c0c496ba7` (CC BY-SA 4.0 declared by source skill) | expert methodology | `skills/ml-engineering/SKILL.md` scoped principles, `skills/evaluate-cluster/SKILL.md` first 100 lines, targeted performance README MFU/HFU/NUMA/GC sections; scripts identified only, excluded storage/input/recovery lanes not mined | `training-resource-budget` + explicitly attributed/share-alike `references/stas-decision-notes.md`; Accelerator/RAM/Network/OS diagnosis and proposed verification, no local results |
 
+### Foundational mechanism decisions
+
+The [six-case guide](../src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md)
+consolidates existing vLLM admission/KV ledgers at `7f730b4cea9a66520a9200265928ebe016b48a39`,
+Orca OSDI22/FastServe v3, the LMCache MP historical prefix `c3b875a`,
+the Qwen B300 H6/H7 rejection record at `d51c941dc57807c1e16ea698cd9291f414110c45`,
+Alpa v3 and AFD eager dense-FFN at `df8d6a0c403c3ca1b4ed9cf1687e7204908bebec`.
+This adds decision navigation under `optimization-search-policy`, not new primary
+inspection, a duplicate domain procedure or a selector. Original readsets,
+inspection dates, historical-observation scope and candidate/not_run states remain
+with the linked owners. No new hardware/resource qualification follows.
+
 ### Reviewed paper methodology and cases
 
 The following paper versions supplement, rather than replace or certify, the

diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
@@ -42,7 +42,7 @@ The primary compute and HBM resource. Most current work lives here.
 | **Diagnose / Configure / Verify** | AKG static CUDA Affine loop tails: effective target/option gates, full point-loop bounds and protected input/output accesses | [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | [Tail-guard reference](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/references/akg-affine-tail-guards.md): separation precedence, non-divisible fixture and diagnostic boundary | AKG @ 5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff; source + FileCheck expectations only | Candidate; compiler/IR command, CUDA runtime and agent efficacy not run; no new measured coverage |
 | **Optimize** | Operator-level: staged accuracy-gated tuning campaign (code-level → scheduling → instruction-level), metric→action routing; AscendC tiling design per operator class (reduction/broadcast/elewise/matmul/conversion) | `ascend-operator-tuning`, `ascendc-tiling-design` | PyPTO frontend/swimlane/incore playbooks; fullload-vs-split, four-element tiling template, chip-generation (DAV_2201/3510) routing | awesome-ascend-skills pypto-op-perf-tune + ascendc-tiling-design @ 75ec89c | 🟢 |
 | **Optimize** | Casebook of past NPU optimization decisions: AI-CPU fallback, memory-bound, comm-exposed, graph-compilation, scheduling idle gaps | `ascend-optimization-casebook`, `inference-optimization-casebook` | Five bottleneck classes with symptom→diagnosis→action→evidence schema | MindIE-SD profiling-analyze + dit-perf-opt + perf-gate + dit-parallel-opt @ 8481d39b | 🟢 |
-| **Optimize** | Bounded experiment selection, distinct mechanism hypotheses, incumbent preservation and final-artifact integrity | `optimization-search-policy` | Methodology provenance stays in Reference Matrix §2; no hardware coverage from agent-paper scores | vllm-evolve @ 43cc82c; scoped A/F paper amendments | 🟢 (procedure only) |
+| **Optimize** | Bounded experiment selection, distinct mechanism hypotheses, incumbent preservation and final-artifact integrity; scheduling, caching/reuse and parallelism/pipelining decision navigation | [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | [Six bounded cases](../src/inferrsi/data/skill_library/methods/optimization-search-policy/references/foundational-mechanism-decisions.md); training-only and historical-negative boundaries retained | Existing owner ledgers consolidated; provenance stays in Reference Matrix §2; no new hardware coverage or automatic selection; vllm-evolve @ 43cc82c; scoped A/F paper amendments and linked existing cases | 🟢 (candidate procedure; mechanism selection/efficacy not evaluated) |
 | **Optimize** | Bounded multistream overlap: dependency-DAG constrained (data/state/event/collective_order edges; shared input ≠ dependency), minimal-first, execution-mode sync contract (eager streams vs TorchAir) | `cann-attribution-overlap` | Metric separation (wall / union-of-busy / summed durations / summed duration+wait; repeated-instance product = estimate); device-memory domain qualification; formula conflicts carried unresolved | cann/oam-tools @ 8440935f (pack-mediated, wave 6) | 🟢 |
 | **Verify** | Evidence taxonomy (L0 correctness → L5 production), claim-evidence matching | `dense-performance-evidence`, `rsi-evidence`, `claim-contract` | InferRSI PASS/FAIL/INCONCLUSIVE protocol | InferRSI @ 4c8e1285 | 🟢 |
 | **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 |

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: [933c3e31f2b6f4f7957216ac641bf5dbb63ba002](https://github.com/InferMatrixLab/InferRSI/tree/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library).
+Source snapshot: [732769fd2611551b23e92e22f5564c09069453e5](https://github.com/InferMatrixLab/InferRSI/tree/732769fd2611551b23e92e22f5564c09069453e5/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 933c3e31f2b6f4f7957216ac641bf5dbb63ba002 --check
+python tools/build_skill_index.py --source-revision 732769fd2611551b23e92e22f5564c09069453e5 --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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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/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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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/...ta/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/...ta/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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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/...rrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/...rrsi/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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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/...inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/...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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/732769fd2611551b23e92e22f5564c09069453e5/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+      "commit": "732769fd2611551b23e92e22f5564c09069453e5",
       "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",