diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
index 1429e1f14..2777f18ec 100644
--- a/docs/reference-matrix.md
+++ b/docs/reference-matrix.md
@@ -359,6 +359,12 @@ The existing Diffusers offload card retains its earlier source pin. This bounded
 invocation readset does not establish caller serialization, general thread safety
 or exception cleanup. The generated abstract adds discovery, not corroboration.
 
+For entry selection, use the [two-pin responsibility comparison](../src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md#offload-or-invocation-state).
+The offload dependency record retains its 2026-10-15 documentation access; the
+invocation source map retains its 2026-10-22 archive read. These dates are not
+refreshed by navigation checks, and normal-tail hooks do not establish offload
+compatibility or exceptional/asynchronous cleanup.
+
 ## DeepInfer source extraction
 
 | Source / revision | Inspected scope | Reuse, extraction and limits |
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
index ddbb9f69a..c5ad1637d 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -381,6 +381,12 @@ does not certify backend compatibility.
 | RAM / Host | Observe / Diagnose / Configure / Verify: wrapper versus reused component identity, per-invocation scheduler schedule/index ownership | [diffusers-invocation-state](../src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md) | Configuration means selecting the existing invocation/scheduler owner; no new manager. Real caller admission and runtime overlap are unverified. |
 | Accelerator | Observe / Diagnose / Verify: post-step callback, next-iteration interrupt observation and normal output/cleanup tail | [invocation ownership path](../src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/references/ownership.md) | Cooperative loop skipping does not revoke submitted kernels; model/device/quality, exception cleanup and performance remain unrun. |
 
+For group/leaf offload staging and host/device transfer tradeoffs, select the
+separate CUDA dependency [offload record](../src/inferrsi/data/knowledge_packs/dependency/diffusers/cuda/diffusion/group-offload-transfer-overlap.json).
+The [two-pin invocation/offload boundary](../src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md#offload-or-invocation-state)
+adds routing only: the common invocation candidate does not qualify that CUDA
+recipe, an NPU path or a combined stack. Existing coverage/maturity stays unchanged.
+
 No measured or green coverage is credited. This adds no SSD, Network or OS
 capability and does not retest the existing offload mechanism. `common` indexes
 framework guidance without certifying backend compatibility.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index b3518d21f..5113cc5ef 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: [5506c6b88d441860f1467146ede263ca41514713](https://github.com/InferMatrixLab/InferRSI/tree/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library).
+Source snapshot: [933c3e31f2b6f4f7957216ac641bf5dbb63ba002](https://github.com/InferMatrixLab/InferRSI/tree/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/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 5506c6b88d441860f1467146ede263ca41514713 --check
+python tools/build_skill_index.py --source-revision 933c3e31f2b6f4f7957216ac641bf5dbb63ba002 --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 2c36894b6..fdf27223c 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "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 f45edba72..292d29e39 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "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 8db6f051f..be1d1b4ad 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "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 10f839546..9ecd66261 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "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 a3ff5ce72..af178ea55 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "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 a0c661de0..6152dc20e 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "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 62a03456d..ba419caa9 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "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 a902b3cab..e7d77f61e 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "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 cc1a7ef7e..7c823c676 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "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
index 56ef6a50d..427d486de 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "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 af1497baa..c65f4944e 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "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 f06d09655..05f176306 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index 76853ca2f..35c107b4b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 41e6b4111..0c2a0a5aa 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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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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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 d9904c993..af11704ed 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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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index 0e99b8a06..8d4460ad1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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index ea5d7bbbe..c621b7ebe 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-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index a7dd139b5..5d4b38de6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -23,8 +23,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index e2dd40a9a..5a8b7ae5e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
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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 3c33a41e8..5a956fd03 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index 50f36ded4..23e310573 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index 626d29443..8034267e1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
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index 52f8dee70..15c3ae19e 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 507c9423b..b23283958 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
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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 937e04837..fbfccf495 100644
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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 d6d651122..31c24c748 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
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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 19f9d07d9..e3b2b4b58 100644
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index b739dc4a9..32a2fe350 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
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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 4a5d255de..2da293c23 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
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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 1de20da02..1c68c49bb 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": "5506c6b88d441860f1467146ede263ca41514713",
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index 396b59719..2a6c75aff 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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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 bd4f8dfd3..373400d34 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
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index 6d34de25b..a0035678b 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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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 7d9e409fd..8c916db43 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": "5506c6b88d441860f1467146ede263ca41514713",
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@@ -32,7 +32,7 @@
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@@ -41,7 +41,7 @@
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index 06dd39b9b..af60e849f 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": "5506c6b88d441860f1467146ede263ca41514713",
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index 7e0d48498..1ea2334f6 100644
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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 5f64ff2de..4fcc16143 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
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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 4e0df264a..cfe27f97e 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": "5506c6b88d441860f1467146ede263ca41514713",
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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 72fcb2477..82f9d6505 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/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index 9eb35554f..d61c7273a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -30,8 +30,8 @@
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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 96794c689..be87c217e 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 e4b77c685..acb88527c 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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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
index ca7803d61..c505d7399 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
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@@ -24,8 +24,8 @@
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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 f223501b0..f71db613e 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index 17a5631f3..1247e3db6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
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-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
index c026fb29f..f44900721 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,8 +21,8 @@
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index 56327bbb0..cb5efe466 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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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 bc537f515..c7d79b635 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,8 +22,8 @@
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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index 56d84895b..87a7c4cb9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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index 20bf43f6e..690d1364d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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index 4ce0e0baf..2488e7bd7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
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index de5be39ef..9a492e086 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
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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 a84f3a7a7..16d5d404d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
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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 1265d8bb6..ea6f62947 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
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index bd9307125..c2b0c35bf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
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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 3735818ae..befbb9705 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
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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 d074b3737..5eb85a4c6 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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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 8d4f3f52c..202572226 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
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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 5324d3feb..5d076d757 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
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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 b1e8f0f57..fad0f0e24 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
@@ -36,8 +36,8 @@
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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diff --git a/src/inferrsi/data/skill_library/README.md b/src/inferrsi/data/skill_library/README.md
index 80c901702..4d8362902 100644
--- a/src/inferrsi/data/skill_library/README.md
+++ b/src/inferrsi/data/skill_library/README.md
@@ -178,6 +178,12 @@ and cooperative interruption. The candidate is scoped to FluxPipeline and
 FlowMatchEulerDiscreteScheduler at its source pin. Runtime/model/backend behavior
 and performance remain unverified; the existing offload card keeps its own pin.
 
+For host-memory/transfer questions, read the separate CUDA dependency record
+`diffusers.cuda.diffusion.group_offload_transfer_overlap`. The
+[version and responsibility comparison](frameworks/diffusers/diffusers-invocation-state/SKILL.md#offload-or-invocation-state)
+keeps its earlier documentation pin/access date separate from the invocation
+candidate; neither supplies a combined-stack or backend qualification.
+
 ## SGLang versioned guidance
 
 The [SGLang entry comparison](repositories/sglang/SKILL.md#choose-among-source-pins)
diff --git a/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md b/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md
index 03e38e429..af5298c59 100644
--- a/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md
+++ b/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md
@@ -9,6 +9,25 @@ Use for a concrete repeated/overlapping-call, wrapper-reuse, interrupted denoisi
 
 This source-derived candidate has runtime validation not_run. Its [source map](references/source-map.md) covers FluxPipeline and FlowMatchEulerDiscreteScheduler at one pin; other pipelines and schedulers need their own contracts. Read the [ownership path](references/ownership.md) before proposing a change.
 
+## Offload or invocation state?
+
+These materials answer different questions at independent source pins. Keep the
+original evidence date and validation scope when choosing an entry.
+
+| Question | Existing material | Fixed evidence / carried date | Boundary |
+| --- | --- | --- | --- |
+| Group/leaf offload, host-memory pressure or transfer scheduling | Catalog ID `diffusers.cuda.diffusion.group_offload_transfer_overlap` ([canonical record](https://github.com/InferMatrixLab/InferRSI/blob/28ddd06a48128c187f093763c7f52ffdfd04a5f0/src/inferrsi/data/knowledge_packs/dependency/diffusers/cuda/diffusion/group-offload-transfer-overlap.json)) | Memory documentation at `efe46a5b177af67c64b3666da8ddddac7ee12163`; accessed 2026-10-15 | CUDA dependency card; imported, locally_verified=false; host capacity, transfer bandwidth and hook compatibility require their own checks |
+| Repeated/from_pipe calls, scheduler progress or cooperative interruption | This invocation procedure and its [source map](references/source-map.md) | FluxPipeline / FlowMatchEulerDiscreteScheduler at `aea7b70be0f594bcdc15a6f2677ee2ca85e49e8e`; read 2026-10-22 from a supplied archive | Candidate, runtime not_run; common indexing does not qualify CUDA, NPU or another backend |
+
+Read the offload card separately through its stable catalog ID, for example
+`inferrsi knowledge show diffusers.cuda.diffusion.group_offload_transfer_overlap`.
+The canonical-record link identifies its retained source; it is not an implicit
+resource of this invocation bundle.
+
+Normal-tail hook cleanup in the invocation readset does not establish offload
+hook compatibility, exception cleanup or asynchronous transfer completion.
+Neither pin supersedes the other or establishes a tested combined stack.
+
 ## Inputs
 
 Record the exact Diffusers/PyTorch revisions, pipeline and scheduler classes and object identities, construction/from_pipe path, actual model/adapter/tokenizer contents, scheduler config, effective timesteps/sigmas, image/latent shape and dtype, callback, interrupt timing, output_type and cleanup path. If calls overlap, inspect the existing caller's admission/serialization contract and keep their actual intervals.