diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
index 1546a78be..678db61f0 100644
--- a/docs/reference-matrix.md
+++ b/docs/reference-matrix.md
@@ -116,6 +116,16 @@ transport, and the workload/layout/resource controls needed for a PD comparison.
 Original prefix precision, missing methodology inspection dates, mixed-source
 attribution, owner readsets and candidate/imported limits remain unchanged.
 
+### vLLM retained source responsibilities
+
+Use the existing [engine/scheduler/KV responsibility map](../src/inferrsi/data/skill_library/repositories/vllm/SKILL.md#choose-the-source-and-responsibility)
+to distinguish the `2521446ac8c92937b5a32b7dc2a84ef7fa8e99c5` engine guide
+(inspection 2026-10-14) from the `7f730b4cea9a66520a9200265928ebe016b48a39`
+admission and connector-lifetime ledgers (supplier inspection 2026-10-15).
+The existing source rows and paper inventories keep their own evidence scope;
+navigation does not repeat an upstream inspection or qualify concrete
+worker/connector conformance, cross-pin compatibility or a physical transport.
+
 ### Reviewed systems-paper mechanisms
 
 `mined` below means pack-mediated extraction into the linked candidate artifacts.
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
index 08df972c8..7482f44af 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -66,6 +66,17 @@ The primary compute and HBM resource. Most current work lives here.
 
 ---
 
+### vLLM version and responsibility routing
+
+For the vLLM admission/KV rows above, the
+[existing responsibility map](../src/inferrsi/data/skill_library/repositories/vllm/SKILL.md#choose-the-source-and-responsibility)
+separates broad engine/configuration/extension guidance at
+`2521446ac8c92937b5a32b7dc2a84ef7fa8e99c5` from focused scheduler branches
+and connector obligations at `7f730b4cea9a66520a9200265928ebe016b48a39`.
+Original inspection dates and candidate/unverified limits remain unchanged.
+Concrete caller/backend conformance needs its own evidence; this navigation
+adds no RAM/Host, SSD, Network, OS or runtime/performance qualification.
+
 ## 2 · RAM / Host Memory
 
 Host-side memory: CPU DRAM, pinned memory, page tables, PyTorch tensor lifecycle.
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 8e7e97b35..67e56adac 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: `sha256:1b874dac85a2471104c0244d840d1b93fa9dac0f7bd89520c68a465c873c3361`
+- Input digest: `sha256:15f6aa9237afc144617167a4bdd44696f9ed141d88e2a63b93a8636d1f8f069d`
 - Regenerate: `python tools/build_skill_coverage.py`
 - Verify without writing: `python tools/build_skill_coverage.py --check`
 
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 586e7bf48..f5e82c597 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: [8011318e0c1ba1b92fe35f28c149874e6280614b](https://github.com/InferMatrixLab/InferRSI/tree/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library).
+Source snapshot: [ceb3509942bee863f24eee96e3598c4e007feb20](https://github.com/InferMatrixLab/InferRSI/tree/ceb3509942bee863f24eee96e3598c4e007feb20/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 8011318e0c1ba1b92fe35f28c149874e6280614b --check
+python tools/build_skill_index.py --source-revision ceb3509942bee863f24eee96e3598c4e007feb20 --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 a5381845f..37626964c 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 584c426df..86e5cec66 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 7b223a3c7..fbd19804f 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 9e69f9ca1..95c17daa1 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 12c1c3d37..da30968b9 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 d65418f40..5a52134c0 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 f11e3e69d..ca3ab9dd5 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 b58b10f0a..5b45b67c5 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 5e521b69f..3ee871945 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 b53010ca8..307db5e4f 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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/assets/campaign.template.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 8839543cd..c832c3955 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 660b3f62d..46def6f95 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 112c80440..ab14f9c99 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
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index 0ca26f6c3..099576dd4 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
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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 da508a6d4..d464a37fd 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 @@
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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 5b089a807..eba0448af 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
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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 2cad2a1fb..2c7481b7d 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 @@
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index 58c4e645f..3454d54cf 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
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index 034f0eeb9..12ef8aa37 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 @@
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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 e51dc417f..816f79866 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
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index 5c10ad377..5be62a1e0 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
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index e87f5e2b6..ba062d68b 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
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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 1e75bcf12..c89bc31a5 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,15 +21,15 @@
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@@ -38,7 +38,7 @@
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index 31ca6c3db..057e399bb 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
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index 3f78bd847..305040db9 100644
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index 1120e1239..5d8eb4466 100644
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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 233e92594..4dfa9eadb 100644
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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 9ade7de38..c38b74153 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
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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 93c0ed08d..91300fb72 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
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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 6ba4ebd6d..803e8bf8c 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
@@ -16,8 +16,8 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
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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 7f622e4df..8cc070dcf 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
@@ -16,8 +16,8 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
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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 3c0af5845..23b752c49 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
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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 e8fb0e212..a77dc2d1b 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
@@ -16,8 +16,8 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
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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 c54bee64d..ada1c0096 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
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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 d1c5368be..ae2e09650 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
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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 acef9a585..50a96368f 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
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@@ -42,7 +42,7 @@
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@@ -51,7 +51,7 @@
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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 0c7504688..ad7d4d738 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
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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 1be34ac27..a2f2aff4f 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
@@ -16,8 +16,8 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
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         "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 e54f56c5b..f72c5681b 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
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+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
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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 dc0821d1e..92bafccd6 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
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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 12dfac27a..f4c0c21e4 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
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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 b826ca6df..b0d66dd13 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
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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 006aca389..20ae529df 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 @@
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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 4742957b7..b89730f7c 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 @@
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-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
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index cb86fb264..d90945a71 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
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@@ -30,8 +30,8 @@
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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 9518ed98d..ea079e22b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
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@@ -21,8 +21,8 @@
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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 726dd8fe5..ea8e4826c 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
@@ -27,8 +27,8 @@
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index f2a546aa0..ec81ba707 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
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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 7109bca02..57135d728 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
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index 8d24b2e18..857974093 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
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index 0f4aa1520..d7b2a5f62 100644
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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 d84bbb77c..a4b470fc9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
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index a2acf35b8..5095c284d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
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index c5dc06617..5f98bbb5c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
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@@ -22,8 +22,8 @@
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index f069bae43..75869c8f0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
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@@ -21,8 +21,8 @@
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index 2c21f194f..6979272fd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
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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 2299b7041..71067468f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
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index f5d74459b..71f2ccdb0 100644
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index 8eb4acaa6..ee6b67681 100644
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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 a6a50e3b1..c812503f3 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 4c87d1302..51b909090 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
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 4b5f79c0f..834da666d 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 b4d74d0f1..de144b250 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 e904f4fdf..57239a132 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 85d78a320..765d9f70c 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 d6cdd0ecd..47b58604c 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
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "paths": [
         "src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
         "src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.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 e564d3c79..c579f4972 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 126123aaf..f1a73d513 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 5208e82e9..0f38a6e17 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 fc360ec34..843bfa3af 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 271e8d281..f4ea3f99a 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 5b07252f9..ededa3bfc 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "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 fa55518b3..36d6739d7 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/8011318e0c1ba1b92fe35f28c149874e6280614b/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
-      "commit": "8011318e0c1ba1b92fe35f28c149874e6280614b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
diff --git a/src/inferrsi/data/skill_library/README.md b/src/inferrsi/data/skill_library/README.md
index 203e66a16..1f9195c4e 100644
--- a/src/inferrsi/data/skill_library/README.md
+++ b/src/inferrsi/data/skill_library/README.md
@@ -121,6 +121,18 @@ guidance; it establishes no cross-pin implementation compatibility.
 | Communication / Network | [Disaggregation peer card](../knowledge_packs/peer/tensorrt_llm/cuda/llm/prefill-decode-disaggregation.json) | Consider PD with measured prefill/decode interference, compatible KV layouts and qualified NVIDIA GPU transport; include transfer, layout-conversion and queue costs, and verify backpressure, cancellation and failed-worker recovery | Host/device loading overlap and local H2D do not establish this interconnect path; diffusion-stage splitting does not inherit the autoregressive PD cost model |
 | OS / System | [Placement discipline](hardware/host/os-process-placement/SKILL.md#1-cpu-affinity-check-then-pin-then-keep-constant) | Record and control affinity, environment and device contention across matched pool comparisons | Placement methodology controls an experiment; it does not implement PD routing or OS-priority scheduling |
 
+## vLLM version and responsibility routing
+
+The existing [vLLM responsibility map](repositories/vllm/SKILL.md#choose-the-source-and-responsibility)
+separates the broad engine guide at `2521446ac8c92937b5a32b7dc2a84ef7fa8e99c5`
+(inspection 2026-10-14) from the focused
+[admission](repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md) and
+[KV lifetime](repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md) procedures at
+`7f730b4cea9a66520a9200265928ebe016b48a39` (supplier inspection 2026-10-15).
+Their original readsets, source notices and candidate/unverified states remain;
+this routing adds no semantic reread or compatible-stack result. Paper-era
+scheduling/placement proposals remain separate from both implementation pins.
+
 ## Engine knowledge
 
 Five repository entry skills, 15 focused sub-skills and one research router
diff --git a/src/inferrsi/data/skill_library/repositories/vllm/SKILL.md b/src/inferrsi/data/skill_library/repositories/vllm/SKILL.md
index 3557b65ff..5cab25e61 100644
--- a/src/inferrsi/data/skill_library/repositories/vllm/SKILL.md
+++ b/src/inferrsi/data/skill_library/repositories/vllm/SKILL.md
@@ -12,6 +12,27 @@ Use this graph for explaining how vLLM executes requests, choosing existing infe
 
 Read [source snapshot](references/repo-provenance.md) before relying on defaults or compatibility. A different commit requires checking the affected code and CLI again. Model revision, tokenizer/chat template, hardware/backend, traffic lengths and concurrency, and target latency/throughput determine the useful path; resolve missing facts only when they change the next action.
 
+## Choose the source and responsibility
+
+Use the question and its retained evidence to select an entry. These are
+independent source snapshots; the dates below are carried inspections.
+
+| Question | Existing entry | Retained source / original inspection | Boundary |
+| --- | --- | --- | --- |
+| Engine execution, effective controls, KV/prefix identity, topology or extension validation | [This engine graph](#engine-routes) and its [provenance](references/repo-provenance.md) | `2521446ac8c92937b5a32b7dc2a84ef7fa8e99c5`; 2026-10-14 | Broad source/docs guide; defaults and compatibility remain tied to this snapshot, with native/backend validation unrun |
+| Admission stalls, separate token/input/active-request caps, allocation or preemption branches | [Admission pressure](diagnose-vllm-admission-pressure/SKILL.md) and its [source ledger](diagnose-vllm-admission-pressure/references/source-notes.md) | `7f730b4cea9a66520a9200265928ebe016b48a39`; Dot-supplied 2026-10-15 inspection | Focused scheduler branches; deployed configuration schema, allocator internals and concrete worker/connector require matching evidence |
+| Async KV receive/save completion, block retention, write fences or receive failure | [KV lifetimes](audit-vllm-kv-lifetimes/SKILL.md) and its [source ledger](audit-vllm-kv-lifetimes/references/source-notes.md) | `7f730b4cea9a66520a9200265928ebe016b48a39`; Dot-supplied 2026-10-15 inspection | Scheduler implementation plus connector-base obligations; an abstract hook is not concrete caller/backend conformance |
+
+The focused procedures remain candidate / empirical validation **not_run**.
+This map adds no source reread, tested cross-pin stack, backend qualification
+or performance result. Establish the deployed revision and actual caller/
+connector before combining guidance. Existing paper-derived scheduling and
+placement alternatives keep their own sources; they do not establish current
+vLLM implementation. Connector contracts alone establish no physical cache
+tier or Network coverage.
+
+## Engine routes
+
 | Need | Read |
 |---|---|
 | Trace a token step, understand KV lifetime, distinguish existing controls from new mechanisms | [Architecture and search space](sub-skills/architecture-search-space/SKILL.md) |
diff --git a/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md b/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md
index 7ef5c6c5f..678b8c6f7 100644
--- a/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md
+++ b/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md
@@ -15,6 +15,14 @@ Status: candidate; empirical validation: **not_run**.
 
 ## Related capabilities
 
+For broad engine, configuration, topology or extension guidance, use the
+[version and responsibility map](../SKILL.md#choose-the-source-and-responsibility).
+That engine graph retains `2521446ac8c92937b5a32b7dc2a84ef7fa8e99c5`
+(inspection 2026-10-14); this focused procedure retains
+`7f730b4cea9a66520a9200265928ebe016b48a39` (supplier inspection 2026-10-15).
+Neither navigation nor shared terminology proves cross-pin compatibility or
+concrete worker/connector conformance.
+
 Use [diagnose-vllm-admission-pressure](../diagnose-vllm-admission-pressure/SKILL.md) for budget and admission branches. [kv-tier-management](../../lmcache/kv-tier-management/SKILL.md) addresses LMCache tier policy at a different pin; this skill addresses engine/connector ownership, not that backend's conformance or physical storage.
 
 ## Paper-derived state-placement decisions
diff --git a/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md b/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md
index 511135c62..6f8a5d8da 100644
--- a/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md
+++ b/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md
@@ -15,6 +15,14 @@ Status: candidate; empirical validation: **not_run**.
 
 ## Related capabilities
 
+For broad engine, configuration, topology or extension guidance, use the
+[version and responsibility map](../SKILL.md#choose-the-source-and-responsibility).
+That engine graph retains `2521446ac8c92937b5a32b7dc2a84ef7fa8e99c5`
+(inspection 2026-10-14); this focused procedure retains
+`7f730b4cea9a66520a9200265928ebe016b48a39` (supplier inspection 2026-10-15).
+Neither navigation nor shared terminology proves cross-pin compatibility or
+concrete worker/connector conformance.
+
 Use [audit-vllm-kv-lifetimes](../audit-vllm-kv-lifetimes/SKILL.md) when the blocking branch involves receive completion or retained blocks. [optimization-search-policy](../../../methods/optimization-search-policy/SKILL.md) governs experiment selection, not scheduler admission. [kv-tier-management](../../lmcache/kv-tier-management/SKILL.md) covers LMCache tier policy at an independent pin; it does not establish this scheduler's behavior.
 
 ## Paper-derived scheduling alternatives