diff --git a/docs/knowledge-base.md b/docs/knowledge-base.md
index 463831f0..d6a98d43 100644
--- a/docs/knowledge-base.md
+++ b/docs/knowledge-base.md
@@ -14,7 +14,7 @@ separate work, not an implemented capability of this knowledge base.
 ```text
 src/inferrsi/data/skill_library/
   README.md                         Library navigation
-  skill-index.json                   Stable IDs → categorized paths/backend (60 skills)
+  skill-index.json                   Stable IDs → categorized paths/backend (61 skills)
   hardware/{ascend,cuda,host}/<id>/   Hardware/platform-specific complete skills
   frameworks/<framework>/<id>/      Framework-owned complete skills
   repositories/<repo>/              Engine entry, sub-skills and focused complete skills
@@ -168,18 +168,18 @@ Complete procedures, sidecars, references and cases are packaged, with 13 Ascend
 repositories, methods or workflows. The 21 engine and research-router skills
 use the same ownership layout under `repositories/<engine>/` and
 `workflows/inference-engine-research/`, including their sub-skills and references.
-The library contains 81 `SKILL.md` files, all in English.
+The library contains 82 `SKILL.md` files, all in English.
 The collection overview, import notes and source manifest belong to the research
 workflow's references; Strata design-space analysis belongs to Strata. The library
 root contains only navigation and the registry.
 
 The [generated catalog](../src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md)
-projects the 60 registered skills into the contribution catalog. Its records
+projects the 61 registered skills into the contribution catalog. Its records
 use `inferrsi.<backend>.skills.<name_with_underscores>` IDs, with `ascend` and
 `cuda` for scopes that depend on those backends and `common` for the remaining skills.
 Each `skill_documents.original` points to the full packaged procedure. The
 `skills` CLI retains the original hyphenated skill IDs and defaults to this
-60-ID registry; engine procedures remain available through library navigation
+61-ID registry; engine procedures remain available through library navigation
 and catalog document pointers.
 
 The registered [h3.c runtime audit](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md)
diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
index ee72605f..f60cdaad 100644
--- a/docs/reference-matrix.md
+++ b/docs/reference-matrix.md
@@ -75,7 +75,7 @@ Reading rules:
 | **C4 / NVIDIA Resiliency Extension** @ `49af0b03f14550d36a60dcfebd573848b5fd8435` (Apache-2.0 source headers; Megatron-Core lineage) | local `base_manager.py` complete-iteration selection/save/finalizer and `local_manager.py` dirty/final file lifecycle | mined (contract only) — CUDA D2H synchronized before async request returns; no NPU qualification | mined — snapshot/replica lifetime constraints → `checkpoint-recovery-consistency` | mined — clean/dirty publication, complete-rank generation selection and incomplete-save rejection; no power-loss proof | mined — all-rank availability/finalization and replica failure domains, not transport throughput | out-of-scope |
 | **CR1 / DeepSpeed ZeRO-Infinity** @ `5f266e26d216a705d9c64cac88fb813cefdbac4b` (Apache-2.0) | complete short `offload_config.py`, official ZeRO-3 live offload-field docs; no runtime/checkpoint audit | mined — parameter stage-3 and optimizer stage-1/2/3 boundaries → `training-resource-budget` | mined — CPU optimizer budget, pinned RAM, element-count residency and gated core share | mined — NVMe buffer pools and tiled read/compute/write overlap intent; buffer-size units unresolved in approved excerpt | out-of-scope — CPU/device transfer is not network coverage | mined — CPU resource-budget qualification; no privileged changes |
 | **CR5 / Ascend MindSpeed adaptive memory** — `core_r0.8.0`, page history `53193db8` (full pin and license unresolved) | original GitCode historical `docs/features/adaptive-memory.md` body directly read; implementation unavailable | mined (docs-only case) — spare-NPU-memory versus recompute/swap decision → `training-resource-budget` historical case; changed-layer comparison rejected as controlled gain | mined (docs-only) — CPU swap and allocator/affinity prerequisites | out-of-scope | out-of-scope — NPU/CPU copies not network evidence | mined (historical conditions) — incompatible allocator features and CPU-affinity prerequisites; no current compatibility claim |
-| InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ `4a350344027960a48384626aa646f1765fda6d4f` (root Apache-2.0; model attribution in NOTICE) | Fixed-pin bounded depth-aware KV manager/runner/docs/test reads; [intake](reviews/issue91-vllm-rlt-intake.md); descriptor-only / intake-plan | located-not-mined — synchronous early-exit LAST_EXITED propagation versus SHARED and bookkeeping-only marking; no operating skill or runtime qualification | out-of-scope — device KV does not establish host-RAM coverage | out-of-scope — no storage mechanism extracted | out-of-scope — inspected KV copies are local tensor copies; no transport mechanism extracted | out-of-scope — no OS mechanism extracted |
+| InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ `4a350344027960a48384626aa646f1765fda6d4f` (root Apache-2.0; model attribution in NOTICE) | Bounded manager/runner/scheduler/Ouro/host-metadata/Torch-consumer chain; [candidate](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md), [source map](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-notes.md), [construction/cases](reviews/issue91-vllm-rlt-finalization.md); historical [intake](reviews/issue91-vllm-rlt-intake.md) retained | source-guidance — synchronous LAST_EXITED copying versus SHARED, written-prefix validity, later deeper attention and normal release/wait/free; candidate, native runtime and efficacy not_run | out-of-scope — host bookkeeping does not establish host-RAM coverage | out-of-scope — no storage mechanism extracted | out-of-scope — local tensor copies; no transport mechanism extracted | out-of-scope — no OS mechanism extracted |
 | vllm-project/afd-plugin @ `df8d6a0c403c3ca1b4ed9cf1687e7204908bebec` (Apache-2.0 selected Python readset; retained MIT CAM subset notice) | Fixed-pin topology/factory/runner/metadata/DeepSeek dense proxy and P2pNccl reads; [full ledger](../src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/references/source-notes.md); [historical intake](reviews/issue91-afd-plugin-intake.md) retained | mined (bounded source-only candidate) — role/world/subgroup rank ledger and eager dense-FFN per-stage/per-peer payload ownership → [audit-afd-p2p-exchanges](../src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md); native/backend/model validation not_run | out-of-scope — no host-memory mechanism extracted | out-of-scope — no storage mechanism extracted | source call chain mined — actual NCCL-backed send/recv consumer identified; underlying completion, graph and multi-host/physical transport unqualified; no Network coverage credit | out-of-scope — no OS mechanism extracted |
 
 Wave-8 implementation provenance (Dot bundles integrated 2026-10-15):
diff --git a/docs/reviews/issue91-vllm-rlt-finalization.md b/docs/reviews/issue91-vllm-rlt-finalization.md
new file mode 100644
index 00000000..61827390
--- /dev/null
+++ b/docs/reviews/issue91-vllm-rlt-finalization.md
@@ -0,0 +1,47 @@
+# vLLM-RLT synchronous KV finalization
+
+Related to #91. This is one source-derived candidate capability, extending the descriptor-only [intake](issue91-vllm-rlt-intake.md) without replacing its historical evidence.
+
+## Construction record
+
+The source anchor is `InferMatrixLab/vllm-rlt@4a350344027960a48384626aa646f1765fda6d4f`, tree `4c2cab1f497513ea0590060eb53ee0b179a5bf70`. The approved scope is synchronous native Ouro with host `KVMetadata`: LAST_EXITED propagation versus SHARED, later attention consumption, and normal release/wait/free order. Asynchronous preemption/speculation, device-owned metadata, transfer/prefix ownership, capacity estimation and whole-engine extraction are excluded.
+
+Portable AREX `distill-ml-knowledge` scope → ground → construct → verify informs the direct, task-agnostic source construction. The existing `extend-repo-skill` ownership check found no RLT operating owner; the separately approved `audit-recurrent-kv-finalization` capability is the only new node. InferRSI's existing typed metadata, canonical library, registry and readers are the packaging contract. No DisCo managed import, extra router, dependency installation or evaluation framework is introduced.
+
+The grounded evidence is the intake's bounded manager/runner/test/license material plus the fixed caller, request, metadata, Ouro consumer and Torch dispatch tuple. The [source notes](../../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-notes.md) explain the call chain and exclusions; the [file ledger](../../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-identity.json) records exact Git blobs, SHA256, ranges and carried versus added acquisition. The original Apache-2.0 LICENSE and model/configuration NOTICE bytes are retained. No implementation or model weights are copied.
+
+```mermaid
+flowchart LR
+    A["Pinned manager, scheduler, runner, Ouro and metadata sources"] --> B["One candidate procedure + source ledger + notices"]
+    B --> C["Existing registry and library navigation"]
+    C --> D["skills / checkout reader: complete local resources"]
+    C --> E["Stock projection from committed canonical source"]
+    E --> F["catalog / package reader"]
+```
+
+The two rules are narrow: copy the final executed recurrent-layer K/V into skipped LAST_EXITED planes before a later deeper history read; retain the last completion dependency until runner release precedes cache-reference reclamation. The procedure preserves allocated-capacity, written-validity, copied-data and completed-work distinctions. SHARED is a single-plane control; bookkeeping-only `mark_finalized` is not a copying substitute. Backend placement is navigation, not qualification.
+
+## Proposed representative and regression cases
+
+These are candidate inputs and expected discriminators, not results. Native tests use the original package and real Torch tensors. An absent/new skill comparison can use the same questions, without changing the engine, inputs or expected source contract.
+
+| Case | Positive / negative discriminator | Grounded input |
+|---|---|---|
+| Executed-plane regression | Preserve shallower/executed K/V; deeper propagation is a physical copy, not an alias | Upstream `test_last_exited_copies_every_layer_and_preserves_executed_depths`, 38–58 |
+| Later deeper attention | Finalized earlier tokens remain readable as later tokens reach deeper planes across a block boundary | `test_early_exit_then_later_token_loops_deeper_across_block_boundary`, 61–77 |
+| Premature finalize / prefix gap | Allocated capacity or a sparse later write must not make missing history valid | `test_validation_happens_before_mutation`, 97–107; `test_out_of_order_writes_only_expose_complete_prefix`, 116–127 |
+| Bookkeeping sentinel | `mark_finalized` preserves deeper sentinels; `finalize_token` performs the copy | `test_mark_finalized_records_deeper_planes_without_copying`, 216–233 |
+| SHARED control | One plane serves every depth; do not expect LAST_EXITED isolation or extra propagation | `test_shared_layout_exposes_one_plane`, 168–174; `test_mark_finalized_is_a_no_op_for_shared_layout`, 245–258 |
+| Reused-page regression | A new request cannot consume stale old-request bytes merely because pages are reused | `test_block_reuse_never_exposes_stale_request_history`, 80–94 |
+| Retirement investigation | Identify the latest event and release wait before scheduler finish/free; recording alone is insufficient | Runner 1331–1375; engine 626–640; scheduler 181–193 |
+| Unsupported-path counterexample | Refuse to qualify async/device-owned metadata from host-prefix checks or synchronous call order | README 70–75; metadata 45–54; manager 716–727 |
+
+All test names above are in the pinned upstream `tests/test_kv_cache.py`. Its manager tuple is CPU/float32/Torch attention, 2 layers, 1 KV head, head dimension 4, 18 blocks, block size 2 and 3 loops. The package initializer and test conftest require real Torch. The available construction environment lacks Torch and other declared CPU dependencies, so upstream import and native CPU tests are **not_run**; no classes, tensors or formulas were substituted. This is a concrete execution gap, not a correctness failure.
+
+## Verification boundaries and handoff
+
+Schema/frontmatter, registry navigation, source identity/ranges, local resource links, retained notices, checkout reads and deterministic catalog generation are content/package checks. Matching package reads and source hashes must be checked on the real generated child of the committed canonical source. They establish access and provenance, not RLT runtime correctness.
+
+Native CPU/CUDA, model output equivalence, quality, performance and agent efficacy remain **not_run / not evaluated**. CPU cache tests cannot establish CUDA completion. The existing asynchronous-output/cleanup warnings remain unresolved. Candidate maturity and `empirical_validation=not_run` are preserved independently of software checks or merge status.
+
+Author: Codex / gpt-6.1-sol / xhigh. Independent review, final source/generated commit identities and actual check receipts belong to the revision-scoped PR. Governing tracking Issue closure is not claimed.
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
index d18f9812..3b81a149 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -183,7 +183,7 @@ System-level: scheduler, DVFS, process isolation, environment variables, driver
 | Distributed recovery qualification | RAM / SSD / Network / Verify | Low | C3/C4 contracts extracted; replica transport, whole-state completeness, world-size changes and actual failure recovery remain unvalidated |
 | Cross-resource applicability and historical evidence | Accelerator / RAM / OS | Low | DeepSpeed buffer_size units/dispatch outside inspected config; MindSpeed full pin/license/implementation/current compatibility unresolved; CR6 is expert methodology, not measured gains |
 | OS/System isolcpus and scheduler priorities (nice / ionice / SCHED_FIFO / RR) | OS / Optimize | Low | cgroup v2 controls are now sourced (`cgroup-resource-controls`); the scheduler-priority class remains without a source and deferred |
-| vLLM-RLT recurrent-depth KV finalization | Accelerator / KV correctness / Verify | Intake only; not coverage | `vllm_rlt` remains descriptor-only; canonical owner corrected. Follow the [bounded early-exit intake](reviews/issue91-vllm-rlt-intake.md) before extraction; tensor copying, written-position bookkeeping and device completion remain distinct, with no runtime qualification |
+| vLLM-RLT recurrent-depth KV finalization | Accelerator / KV correctness / Verify | Source-guidance candidate; native/efficacy not_run | [One operating candidate](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) traces synchronous host-KVMetadata exit/copy/validity → later depth-specific attention → normal release/wait/free. LAST_EXITED planes, SHARED single plane, bookkeeping and CUDA completion remain distinct; DeviceKVMetadata/async/speculation/capacity/transport excluded. [Intake](reviews/issue91-vllm-rlt-intake.md) retained |
 | AFD P2pNccl completion, graph and transport qualification | Accelerator / Communication / Verify | Candidate audit delivered; native qualification gap remains | [audit-afd-p2p-exchanges](../src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md) covers rank and peer/stage ownership at its pin. The `afd_plugin` runtime descriptor remains unverified; underlying completion, DBO/graph and physical/multi-host transport are unqualified. Historical [intake](reviews/issue91-afd-plugin-intake.md) retained; no new Network coverage |
 
 **Resolved gaps since initial matrix (all high/medium priority cleared):**
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 5113cc5e..3a35f2ed 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -1,6 +1,6 @@
 # InferRSI skill discovery index
 
-Generated abstracts for all 60 registered skills in `data/skill_library/`.
+Generated abstracts for all 61 registered skills in `data/skill_library/`.
 Their complete procedures, references and cases ship in the same package.
 `skill-index.json` maps stable skill IDs to categorized directories. The
 reference and searchspace matrices
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
 IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
 procedures use their corresponding backend; shared methods use `common`.
 
-Source snapshot: [933c3e31f2b6f4f7957216ac641bf5dbb63ba002](https://github.com/InferMatrixLab/InferRSI/tree/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library).
+Source snapshot: [0115f1be0539b704b393cffd97598d8bb076bd0c](https://github.com/InferMatrixLab/InferRSI/tree/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library).
 
 ```bash
 inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
 
 ```bash
 python tools/build_skill_index.py --source-revision <committed-source-revision>
-python tools/build_skill_index.py --source-revision 933c3e31f2b6f4f7957216ac641bf5dbb63ba002 --check
+python tools/build_skill_index.py --source-revision 0115f1be0539b704b393cffd97598d8bb076bd0c --check
 ```
 
 `--check` detects missing, stale and unexpected generated records without writing.
@@ -52,6 +52,7 @@ References and cases ship with their owning skill, not as duplicate knowledge ab
 | [audit-afd-p2p-exchanges](cuda/skills/audit-afd-p2p-exchanges.json) | cuda | candidate |
 | [audit-h3-runtime-residency](common/skills/audit-h3-runtime-residency.json) | common | candidate |
 | [audit-llama-runtime-state](common/skills/audit-llama-runtime-state.json) | common | candidate |
+| [audit-recurrent-kv-finalization](common/skills/audit-recurrent-kv-finalization.json) | common | candidate |
 | [audit-sd-cpp-residency](common/skills/audit-sd-cpp-residency.json) | common | candidate |
 | [audit-sglang-diffusion-lifetimes](common/skills/audit-sglang-diffusion-lifetimes.json) | common | candidate |
 | [audit-vllm-kv-lifetimes](common/skills/audit-vllm-kv-lifetimes.json) | common | candidate |
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 fdf27223..a742efe6 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -41,7 +41,7 @@
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md": "d494fc7e539cbb7388189bd7b3f04bb5c4983fdd7a82484348aad1cee7f741f2",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json": "e4c02d4ae85e473947e024c38aed121ca8e5cfbfe1091c5792ce58a349248187",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/references/source-notes.md": "6ffbfb68cc7e04923b4fbca2a73a7555b7c3b45a6f40819bb5f3213ef05cf88d",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "ascend-aclgraph-capture-replay",
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 292d29e3..139d3885 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -41,7 +41,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md": "03829039860ece35519f2e4c339a48b5014ec25e07a2c150a3efb6a3a4e35b4a",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json": "2c23209ef418287f1023f53eba4eda66551f09ab102a61c879df27c25365e757",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "ascend-device-health",
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 be1d1b4a..8a8b025e 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -44,7 +44,7 @@
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md": "4ce9dcadd1ae3c7a8cc633336760d0a3c382f354f1b7028e3a10d28fa0d0c9fa",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json": "4c1d592d3456d99cc474cad2fd2a5c206492d81c4f519a3d18cc797d72deec47",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/references/awesome-ascend-communication-tests.md": "0cb27a3d24409171bb414d7ebf0c49ad62be5f46482f29624695496ba9eb3e63",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "ascend-distributed-parallel",
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 9ecd6626..3a3dd33c 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -40,7 +40,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md": "9203cc5a14a1d65df5fbf275734b93be023e06527459b2f79864f28a338cb44a",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json": "b0bfa30de94dcda06e2289f5d4a2e44a473f40fb871059e4580f33588f2a51dc",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "ascend-graph-mode",
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 af178ea5..74aadbaf 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -40,7 +40,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md": "8fdf46fb2743b67a66bc069d22a45305a222debfb606777bc451b4b8f31d9cc6",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json": "4c6d0c901f0b3858c7dc337c86d892194e4102c8b349932a4caf1a811c99b1ed",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "ascend-model-adaptation",
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 6152dc20..42f90387 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -41,7 +41,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md": "401981cf7828edcab0c9ea882f7ecd83badfa3c2a95006e912cf99d67b3d6a12",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json": "e45210a4df7b1ee183f06573dbc36db5ede182f11ab1cfad5ae22f523b89c557",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "ascend-operator-profiling",
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 ba419caa..ddec0cf1 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -42,7 +42,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md": "38b151bc6b4e9734c6fa41efb7a30343559400c0c75bbdd26bd8a968b8ea4592",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json": "ab7dedfa873b8572db277e43536e6ce04c68ac987aee189ffd5861e4e9bb2d6d",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "ascend-operator-tuning",
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 e7d77f61..bbd17922 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -40,7 +40,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md": "647f5e9a288f2c4e1617ba53df59d9d827df749eb4fe86182d21a9c41175caf8",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json": "b6c4b9a73862b4434038f8e1bc24073864ee334014598fb998af592acb54bcb4",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "ascend-optimization-casebook",
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 7c823c67..7d50f290 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -44,7 +44,7 @@
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json": "dccbc404b18cb7ec46b0cfa85d8937e2626456526bd2453db8136f730debd456",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/references/cannbot-CANN-2.0-LICENSE.md": "89b1c114df62cfd183004f38d18d07f186436c3b37203dd69c3e84becf9d2282",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/references/cannbot-stage-evidence.md": "f56e4125325c9c1b9235a1d64fd732861c7686444492422daff44ba8dd648be4",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "ascend-performance-analysis",
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 427d486d..123d49df 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -42,7 +42,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md": "93aa1b775ced304cebfe6c4dec0503ddb2260ecb3cb01edc17ce329446c5ce2b",
     "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json": "04dd3e8961d5c67105b11ff52f1354f34124d9af1b03f9da08cba67cb9f9d463",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "ascendc-tiling-design",
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 c65f4944..0d20a74b 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -42,7 +42,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md": "0e6f094dc554abea12e07def50f20b233b47127779a8aefad595b4ab1efd24c2",
     "src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json": "64b83aae3b9be5ada75e6111114a93bf55173d9df913b4ea8bafd2b4cea23018",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "cann-attribution-overlap",
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 05f17630..64385300 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -42,7 +42,7 @@
     "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md": "8428df7157af024fa17cfe0b3818ed54bd9f468306dda46eb8d4f0edf4f3f230",
     "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json": "7ee44d25214f4a6bbeeea4bec61941b2ec2ea469e595865e9346a7589576bd16",
     "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/references/source-notes.md": "80cba4d3a884e7ee2618326cf74b9f9c3a34e4d9cf443707f6bbe673f2d5ba65",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "torchnpu-device-memory-lifecycle",
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 35c107b4..b7a2ae1a 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -42,7 +42,7 @@
     "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md": "23e93ea7c98f99743509fdc04139d78ed2e7123c63e80b366c6beaba7eb70d0d",
     "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json": "17f96ff8d36a844d4a62a06975ad918bb8554f343543a3e7ea23e2d98c37fd0b",
     "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/references/source-notes.md": "435193590b4a2ba32e2e4c6fa9d7e8f889528d412cbbb48e35ec5433f7dab384",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "torchnpu-pinned-host-memory-lifecycle",
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 0c2a0a5a..d5d0f9ea 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",
@@ -36,7 +36,7 @@
     "src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md": "0a5f48d9352c5bf460775ef47f9136829978811f4a16e84983e299782cae305d",
     "src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json": "4c52db9b143204496d9bc194d981322ad39a6f8cb399fb49abcb80d7b2924533",
     "src/inferrsi/data/skill_library/methods/assess-serving-preemption/references/source-notes.md": "f29fcecfba0490008a354c11b42403983fe165e56ff907ad61cc6040d2b6407f",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "assess-serving-preemption",
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 af11704e..de385412 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
         "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json",
@@ -36,7 +36,7 @@
     "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md": "1e64f28ea71672fb53c56f6108b87864738c6d03d6dcd32eedaef9e0625e96e3",
     "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json": "858fdd88c6bd2f118bd1d527bb37d47bcc2722cc6140d52ee4657e646cdce080",
     "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/references/source-notes.md": "61b1609f71c37b61d136b8c4d39f793de87cffb1cf31c8ec737a1c3fa6fb1b4e",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "assess-split-backward-schedule",
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 8d4460ad..12df6ddb 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
         "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
@@ -66,7 +66,7 @@
     "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/references/source-identity.json": "730f8dd23648a3f8f47b9726cc613d893a79d1817d515eec609a9b06d8a9ff90",
     "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/references/source-notes.md": "7304bf9369efc157dc7aa40686dd828cc14db45c49442e908b3d3cc4b329eb86",
     "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/references/validation.md": "0754873a758e048480938314894e25b504ae0c269549312e7f8e6020d83fe294",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "audit-h3-runtime-residency",
diff --git 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
index c621b7eb..f57707a2 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json",
@@ -43,7 +43,7 @@
     "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md": "95e81b6bc096a954fa73139ea5bc001d1efa6c99747161da62f012b494e5c013",
     "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json": "c354138008eb577b93d2a3cf93f6ae56369439d0d70d799c47a63d8cb4ff8b75",
     "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/references/source-notes.md": "3d12a401e9decb55a2f4f3b2bfa0d360ef5110f63a0469dfe285654e78054190",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "audit-llama-runtime-state",
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
new file mode 100644
index 00000000..4acda520
--- /dev/null
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
@@ -0,0 +1,149 @@
+{
+  "schema_version": 1,
+  "id": "inferrsi.common.skills.audit_recurrent_kv_finalization",
+  "title": "audit-recurrent-kv-finalization",
+  "repo": "inferrsi",
+  "tier": "contribution",
+  "backend": "common",
+  "component": "skills",
+  "scenario": "skills.discovery",
+  "status": "imported",
+  "summary": "Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage retirement. Use when shallow token exits leave deeper history or release order in question.",
+  "tags": [
+    "vllm-rlt",
+    "recurrent",
+    "kv-cache",
+    "early-exit",
+    "last-exited",
+    "shared",
+    "validity",
+    "completion",
+    "lifetime"
+  ],
+  "origin": [
+    "external"
+  ],
+  "sources": [
+    {
+      "type": "git",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
+      "paths": [
+        "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE",
+        "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+        "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/metadata.json",
+        "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/NOTICE.md",
+        "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-identity.json",
+        "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-notes.md",
+        "src/inferrsi/data/skill_library/skill-index.json"
+      ],
+      "content_sha256": "a468d75f25e77b96e6fb5376692f7a89c0464cc00d4df035f1dc6cc923f713cc"
+    }
+  ],
+  "index_type": "packaged-skill",
+  "skill_documents": {
+    "original": "data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md"
+  },
+  "checkout_ref": "checkout:audit-recurrent-kv-finalization",
+  "source_files": {
+    "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE": "cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30",
+    "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md": "a468d75f25e77b96e6fb5376692f7a89c0464cc00d4df035f1dc6cc923f713cc",
+    "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/metadata.json": "c165137e92ed4f33b6c73e55d08e90a7f52133d045c23200b979f0e584f462bb",
+    "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/NOTICE.md": "cca794656897ecdc37f983f7f23c4cd12306dbe3c9cd2f54fece6340753ae4cf",
+    "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-identity.json": "5e52db0a0bda4673b9aac46a3fc035b824780def72921fee6796edb2ed9fca65",
+    "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-notes.md": "0956f59cd9a1fac27da53228dd60c51a07b87639a43c09bfab296c4aeeceaab9",
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
+  },
+  "skill_metadata": {
+    "name": "audit-recurrent-kv-finalization",
+    "description": "Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage retirement. Use when shallow token exits leave deeper history or release order in question.",
+    "profile": "local-skill-v1",
+    "schema_version": 1,
+    "kind": "skill",
+    "origin": [
+      "external"
+    ],
+    "status": "candidate",
+    "empirical_validation": "not_run",
+    "license": "Apache-2.0",
+    "tags": [
+      "vllm-rlt",
+      "recurrent",
+      "kv-cache",
+      "early-exit",
+      "last-exited",
+      "shared",
+      "validity",
+      "completion",
+      "lifetime"
+    ],
+    "sources": [
+      {
+        "type": "git",
+        "url": "https://github.com/InferMatrixLab/vllm-rlt",
+        "commit": "4a350344027960a48384626aa646f1765fda6d4f",
+        "paths": [
+          "README.md",
+          "LICENSE",
+          "NOTICE",
+          "vllm_rlt/core/kv_cache_manager.py",
+          "vllm_rlt/worker/model_runner.py",
+          "tests/test_kv_cache.py",
+          "pyproject.toml",
+          "vllm_rlt/config.py",
+          "vllm_rlt/engine/stage_engine.py",
+          "vllm_rlt/core/scheduler.py",
+          "vllm_rlt/worker/executor.py",
+          "vllm_rlt/attention/__init__.py",
+          "vllm_rlt/attention/backend.py",
+          "vllm_rlt/models/ouro.py",
+          "vllm_rlt/layers/__init__.py",
+          "vllm_rlt/__init__.py",
+          "tests/conftest.py",
+          "vllm_rlt/request.py",
+          "vllm_rlt/worker/metadata.py",
+          "vllm_rlt/kernels/paged_attention.py",
+          "vllm_rlt/worker/buffers.py"
+        ],
+        "readset": "references/source-notes.md",
+        "identity": "references/source-identity.json",
+        "license": "Apache-2.0",
+        "third_party_notices": "references/NOTICE.md"
+      }
+    ],
+    "applicability": {
+      "scope": "Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED propagation versus SHARED, later depth-specific Torch-reference attention and normal release/wait/free order. No speculation, connector, preemption, prefix sharing, split/packed prefill or graph/static-buffer path qualification."
+    },
+    "limitations": [
+      "Source-derived candidate; native CPU/CUDA, model correctness/quality, performance and agent efficacy are not validated.",
+      "Allocated capacity, host written-position validity, copied K/V bytes, event recording and completed device work are distinct; host-row checks do not qualify DeviceKVMetadata.",
+      "Repository Apache-2.0 and retained model/configuration NOTICE attribution do not constitute a whole-tree or model-weight license audit."
+    ],
+    "provenance_readsets": [
+      "references/source-notes.md",
+      "references/source-identity.json"
+    ],
+    "references": [],
+    "consumption_mode": "packaged"
+  },
+  "applicability": {
+    "scope": "Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED propagation versus SHARED, later depth-specific Torch-reference attention and normal release/wait/free order. No speculation, connector, preemption, prefix sharing, split/packed prefill or graph/static-buffer path qualification."
+  },
+  "recommendations": [
+    "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
+    "Read the packaged references and owner-local cases alongside the procedure."
+  ],
+  "limitations": [
+    "This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
+    "The imported status describes this index, not the original skill; its declared status is candidate.",
+    "Reading or indexing does not authorize execution, validate efficacy, promote a candidate or grant a license.",
+    "The backend categorizes the procedure's hardware dependency; it does not certify compatibility, and skills.discovery is a discovery scenario.",
+    "Source-derived candidate; native CPU/CUDA, model correctness/quality, performance and agent efficacy are not validated.",
+    "Allocated capacity, host written-position validity, copied K/V bytes, event recording and completed device work are distinct; host-row checks do not qualify DeviceKVMetadata.",
+    "Repository Apache-2.0 and retained model/configuration NOTICE attribution do not constitute a whole-tree or model-weight license audit."
+  ],
+  "verification": {
+    "locally_verified": false,
+    "evidence_level": "guidance"
+  }
+}
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 5d4b38de..c57ae2eb 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
@@ -51,7 +51,7 @@
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json": "af4830370b6eddc2d176a9ae14da4ab56a90b0fe048a01a89ee051df4365d8e9",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "b67affbd7d237d82b7f51be49f1537e9820fe56ec70a71ee76809f9e599ca693",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "5dcf5fa7bf734fbe13214f57d2dfb40ff8215d9cd34e072a9e615bf103b82fc2",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "audit-sd-cpp-residency",
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 5a8b7ae5..da6ffaa4 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
@@ -45,7 +45,7 @@
     "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md": "b0a4ba4751087126143ef86983798deb0ed00e24b6ff06bf6ef76a9df6e274f2",
     "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/metadata.json": "2080a5435a66ade85d2d8318003afd7f25e37aa7942ba6b468992115de7fa20b",
     "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/references/source-notes.md": "d0fcfd1177ae2f351041c5b2abba7f5121cec133006d9e4dca8f74ddb567332d",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "audit-sglang-diffusion-lifetimes",
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 5a956fd0..5662885d 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
@@ -41,7 +41,7 @@
     "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md": "313733a65cc48442b18dda1c4665139a689963a90e1032a2235bc6f40e3a8e06",
     "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json": "d061abfaf80db3d1b5b34644e38281f9d623d1f49d1e17ef872ebd1a705d4b6c",
     "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/references/source-notes.md": "3665b034594fc8cc767c408002f4e16f8803369242405027c7f37ce6c9ecebe9",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "audit-vllm-kv-lifetimes",
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 23e31057..c21eb44f 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
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
@@ -45,7 +45,7 @@
     "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json": "ce52c99752ddb771adfa8ae3fba53844f64219513b5e88126f62351de3bb3f9d",
     "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/references/source-notes.md": "fd917bd5ac80bee9c9f4525f8e0300f6d67dc144e2a16632af42a67f3d53d098",
     "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/references/validation.md": "60e71e70c5519bcdf6c171eec2be2f342e8801bedd746d6005f11adc646dfaff",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "bound-windowed-attention-replay",
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 8034267e..aee6e5b1 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
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json",
@@ -45,7 +45,7 @@
     "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json": "d8f76d5a4294e3e951f095e5c5db6c48113a5f2fec12771209db0fb33ec631d9",
     "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/references/source-notes.md": "6fa955022f16cd598f44fd6521901d1cb868b06cec545cabe2b82769a641b5d6",
     "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/references/validation.md": "673d93f6700052974b340fab25b3438e0e6344960569ac9abec7d7720f662288",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "budget-speculative-verification",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index 15c3ae19..2600cefa 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
         "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
@@ -36,7 +36,7 @@
     "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md": "ac773c6f1c110a664dfca28a3ae9129b10c07614e60ca3640dea776220e7b352",
     "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json": "553406b95177a38d73ea6f305c30f361765a437dfe8cfec86c26d4c00e1ac41c",
     "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/references/source-notes.md": "9696d3c0ef96b6611787446bd6f96d4d6255ca8d107105de8c1d9af83edb9fa5",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "calibrate-serving-simulation",
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 b2328395..ebc4815b 100644
--- 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
@@ -25,8 +25,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
@@ -43,7 +43,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md": "fd1f5a7e6a55714730044155f5b38c1d700383d4e16c3e91963bbfbe1c773af5",
     "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json": "e0cf9b8e1b92899da1564df2f2fd5c842fa2113925b188358c4984f5e31712ce",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "cgroup-resource-controls",
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 fbfccf49..678b6f1e 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
         "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
@@ -44,7 +44,7 @@
     "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json": "5c18a225cd3b88051c57cb29d3d9cca3dcf18826aff86cef1cec39f315a1fc1d",
     "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/references/dlrover-persistence-replicas.md": "055f4357f79026fcbcc766bbe77db610376ec353623f8898f5d14a30ee69e7bc",
     "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/references/sources.md": "9425b1aab963a2c8d35f3db897bd15ee69699bf5b0d0c8425c3c8bba3e9a0233",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "checkpoint-recovery-consistency",
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 31c24c74..7e4bf473 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
         "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
@@ -36,7 +36,7 @@
     "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md": "25d04aed9782b2a8ff1186828becdc7fce93c4418039ceaef9b8dcc5ec9bcd24",
     "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json": "858fdd88c6bd2f118bd1d527bb37d47bcc2722cc6140d52ee4657e646cdce080",
     "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/references/source-notes.md": "9f9184d46b19312138a6e805e439e43dc0594a0cc6b46675255a582dc946ca5b",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "choose-parallel-training-plan",
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 e3b2b4b5..23ee7872 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/skill-index.json",
         "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md"
@@ -31,7 +31,7 @@
   },
   "checkout_ref": "checkout:cite-check-downstream-pr",
   "source_files": {
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1",
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad",
     "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md": "485932cdf3b1fba5dc69be73e75d38f86a7b79442d26e82a296c963a7598d226"
   },
   "skill_metadata": {
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 32a2fe35..17378a74 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/skill-index.json",
         "src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md"
@@ -31,7 +31,7 @@
   },
   "checkout_ref": "checkout:claim-contract",
   "source_files": {
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1",
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad",
     "src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md": "3af1dbbe81d91cb05fc2ef15a2ae25d7592a08558e1a5535f49c52f33a488c55"
   },
   "skill_metadata": {
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 2da293c2..50ad793f 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
         "src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
@@ -50,7 +50,7 @@
     "src/inferrsi/data/skill_library/repositories/comfy-ui/references/model-residency.md": "014c68386e7cdfdb7b4f566836e8b2ff61bd5a5a506e7b4723f83fe80c5d4de7",
     "src/inferrsi/data/skill_library/repositories/comfy-ui/references/repo-provenance.md": "ca996ef515af42a3ce304747fa3f12a31c00533deaace5ba2ce21aefa0a62e2e",
     "src/inferrsi/data/skill_library/repositories/comfy-ui/references/validation-boundaries.md": "1913dedbeb558d872d6a0e015cc11d822910c3cb259a236db29fb60ad8a64263",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "comfy-ui",
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 1c68c49b..397fbf48 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/skill-index.json",
         "src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md"
@@ -31,7 +31,7 @@
   },
   "checkout_ref": "checkout:competitor-scan",
   "source_files": {
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1",
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad",
     "src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md": "0ede58ace65a9324a538b4816add1684f230ba536d4364fe5a5dd2c0bbed3776"
   },
   "skill_metadata": {
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 2a6c75af..43dd9099 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
         "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json",
@@ -43,7 +43,7 @@
     "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md": "645139ee0c88ec865cad952e24cda35f4648d4b777b732c9b7d274b6c7830845",
     "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json": "2452e400592bc6e084981b27153f6936b5a12e7f3584951cb8e3373e9c27db4e",
     "src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/references/sources.md": "22afe4f4d77f441096cc657d55d763473bfcbea8fb531c8e493fe49ab84955f7",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "dcp-async-save-performance",
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 373400d3..c46cae34 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
         "src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json",
@@ -39,7 +39,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md": "53cc1867a13f54d1006d50517dea8848869ca50df3f0cd610b2424cc8d18c933",
     "src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json": "d8cfc7c93d0a96d5240f085732f3f6a45159c125238a693220687489d6fd1979",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "dense-performance-evidence",
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 a0035678..bf583a32 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json",
@@ -67,7 +67,7 @@
     "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/references/loongserve-readset.md": "f1a383e7bdbbd5a5a472d7f6e1292c8a17d4910ff736ca5a6aa422e1bee74f8c",
     "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/references/orca-readset.md": "a497ef23b7e60c0fbc15d95b7e07cd20547cfe56f37c24dfe6ed70d79ef7a3cf",
     "src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/source-notes.md": "84033fd514773f10c0bddd9914fabb980497ba2b308f226a922c3e1888413827",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "diagnose-vllm-admission-pressure",
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 8c916db4..4bedad68 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
         "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json",
@@ -46,7 +46,7 @@
     "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/references/ownership.md": "40688cc44183027efbf2fca8d3548c299cdf2e33fef54f76ab3549353eb9bd1b",
     "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/references/source-map.md": "10562a75683bd9bd07ec2e37a1cbd0f93f2534d6f85b55a566adb2d97485215f",
     "src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/references/validation.md": "5a0b854b87d091d7d505b0bdd5c03330052507a851ab6edf35b93a6675f2d4f7",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "diffusers-invocation-state",
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 af60e849..92120110 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/skill-index.json",
         "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md"
@@ -31,7 +31,7 @@
   },
   "checkout_ref": "checkout:draft-acceptance-issue",
   "source_files": {
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1",
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad",
     "src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md": "ce983acfb7d7d3272775e7cf00c92e4ddadd97511b602575a76e5ab7ade01b56"
   },
   "skill_metadata": {
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 1ea2334f..030a7e17 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
         "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json",
@@ -36,7 +36,7 @@
     "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md": "82d0099d3c33706f46c657d4fa7f76d3d486e019b36760d1de001921328a60cc",
     "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json": "9efdc98c82784f818994d9edc3ce5411ea38c7904f81ceefa15357dc1c94bd2e",
     "src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/references/source-notes.md": "ea416831fd7d0874e06d0a76fb0c7196df53072b717673a0cdf635db6bfd917b",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "evaluate-elastic-serving-placement",
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 4fcc1614..7b4016a5 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json",
@@ -48,7 +48,7 @@
     "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/references/generation-batch.md": "f16d3c57d45e63bcaffd3871aa41c76972ee11f7dbf1e12b45d9b170303cad9b",
     "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/references/source-map.md": "91d26181f246307f2113f94b12ac9587d689b654dcd216e9f14b11cf5ebb650c",
     "src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/references/validation.md": "73b5dd347017baba519ecc85415aead9993c1751d116b9ba4f07689f58c5f783",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "generation-cache-lifecycle",
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 cfe27f97..2eb3402c 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json",
@@ -51,7 +51,7 @@
     "src/inferrsi/data/skill_library/hardware/host/host-memory-management/references/vllm-ascend-LICENSE.md": "c71d239df91726fc519c6eb72d318ec65820627232b2f796219e87dcf35d0ab4",
     "src/inferrsi/data/skill_library/hardware/host/host-memory-management/references/vllm-ascend-native-offload-readset.json": "cc6c2011be746002ba3ff96ccefab1809863748ddd17eb102b75e7b0e134fe55",
     "src/inferrsi/data/skill_library/hardware/host/host-memory-management/references/vllm-ascend-native-offload.md": "6c2a72b5ba3708a01d229e0576570837a617e6a42dbb0b5312a26a65a6c31542",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "host-memory-management",
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 82f9d650..2adcffef 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json",
@@ -42,7 +42,7 @@
     "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md": "36ef88826a32ac3147b869001004ded17a8d5a491e25bfe105005ba39ea9d1eb",
     "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json": "90941490debf1ec9f02310fa033658ec294a8e968783d4bb9d004bcded0f73fe",
     "src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/references/deepinfer-zero-overhead-scheduling.md": "f452bf40132c9195d739f1c86b3aa18857138c7ed0f1861af5853d93b9955924",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "host-overhead-optimization",
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 d61c7273..9d739813 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
         "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json",
@@ -52,7 +52,7 @@
     "src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json": "d5d375d5b8ad4bdc80346f8fee44de37fe0bd88bb93902768f23f5cd30b632d8",
     "src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/benchmark-commands.md": "0898424e0bff3a6246e1eeeda6abd6c5bd974c047fe32f3bbd5ab9d31ce17cd3",
     "src/inferrsi/data/skill_library/methods/inference-benchmark-design/references/task-benchmark-selection.md": "0d4bb080a754e26846e81680023db0dff5e6a4c96be4327c411c3b72ac4ef8e2",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "inference-benchmark-design",
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 be87c217..b67a6450 100644
--- 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
@@ -21,8 +21,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
         "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json",
@@ -55,7 +55,7 @@
     "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/qwen-b300-rejected-directions.json": "a2df4056af372fbbb2fbe90db01acc926fad78775844fa91cff8bc2f3286ff58",
     "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/qwen-b300-rejected-directions.md": "fdcadb4488e29ca45edf21a350ed28ed4f6c6a9fb4772a61d90ca8f62ce5bb04",
     "src/inferrsi/data/skill_library/methods/inference-optimization-casebook/metadata.json": "6aa0dd8ae9a8b45d770593f236ce39a6c2e06a8e67ad7176b47d484686028f63",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "inference-optimization-casebook",
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 acb88527..f372ab91 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
         "src/inferrsi/data/skill_library/methods/kernel-writing-guide/metadata.json",
@@ -47,7 +47,7 @@
     "src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md": "01fb1712d7eb988c5e412f02340d2e48b4f8564fcf4ab232dc5897869d0d50a0",
     "src/inferrsi/data/skill_library/methods/kernel-writing-guide/metadata.json": "a16a3c72a82c25794b5493ff5037e7baec37a1469a823497f96be362ad6c28f0",
     "src/inferrsi/data/skill_library/methods/kernel-writing-guide/references/akg-affine-tail-guards.md": "113deb2db10b171db3425bb3f1792bee763706b794c8cc2e222b4cc0d0114118",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "kernel-writing-guide",
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 c505d739..80a01e61 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
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json",
@@ -42,7 +42,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md": "e4b78f368d70c8abb74a935acb910414015f1aeec1b50f7a295e836822ec4b27",
     "src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json": "20f7989a27a438170e4f59eb6bf0691dec25bb3ea7bcb8cc3d364e48b9a698bd",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "kv-tier-management",
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 f71db613..227ee1e5 100644
--- 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
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
         "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json",
@@ -46,7 +46,7 @@
     "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/references/execution-lifetime.md": "c4bc41e08aca68f661325f61e6f0db1760a079dc362f295c847bdc374fee3bf6",
     "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/references/source-map.md": "798b9cb89ed6b885eb47464ca9f137d2802a54571b9327e631d7742d3e5abd5d",
     "src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/references/validation.md": "ebfc00bf7d6ab0a1dc415953ae84d56ccdc713d5614aff85e433c4a843793bff",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "lazy-evaluation-stream-lifetimes",
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 1247e3db..b715939d 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/skill-index.json",
         "src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
@@ -54,7 +54,7 @@
   },
   "checkout_ref": "checkout:npu-skill-factory",
   "source_files": {
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1",
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad",
     "src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md": "74cd863df2e80dc2bda1713d24207809173a3116f30325e3487e1e3517cfec1e",
     "src/inferrsi/data/skill_library/workflows/npu-skill-factory/metadata.json": "8d82e5e7bf2eece16056076e1ab888669330c2533fee26fabe747fbb551e1388",
     "src/inferrsi/data/skill_library/workflows/npu-skill-factory/references/papers-20261015/COMPARISON.md": "38587678a96581f5c2dc697d982127343565504bffa191352811dffcc165aa23",
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 f4490072..6cb003df 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
         "src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json",
@@ -51,7 +51,7 @@
     "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/knowledge/adaptation-interfaces.md": "5e761957cb5ecd93926e6ffc13deee7c830c6e8f0ee3c3846e9dd3b50dc74446",
     "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/references/source-notes.md": "54d83c3713045d59a48821bcf93598374ba4a630e3891ad39498f919317c4fb8",
     "src/inferrsi/data/skill_library/methods/optimization-search-policy/references/papers-20261015/updates/optimization-search-policy.md": "d3db44fa9a6831b86a02c638b323ed943e69fe256866213f10d68c72d762879e",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "optimization-search-policy",
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 cb5efe46..047b80d0 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json",
@@ -44,7 +44,7 @@
     "src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md": "2003492e4d89fde0443b180d74933e764bd1979435e109c8d26e20eb8f6e5053",
     "src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json": "88cea21bc171c8ef89b73013672cca7c3af1e15eab00e388dd05b114368c1411",
     "src/inferrsi/data/skill_library/hardware/host/os-process-placement/references/llama-numa-thread-readset.md": "748b254b3b043a5ddb0f480eb4a566854d27eedd7b111499863e9bf0a5a6951e",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "os-process-placement",
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 c7d79b63..e4ba0238 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
         "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json",
@@ -72,7 +72,7 @@
     "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/papers-20261015/references/inferencebench.md": "21f47111197a0b7f8d6384ea918d139dc8318a62ca3313ce060048271f50b639",
     "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/papers-20261015/references/prior-coverage.md": "35d47ac078591221fcb666219bcd824f9400fc17aafecdc0499d8336f7178238",
     "src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/papers-20261015/references/vidur.md": "d38602af5219f5feeb49e6cd6bf53d66098c77fad141dae676f1d8a6743cf25d",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "performance-ceiling-analysis",
diff --git 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
index 87a7c4cb..41411e16 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
         "src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
@@ -36,7 +36,7 @@
     "src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md": "542d8a1e6963f5019986e1fbd79d3a247a045a51487c09313026087ac457c15e",
     "src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json": "858fdd88c6bd2f118bd1d527bb37d47bcc2722cc6140d52ee4657e646cdce080",
     "src/inferrsi/data/skill_library/methods/plan-activation-residency/references/source-notes.md": "5ff52655cfd06fcf970ed2a7d4d4fe1c31115b102af2d41497de0c74848ed2b3",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "plan-activation-residency",
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 690d1364..7c362474 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
         "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json",
@@ -41,7 +41,7 @@
     "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md": "7e20d3390f2501263e5e298e026c47cac16c234f2397833131e15ae5d34c0b97",
     "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json": "bbde3cec2545a2613653ec521053f972235742fb53b630badcffd9a61fa5f19f",
     "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/references/capability-presence-audit.md": "c21eb4a6aabe811a49a6540a34c54dbcfdcf7efae3052a79b54034c7838026a5",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "repository-evolution-analysis",
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 2488e7bd..f48a8143 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/skill-index.json",
         "src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md"
@@ -31,7 +31,7 @@
   },
   "checkout_ref": "checkout:rsi-evidence",
   "source_files": {
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1",
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad",
     "src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md": "a55610874b658b86a39a1a049efb4e4eab0140f6579ed74dd7718a4ca8cedaca"
   },
   "skill_metadata": {
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 9a492e08..d1449a38 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
         "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json",
@@ -39,7 +39,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md": "9cd37f21fe0d862069e4798edca8a04d59f8b840e55d521901594a63dddd9ba3",
     "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json": "3132b700334856ab8e1eec4396bcb57627e987adf28cb86d5dc7974820ee9968",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "skill-evolution-playbook",
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 16d5d404..c3b62016 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -42,7 +42,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md": "63b883c10a8d3e7d918abfc7175b72e2b401ff1e02697f94b8382ec1c8f369b7",
     "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json": "1d3195ca8ac8e1b0e94acda01863b83046cff7d773e8131e9f3f925150bad66e",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "storage-io-measurement",
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 ea6f6294..248ad549 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
         "src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
@@ -43,7 +43,7 @@
     "src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md": "64bd2c6b795d966045d1d3cca55976d3d49b08b06df7c7e06a70c2824cf55b7e",
     "src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json": "f971cbd0b9ee12afa896227fbc2625c97d307a250a31634c76611da1977855e8",
     "src/inferrsi/data/skill_library/methods/training-input-pipeline/references/sources.md": "60e0f3e88655d8e1d5eb4797f39ca4370deda01614f265b8d2ea4559d8ac020f",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "training-input-pipeline",
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 c2b0c35b..ef099ce2 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
         "src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
@@ -57,7 +57,7 @@
     "src/inferrsi/data/skill_library/methods/training-resource-budget/references/papers-20261015/references/source-readset.md": "2a5c166767f56fa47e7eba7386f1f36da8cb73702e5b5bbe14d6a456ca9ebfae",
     "src/inferrsi/data/skill_library/methods/training-resource-budget/references/sources.md": "6d248f58af8b350fc66c22898988d6f451ac60d03bcd805cd6e84df5e55174ac",
     "src/inferrsi/data/skill_library/methods/training-resource-budget/references/stas-decision-notes.md": "f1a993e6c4ca9a035a2effcaf5500081f227b0cc56cc885a6b22fda0041fc744",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "training-resource-budget",
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 befbb970..88f9b288 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
@@ -26,8 +26,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "paths": [
         "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
         "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
@@ -48,7 +48,7 @@
     "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json": "71cd6227a8d8c2ecbd9a9853162b096df7cd940a7818137ac123b660dd57e718",
     "src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/fastsafetensors-transfer-readset.md": "5a39f14b102b0cee304541e011aa31e44e6b13527d1bee9987c3f3b66c064d3d",
     "src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/llama-loading-readset.md": "6c640f28ee3f0253a17b81461c865cb9f947367002cb75bf72550c4572d02e97",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "weight-loading-optimization",
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 5eb85a4c..d717fafd 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -45,7 +45,7 @@
     "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json": "4e6100dfb9fc7bc00b19915f4fd38ad509704f2a609c658adf4d632d4e05b6c1",
     "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/references/afd-plugin-LICENSE.md": "0e8566ea362276878e1f38f97da49964dbea301c15d4aa9d727f97a4c39fd943",
     "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/references/source-notes.md": "5073d87450cb60d1b245308dff8807e73749c07de976d50f2fa26694fad81a72",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "audit-afd-p2p-exchanges",
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 20257222..cedfc682 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -52,7 +52,7 @@
     "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/references/papers-20261015/cases/partitioning-after-fusion.md": "4d4cabe0991eab554dcfbd4fa9c8199e61fa4767709b0c4cd646e2588bb398a2",
     "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/references/papers-20261015/knowledge/attention-cost-model-boundaries.md": "5ed8f888443e38ccb72545b6025447aab7b92936f78c151fed680e582126239b",
     "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/references/sources.md": "53436e0de4e6dda2d29426591bf61f8526378cdc6f9ec7967b88b1bcd4c61e6f",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "diagnose-attention-bottlenecks",
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 5d076d75..7a43e0b4 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -40,7 +40,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md": "326e566fbe30d3ba04e4b50c3e87aad9df037f0ac4ad6fe129165ae97dc5f91d",
     "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json": "e89f1fbbfdf63b666d42adec7826eb4b4a80428b288e476ddb9c977d9aeb3ab2",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "host-overhead-profiling",
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 fad0f0e2..18c7361a 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/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0115f1be0539b704b393cffd97598d8bb076bd0c/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+      "commit": "0115f1be0539b704b393cffd97598d8bb076bd0c",
       "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",
@@ -72,7 +72,7 @@
     "src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/references/source-inventory.json": "1dc09c895c970a0c9708158bcc6dd65cdb736274fd2c35d44542c70407d3849d",
     "src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/references/sources.md": "6b74b9e774f2a80db0860510d9e6940d36284430f29c1e124f115a9eaf25833d",
     "src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/references/synchronization.md": "4322f6b3c0e4368bf8c192b4ec752529767f50d19c0c38dad8fdf9cd781e41d9",
-    "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
+    "src/inferrsi/data/skill_library/skill-index.json": "5d5e722125a2997b41db5befd1fe52b87e20e88597ffe3b142f0cca3c65032ad"
   },
   "skill_metadata": {
     "name": "reason-hopper-kernels",
diff --git a/src/inferrsi/data/skill_library/README.md b/src/inferrsi/data/skill_library/README.md
index 1e41f230..5ffb213a 100644
--- a/src/inferrsi/data/skill_library/README.md
+++ b/src/inferrsi/data/skill_library/README.md
@@ -1,6 +1,6 @@
 # InferRSI skill library
 
-The English-only library contains **81 skill documents**: 60 registered skills
+The English-only library contains **82 skill documents**: 61 registered skills
 and 21 engine and research-router skills. Complete procedures, metadata,
 references, cases and source notices ship with the package.
 
@@ -20,7 +20,7 @@ existing resource directory.
 
 ## Read registered skills
 
-[`skill-index.json`](skill-index.json) maps 60 stable skill IDs to their canonical
+[`skill-index.json`](skill-index.json) maps 61 stable skill IDs to their canonical
 paths and backend scopes. Install the optional `skills` extra for these commands:
 
 ```bash
@@ -118,7 +118,7 @@ guidance; it establishes no cross-pin implementation compatibility.
 
 Five repository entry skills, 15 focused sub-skills and one research router
 provide source-grounded procedures. These 21 documents are available through
-the links and catalog records below, separately from the 60-ID registry.
+the links and catalog records below, separately from the 61-ID registry.
 The registered ComfyUI and stable-diffusion.cpp audits are listed alongside
 these imports and use generated abstracts rather than runtime repository packs.
 
@@ -128,6 +128,7 @@ these imports and use generated abstracts rather than runtime repository packs.
 | stable-diffusion.cpp source audit | Native image weight/runtime capacity and protected segment prefetch; source-derived candidate | [Skill](repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | [Record](../repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json) |
 | h3.c / MiniMax-H3 source audit | Conditioning, AdaLN precompute, phased/cached residency, precision and BF16 SSD streaming; source-derived candidate | [Skill](repositories/h3-c/audit-h3-runtime-residency/SKILL.md) | [Record](../repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json) |
 | AFD plugin P2pNccl audit | CUDA eager dense-FFN rank namespaces and per-stage/per-peer payload ownership; source-derived candidate | [Skill](repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md) | `inferrsi.cuda.skills.audit_afd_p2p_exchanges` |
+| vLLM-RLT source audit | Synchronous early-exit KV propagation, later deeper attention and normal storage retirement; source-derived candidate | [Skill](repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | [Record](../repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json) |
 | Strata | Heterogeneous MoE, placement, memory and speculative execution | [Skill](repositories/strata/SKILL.md) | [Records](../repo_packs/strata/knowledge/README.md) |
 | vLLM | Token scheduling, KV ownership and parallel execution | [Skill](repositories/vllm/SKILL.md) | [Records](../repo_packs/vllm/knowledge/README.md) |
 | SGLang | Radix/HiCache, prefill/decode, extensions and a separately pinned [diffusion lifetime candidate](repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md) | [Skill](repositories/sglang/SKILL.md) | [Records](../repo_packs/sglang/knowledge/README.md) |
diff --git a/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE
new file mode 100644
index 00000000..d6456956
--- /dev/null
+++ b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE
@@ -0,0 +1,202 @@
+
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
+      control with that entity. For the purposes of this definition,
+      "control" means (i) the power, direct or indirect, to cause the
+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source or
+      Object form, made available under the License, as indicated by a
+      copyright notice that is included in or attached to the work
+      (an example is provided in the Appendix below).
+
+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
+
+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
+      or by an individual or Legal Entity authorized to submit on behalf of
+      the copyright owner. For the purposes of this definition, "submitted"
+      means any form of electronic, verbal, or written communication sent
+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
+      Licensor for the purpose of discussing and improving the Work, but
+      excluding communication that is conspicuously marked or otherwise
+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      copyright license to reproduce, prepare Derivative Works of,
+      publicly display, publicly perform, sublicense, and distribute the
+      Work and such Derivative Works in Source or Object form.
+
+   3. Grant of Patent License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      (except as stated in this section) patent license to make, have made,
+      use, offer to sell, sell, import, and otherwise transfer the Work,
+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
+      with the Work to which such Contribution(s) was submitted. If You
+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
+          attribution notices from the Source form of the Work,
+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
+          as part of the Derivative Works; within the Source form or
+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
+      Work (including but not limited to damages for loss of goodwill,
+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
+      of your accepting any such warranty or additional liability.
+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
+      replaced with your own identifying information. (Don't include
+      the brackets!)  The text should be enclosed in the appropriate
+      comment syntax for the file format. We also recommend that a
+      file or class name and description of purpose be included on the
+      same "printed page" as the copyright notice for easier
+      identification within third-party archives.
+
+   Copyright [yyyy] [name of copyright owner]
+
+   Licensed under the Apache License, Version 2.0 (the "License");
+   you may not use this file except in compliance with the License.
+   You may obtain a copy of the License at
+
+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.
diff --git a/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md
new file mode 100644
index 00000000..fdfb7147
--- /dev/null
+++ b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md
@@ -0,0 +1,53 @@
+---
+name: audit-recurrent-kv-finalization
+description: Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage retirement. Use when shallow token exits leave deeper history or release order in question.
+---
+
+# Audit recurrent KV finalization
+
+Use this procedure to distinguish copied KV contents, logical written positions and completion ownership in the pinned vLLM-RLT implementation. This is candidate source guidance; backend correctness, model quality, performance and agent efficacy remain unverified.
+
+## Select the supported path
+
+Record the repository revision, model/configuration, recurrent-layer set, total loops, cache layout, block size, dtype/device, selected attention backend and effective execution flags. The [source map](references/source-notes.md) pins the inspected implementation and its assumptions.
+
+The bounded path is native Ouro with synchronous scheduling, host-owned `KVMetadata`, no speculation or connector, preemption disabled, atomic prefill, and graphs/static buffers/packed prefill disabled. The Torch reference consumer is traced. CUDA event operations are source observations; they do not qualify a native kernel or a different backend. `common` catalog placement is discovery scope.
+
+Use another investigation for `DeviceKVMetadata`, asynchronous preemption/speculation, split/packed prefill, boundary-KV models, transfers, prefix sharing or memory-capacity planning. Record a changed condition before extending this procedure.
+
+## Two invariants
+
+1. For LAST_EXITED, copy the final executed recurrent-layer K/V into only the skipped deeper planes before later attention consumes that history. Preserve values already computed at shallower/executed depths. Allocated pages, written-position validity and copied data are different facts. SHARED has one plane for every depth and performs no deeper-plane propagation.
+2. Keep completion ownership through finalization and later consumers, then retire runner resources before releasing cache references. A recorded event provides an ordering handle; only the appropriate wait establishes the completion needed by its consumer or reclaimer.
+
+## Trace one token and its next consumer
+
+1. **Resolve the exit boundary.** Follow the completed recurrent output into the scheduler. It increments `loops_done`, applies the selected exit policy and enqueues CODA when exiting. The cache exit depth is zero-based `loops_done - 1`; CODA's execution descriptor uses zero for boundary addressing and is not the token's actual completed-loop count.
+2. **Follow the copying caller.** The engine applies `finalize_many(exited)` before returning the update. With synchronous execution, the runner has no async state and selects ordinary `finalize`. If a CUDA boundary stream and preceding request event exist, it waits for that predecessor, calls `finalize_token`, then records the new request event. Recording is not a host wait.
+3. **Separate data from validity.** Identify the source plane/page/offset at the exit depth and destinations strictly deeper than it. The manager first requires the configured recurrent layers to have written the exit position. LAST_EXITED copies those layers' K/V to each skipped plane, then records their written positions. `mark_finalized` updates bookkeeping without copying and cannot replace this synchronous path. SHARED maps every depth to plane zero and returns without a propagation copy.
+4. **Check the complete history.** The host tracker maintains a contiguous prefix plus sparse pending positions. A position in a later gap does not make the whole prefix readable. The selected host-row attention path requires all positions through the current query; reserved capacity is not evidence of that history. Do not infer these host checks for device-owned metadata.
+5. **Follow a later deeper token.** CODA appends the generated token; the next PRELUDE resets loop progress. Immutable execution spans bind the new position and recurrence depth. Metadata retains the allocation identity and selects that depth's block table. Ouro's recurrent layers write current K/V before calling prepared attention. The traced Torch consumer gathers K/V through the selected table and context length, including finalized earlier tokens. Confirm the request's next submission waits on its preceding recorded event when a separate stream is used.
+6. **Follow normal retirement.** The engine calls runner `release` before scheduler `finish`. Runner release synchronizes the latest recorded event when present, then recycles its slot and drops request RNG ownership. Scheduler finish calls cache `free`, removes request state, and drops allocation references. A block becomes reusable when its reference count reaches zero. This does not erase stale physical bytes, free the whole tensor pool, or establish transfer/prefix-sharing retirement.
+
+## Decisive observations
+
+| Observation | Interpretation / next check |
+|---|---|
+| Deeper plane still holds a sentinel after `mark_finalized` | Bookkeeping was observed; copying has not been established. Locate the actual copying producer. |
+| Allocated pages exist but the written prefix has a hole | The later read is not established. Trace the missing write/finalization; do not manufacture validity flags. |
+| Executed shallower data changes during deeper propagation | Compare source/destination depth and recurrent-layer selection against the copy contract. |
+| SHARED reports one plane for every depth | Do not apply LAST_EXITED's physical-copy or per-depth-isolation expectations. |
+| Event was recorded but release/wait ordering is unknown | Completion/reuse remains unestablished. Follow the last consumer and event owner before attributing stale data to allocation. |
+| New request reuses old pages | Old bytes are not logical history. Check fresh allocation identity and written state before attention. |
+
+## Verify and recover within scope
+
+For an authorized native CPU check, use real Torch tensors with the original manager and Torch attention path. Exercise distinct values at executed and skipped depths, a later deeper token across a page boundary, SHARED as a control, premature finalization, an unwritten prefix and reused pages. A bookkeeping-only sentinel case must distinguish marking from copying. Preserve the exact input/layout/dtype tuple and outputs.
+
+If a prerequisite or complete-prefix check fails, retain the first failing token/depth/layer and producer/consumer identities. Trace the missing operation instead of bypassing the check, substituting `mark_finalized`, or releasing pages early. If the execution flags or metadata owner leave the selected path, stop the conclusion and obtain a new bounded source/runtime check.
+
+Report separately: source call order, actual data/validity observations, actual completion evidence, and unrun model/backend/performance checks. CPU manager checks cannot prove CUDA completion, end-to-end output equivalence or a speedup.
+
+## Sources and notices
+
+Read the owner-local [source observations and exact anchors](references/source-notes.md) and [immutable file ledger](references/source-identity.json) as needed. The retained [Apache-2.0 license](LICENSE) and [NOTICE](references/NOTICE.md) preserve upstream model/configuration attribution. These are source provenance, not a model-weight license audit.
diff --git a/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/metadata.json b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/metadata.json
new file mode 100644
index 00000000..93be144c
--- /dev/null
+++ b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/metadata.json
@@ -0,0 +1,70 @@
+{
+  "profile": "local-skill-v1",
+  "schema_version": 1,
+  "kind": "skill",
+  "origin": [
+    "external"
+  ],
+  "status": "candidate",
+  "empirical_validation": "not_run",
+  "license": "Apache-2.0",
+  "tags": [
+    "vllm-rlt",
+    "recurrent",
+    "kv-cache",
+    "early-exit",
+    "last-exited",
+    "shared",
+    "validity",
+    "completion",
+    "lifetime"
+  ],
+  "sources": [
+    {
+      "type": "git",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt",
+      "commit": "4a350344027960a48384626aa646f1765fda6d4f",
+      "paths": [
+        "README.md",
+        "LICENSE",
+        "NOTICE",
+        "vllm_rlt/core/kv_cache_manager.py",
+        "vllm_rlt/worker/model_runner.py",
+        "tests/test_kv_cache.py",
+        "pyproject.toml",
+        "vllm_rlt/config.py",
+        "vllm_rlt/engine/stage_engine.py",
+        "vllm_rlt/core/scheduler.py",
+        "vllm_rlt/worker/executor.py",
+        "vllm_rlt/attention/__init__.py",
+        "vllm_rlt/attention/backend.py",
+        "vllm_rlt/models/ouro.py",
+        "vllm_rlt/layers/__init__.py",
+        "vllm_rlt/__init__.py",
+        "tests/conftest.py",
+        "vllm_rlt/request.py",
+        "vllm_rlt/worker/metadata.py",
+        "vllm_rlt/kernels/paged_attention.py",
+        "vllm_rlt/worker/buffers.py"
+      ],
+      "readset": "references/source-notes.md",
+      "identity": "references/source-identity.json",
+      "license": "Apache-2.0",
+      "third_party_notices": "references/NOTICE.md"
+    }
+  ],
+  "applicability": {
+    "scope": "Pinned vLLM-RLT native Ouro synchronous scheduling with host KVMetadata: LAST_EXITED propagation versus SHARED, later depth-specific Torch-reference attention and normal release/wait/free order. No speculation, connector, preemption, prefix sharing, split/packed prefill or graph/static-buffer path qualification."
+  },
+  "limitations": [
+    "Source-derived candidate; native CPU/CUDA, model correctness/quality, performance and agent efficacy are not validated.",
+    "Allocated capacity, host written-position validity, copied K/V bytes, event recording and completed device work are distinct; host-row checks do not qualify DeviceKVMetadata.",
+    "Repository Apache-2.0 and retained model/configuration NOTICE attribution do not constitute a whole-tree or model-weight license audit."
+  ],
+  "provenance_readsets": [
+    "references/source-notes.md",
+    "references/source-identity.json"
+  ],
+  "references": [],
+  "consumption_mode": "packaged"
+}
diff --git a/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/NOTICE.md b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/NOTICE.md
new file mode 100644
index 00000000..4e818fb8
--- /dev/null
+++ b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/NOTICE.md
@@ -0,0 +1,14 @@
+vllm-rlt
+
+The native Ouro model and configuration adapt the architecture published by
+ByteDance in ByteDance/Ouro-1.4B, revision
+574fa66cb8bf5abdc979642d01cf2b79b16bfab1, under the Apache License, Version 2.0.
+https://huggingface.co/ByteDance/Ouro-1.4B
+
+Upstream model/configuration sources include the following attribution:
+Copyright 2024 The Qwen team, Alibaba Group and the HuggingFace Inc. team.
+All rights reserved.
+
+vllm-rlt modifies the execution structure, configuration handling, model loading,
+and attention integration for standalone loop-level scheduling and depth-aware
+paged KV caching. It does not include an upstream CDB runtime implementation.
diff --git a/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-identity.json b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-identity.json
new file mode 100644
index 00000000..911fa335
--- /dev/null
+++ b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-identity.json
@@ -0,0 +1,471 @@
+{
+  "repository": "InferMatrixLab/vllm-rlt",
+  "repository_id": 1363830789,
+  "legacy_repository": "ThinkFlowLab/vllm-rlt",
+  "revision": "4a350344027960a48384626aa646f1765fda6d4f",
+  "tree": "4c2cab1f497513ea0590060eb53ee0b179a5bf70",
+  "license": "Apache-2.0",
+  "notice": "ByteDance/Ouro-1.4B model/configuration lineage; Qwen/Alibaba/HuggingFace attribution retained",
+  "scope": "synchronous native Ouro host KVMetadata finalization/next-attention/normal retirement; bounded source read, no upstream execution",
+  "files": [
+    {
+      "path": "README.md",
+      "blob": "b742543ff16ab36c7f0c7e26f9451f8e3c496f45",
+      "content_sha256": "a37582a0de0d1937b5a9a44d6dae607f72c177276bd5acc4b7ffb987f63573ee",
+      "bytes": 16611,
+      "ranges": [
+        [
+          70,
+          75
+        ]
+      ],
+      "evidence": "intake acquisition2026-10-23 carried; selected ranges reread and local blob identity checked for construction"
+    },
+    {
+      "path": "LICENSE",
+      "blob": "d645695673349e3947e8e5ae42332d0ac3164cd7",
+      "content_sha256": "cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30",
+      "bytes": 11358,
+      "ranges": [
+        [
+          1,
+          16
+        ]
+      ],
+      "evidence": "intake acquisition2026-10-23 carried; selected ranges reread and local blob identity checked for construction"
+    },
+    {
+      "path": "NOTICE",
+      "blob": "4e818fb84c79f6f8dee13c559765e516a1f0a58f",
+      "content_sha256": "cca794656897ecdc37f983f7f23c4cd12306dbe3c9cd2f54fece6340753ae4cf",
+      "bytes": 662,
+      "ranges": [
+        [
+          1,
+          14
+        ]
+      ],
+      "evidence": "intake acquisition2026-10-23 carried; selected ranges reread and local blob identity checked for construction"
+    },
+    {
+      "path": "vllm_rlt/core/kv_cache_manager.py",
+      "blob": "3bb6bf02ca0bdb65b3c709f6f82a8a1025faaa51",
+      "content_sha256": "38c97d7f087acd6d23ca4c2cfc9e2c035c48934b904b0012f74ebef228d0a515",
+      "bytes": 35108,
+      "ranges": [
+        [
+          17,
+          28
+        ],
+        [
+          32,
+          50
+        ],
+        [
+          88,
+          145
+        ],
+        [
+          191,
+          218
+        ],
+        [
+          358,
+          365
+        ],
+        [
+          427,
+          468
+        ],
+        [
+          513,
+          520
+        ],
+        [
+          565,
+          618
+        ],
+        [
+          643,
+          795
+        ]
+      ],
+      "evidence": "intake acquisition2026-10-23 carried; selected ranges reread and local blob identity checked for construction"
+    },
+    {
+      "path": "vllm_rlt/worker/model_runner.py",
+      "blob": "58e3414f1757f98bf5ebf3bb7b90fe3ecd9fdd22",
+      "content_sha256": "9bbd2a00a6d79d5a5e39d833e7aef4affc2b767bbf46e38925374d7175be138e",
+      "bytes": 60675,
+      "ranges": [
+        [
+          1,
+          24
+        ],
+        [
+          107,
+          149
+        ],
+        [
+          160,
+          198
+        ],
+        [
+          310,
+          357
+        ],
+        [
+          705,
+          811
+        ],
+        [
+          842,
+          931
+        ],
+        [
+          972,
+          1025
+        ],
+        [
+          1081,
+          1121
+        ],
+        [
+          1139,
+          1259
+        ],
+        [
+          1278,
+          1375
+        ]
+      ],
+      "evidence": "intake acquisition2026-10-23 carried; selected ranges reread and local blob identity checked for construction"
+    },
+    {
+      "path": "tests/test_kv_cache.py",
+      "blob": "d49c59f25b1e5cdc493cebaab56dda3cb90cee7e",
+      "content_sha256": "975a4bfe8c772e85b5ef8c97c4955f489aebf81f19e1b48f7a159c60e32608fd",
+      "bytes": 15192,
+      "ranges": [
+        [
+          1,
+          12
+        ],
+        [
+          38,
+          110
+        ],
+        [
+          116,
+          127
+        ],
+        [
+          168,
+          174
+        ],
+        [
+          216,
+          258
+        ]
+      ],
+      "evidence": "intake acquisition2026-10-23 carried; selected ranges reread and local blob identity checked for construction"
+    },
+    {
+      "path": "pyproject.toml",
+      "blob": "93a60a771e34d7b4a2b5d8339ea995e3084d2616",
+      "ranges": [
+        [
+          1,
+          46
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/pyproject.toml",
+      "bytes": 1276,
+      "content_sha256": "ebe2999a760158d24c84a24119597cd9ddbc5c5ea03dca322f0ace9bb173cdff",
+      "line_count": 52
+    },
+    {
+      "path": "vllm_rlt/config.py",
+      "blob": "f2ae9511be0a2bb02a448b150f464f0bb5aa19bf",
+      "ranges": [
+        [
+          11,
+          47
+        ],
+        [
+          84,
+          144
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/config.py",
+      "bytes": 6565,
+      "content_sha256": "90be05f4d3303dde526f9cbed14be8fb0cb41eabbc902caa4669a37cd6a134c5",
+      "line_count": 159
+    },
+    {
+      "path": "vllm_rlt/engine/stage_engine.py",
+      "blob": "7cf9f42dddcab3258c2e5dc0303724d1fedd9a42",
+      "ranges": [
+        [
+          34,
+          120
+        ],
+        [
+          118,
+          167
+        ],
+        [
+          170,
+          223
+        ],
+        [
+          392,
+          448
+        ],
+        [
+          602,
+          640
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/engine/stage_engine.py",
+      "bytes": 37086,
+      "content_sha256": "faf106a8106f2d8713e7d5d32586731607191d3061581919ad9a457977aec9ed",
+      "line_count": 806
+    },
+    {
+      "path": "vllm_rlt/core/scheduler.py",
+      "blob": "b2442d7b10c1edcf6459a5f57d038543e23be268",
+      "ranges": [
+        [
+          181,
+          199
+        ],
+        [
+          756,
+          787
+        ],
+        [
+          789,
+          879
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/core/scheduler.py",
+      "bytes": 45060,
+      "content_sha256": "a8c0ca3d3977f512b1d551876a4cb9a035ed1195299b11337089d1cea5e37002",
+      "line_count": 990
+    },
+    {
+      "path": "vllm_rlt/worker/executor.py",
+      "blob": "87ba27dff52b690de57f7cb297459d5b458b5bc6",
+      "ranges": [
+        [
+          7,
+          95
+        ],
+        [
+          132,
+          207
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/executor.py",
+      "bytes": 9156,
+      "content_sha256": "b5349da4f766d7bb9fd88993718b177640eee2d1eebf44212725539358324161",
+      "line_count": 207
+    },
+    {
+      "path": "vllm_rlt/attention/__init__.py",
+      "blob": "ef7e7adcc73e2ae7147f3118eadf69ff2690be47",
+      "ranges": [
+        [
+          1,
+          29
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/attention/__init__.py",
+      "bytes": 693,
+      "content_sha256": "be826f33e112661b417c781e7b5589466814d6bf9cc5fec1a2b34b08cc041356",
+      "line_count": 29
+    },
+    {
+      "path": "vllm_rlt/attention/backend.py",
+      "blob": "01e2377243d1860d77c64c86696d1e33258328f6",
+      "ranges": [
+        [
+          1,
+          60
+        ],
+        [
+          63,
+          143
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/attention/backend.py",
+      "bytes": 5753,
+      "content_sha256": "898cf352ae22f7b133653719eb0e442c888f1b3aa2ae5db60c1c6d713729ae30",
+      "line_count": 143
+    },
+    {
+      "path": "vllm_rlt/models/ouro.py",
+      "blob": "eae29724484939136c40adc527a8383cccaf0cb6",
+      "ranges": [
+        [
+          1,
+          35
+        ],
+        [
+          36,
+          60
+        ],
+        [
+          153,
+          186
+        ],
+        [
+          210,
+          246
+        ],
+        [
+          257,
+          294
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/models/ouro.py",
+      "bytes": 16825,
+      "content_sha256": "40bf2a982cee75994af88ea4cbffa1ea7ccb1ab75e3db1bdd1af073273cc8996",
+      "line_count": 371
+    },
+    {
+      "path": "vllm_rlt/layers/__init__.py",
+      "blob": "1cb5b459c8ca4e00ba675a3c7e04278c02c529a8",
+      "ranges": [
+        [
+          1,
+          16
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/layers/__init__.py",
+      "bytes": 360,
+      "content_sha256": "3cd59909bb787a93fb6ee1bfc91278a547c31fb26f8efd32bf7745cac33448e5",
+      "line_count": 16
+    },
+    {
+      "path": "vllm_rlt/__init__.py",
+      "blob": "d0b346bcd632a2bca82a59aaab389080dfc1ec8a",
+      "ranges": [
+        [
+          1,
+          25
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/__init__.py",
+      "bytes": 573,
+      "content_sha256": "6182fa7a786e92456887ee2b9ebd2bf51b46beef0a4c62ce9871c3c3e4f7f849",
+      "line_count": 25
+    },
+    {
+      "path": "tests/conftest.py",
+      "blob": "fa5d6020e399d4f169df85da31d8b6cac6c043ea",
+      "ranges": [
+        [
+          1,
+          27
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/tests/conftest.py",
+      "bytes": 799,
+      "content_sha256": "fdabf08e0fe579ab7af6c1e8e50f68c3ddb2301bb253e1525ff037b7ae1374c7",
+      "line_count": 27
+    },
+    {
+      "path": "vllm_rlt/request.py",
+      "blob": "537e2bf118d34174fec5570489b6aba7c484496a",
+      "ranges": [
+        [
+          1,
+          67
+        ],
+        [
+          96,
+          129
+        ],
+        [
+          133,
+          190
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/request.py",
+      "bytes": 8295,
+      "content_sha256": "59bbf1c00497806883ea649b27ebf37509b29389379dae084948d285545f465f",
+      "line_count": 214
+    },
+    {
+      "path": "vllm_rlt/worker/metadata.py",
+      "blob": "c82a75cd02f5040a483f0ee08ae9dab12b8aae20",
+      "ranges": [
+        [
+          7,
+          15
+        ],
+        [
+          22,
+          68
+        ],
+        [
+          143,
+          238
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/metadata.py",
+      "bytes": 11242,
+      "content_sha256": "4f66c49cb2981d3b2b895937c41720dde35c7a48d3205e57bfb31821ecbc82a4",
+      "line_count": 297
+    },
+    {
+      "path": "vllm_rlt/kernels/paged_attention.py",
+      "blob": "2d1f2428e09f0473aec93b8d0677c01bf7de3824",
+      "ranges": [
+        [
+          1,
+          54
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/kernels/paged_attention.py",
+      "bytes": 2157,
+      "content_sha256": "0b8426436c4e004fd748a5b3d2fbde09c3694688dec03a443884f0326cb9a6b1",
+      "line_count": 54
+    },
+    {
+      "path": "vllm_rlt/worker/buffers.py",
+      "blob": "7a2de728a094ed28d4d00affc68be9f68f4b77c7",
+      "ranges": [
+        [
+          3,
+          10
+        ],
+        [
+          148,
+          194
+        ]
+      ],
+      "evidence": "added fixed-tree caller/consumer/dependency read2026-10-23",
+      "url": "https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/buffers.py",
+      "bytes": 15156,
+      "content_sha256": "819d6b18f103bc3d906dc2ce309e95bfadb33756f5af4ed783e343a37b9ecaca",
+      "line_count": 345
+    }
+  ]
+}
diff --git a/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-notes.md b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-notes.md
new file mode 100644
index 00000000..6a72f480
--- /dev/null
+++ b/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/references/source-notes.md
@@ -0,0 +1,48 @@
+# Pinned vLLM-RLT source observations
+
+Source: InferMatrixLab/vllm-rlt at `4a350344027960a48384626aa646f1765fda6d4f`, tree `4c2cab1f497513ea0590060eb53ee0b179a5bf70`. Repository ID 1363830789 preserves the former ThinkFlowLab owner lineage. Identity/license acquisition on 2026-10-23 is retained from the descriptor intake; the added caller/consumer files were read at the same immutable tree. The [file ledger](source-identity.json) records exact blobs, byte hashes, roles and bounded ranges. Only this readset is claimed.
+
+## Applicability and inference boundary
+
+The selected view is native Ouro, synchronous host KVMetadata, LAST_EXITED with SHARED as a control, Torch reference attention, no speculation/connector/preemption/prefix sharing, and no graph/static-buffer/split/packed-prefill qualification. Source call order supports the diagnostic procedure. It is not evidence of executed output correctness, CUDA completion or performance. The root's two invariants are source-derived diagnostic rules.
+
+## Call and data edges
+
+
+All source links below use the full fixed revision. These are observed call/data edges, not an assertion that every backend, stream, model or failure combination is correct.
+
+```mermaid
+flowchart TD
+  A["StageEngine sync step: submit / collect needed result"] --> B["Scheduler: loops_done++, decide exit, enqueue CODA"]
+  B --> C["StageEngine update: finalize_many(exited)"]
+  C --> D["ModelRunner.finalize: predecessor wait → finalize_token → record event"]
+  D --> E["KV manager: copy skipped deeper recurrent planes, then record written positions"]
+  E --> F["Later token: new position/depth → KVMetadata → OuroAttention write then attend"]
+  F --> G["Torch paged attention reads selected block-table K/V history"]
+  G --> H["Normal finish: runner release waits latest event → scheduler.finish → cache.free"]
+```
+
+| Edge / responsibility | Exact source anchors |
+|---|---|
+| Synchronous entry, host-dependent collection and update | [stage_engine.py:403–439](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/engine/stage_engine.py#L403-L439), [model_runner.py:123–149](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/model_runner.py#L123-L149). PRELUDE/prompt work need not collect immediately; synchronous scheduling is not a claim that every submission blocks. |
+| Exit producer and copy caller | [scheduler.py:756–767](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/core/scheduler.py#L756-L767), [839–860](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/core/scheduler.py#L839-L860); [stage_engine.py:602–623](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/engine/stage_engine.py#L602-L623). |
+| Select ordinary copying branch and propagate dependencies | [model_runner.py:339–357](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/model_runner.py#L339-L357), [1278–1284](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/model_runner.py#L1278-L1284), [1331–1344](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/model_runner.py#L1331-L1344). `async_state` is absent in the selected synchronous view. |
+| Copy, logical validity and layout | [manager:449–468](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/core/kv_cache_manager.py#L449-L468), [513–514](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/core/kv_cache_manager.py#L513-L514), [747–772](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/core/kv_cache_manager.py#L747-L772). Exit-depth readiness is checked for configured recurrent layers; the copying loop preserves executed planes. |
+| Next token's address/depth | [scheduler.py:789–798, 834–879](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/core/scheduler.py#L789-L879), [request.py:96–120](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/request.py#L96-L120), [executor.py:16–95](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/executor.py#L16-L95). CODA appends a token; a following PRELUDE resets loop progress; recurrent spans bind actual request position and zero-based depth. |
+| Prepared metadata and actual consumer | [MetadataBuilder:162–238](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/metadata.py#L162-L238), [stage_metadata:148–194](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/buffers.py#L148-L194), [ModelRuntime:194–203](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/executor.py#L194-L203), [OuroAttention:171–186 / core:283–291](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/models/ouro.py#L171-L291), [manager:664–744](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/core/kv_cache_manager.py#L664-L744), [Torch paged attention:12–36](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/kernels/paged_attention.py#L12-L36). Host rows retain allocation/depth/position; each model layer writes K/V before attending to its selected history. |
+| Completion and storage retirement | [next-submit wait:1149–1194](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/model_runner.py#L1149-L1194), [release:1346–1375](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/worker/model_runner.py#L1346-L1375), [StageEngine finish:626–640](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/engine/stage_engine.py#L626-L640), [Scheduler finish:181–193](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/core/scheduler.py#L181-L193), [manager free:358–365 / references:191–196](https://github.com/InferMatrixLab/vllm-rlt/blob/4a350344027960a48384626aa646f1765fda6d4f/vllm_rlt/core/kv_cache_manager.py#L191-L365). Free drops allocation references; blocks become reusable at zero references. It does not erase physical bytes or deallocate the whole tensor pool. Transfer-lease deferral and prefix retention are outside the selected tuple. |
+
+The manager's host-written tracker keeps a contiguous prefix plus sparse pending positions (32–50), and host-row attention requires the complete prefix (686–693, 726–727). Reserved token capacity is not that prefix. `DeviceKVMetadata` is explicitly different (metadata.py:45–54; manager.py:716–723) and is not generalized from these checks.
+
+
+## Import and validation boundary
+
+The package initializer imports the LLM entry point; manager, request, metadata, buffer and backend modules require real Torch. The project declares Python >=3.10 and Torch >=2.5 plus its other CPU dependencies. The original test conftest also imports Torch. A native test requires the intact package/dependency closure, not an extracted class or replacement formula. The manager tests use real CPU Torch tensors; their inspected assertions are not executed results. Native CPU/CUDA, model, quality, performance and agent-efficacy validation remain not_run.
+
+The original test tuple is CPU/float32/Torch attention with 2 layers, 1 KV head, head dimension 4, block size 2, 18 blocks and 3 maximum loops. It probes cache mechanics independently of the source Ouro default of 4 UT steps and does not qualify a loaded model.
+
+## License and retained attribution
+
+The upstream root [LICENSE](../LICENSE) is retained byte-for-byte. [NOTICE](NOTICE.md) retains ByteDance/Ouro-1.4B architecture/configuration revision `574fa66cb8bf5abdc979642d01cf2b79b16bfab1` and Qwen/Alibaba/HuggingFace attribution. The newly inspected Ouro source repeats this Apache-2.0 lineage at 1–5. Procedure prose paraphrases the bounded implementation; no implementation code is copied. Model weights and their complete licensing were not audited.
+
+The fixed README at 70–75 recommends the synchronous path and records unresolved asynchronous-preemption output and asynchronous-self-speculation cleanup warnings. Those warnings are preserved as exclusions, not treated as repaired. The capacity planner, native Triton/FlashAttention implementations and asynchronous routing kernel are not mechanisms distilled here.
diff --git a/src/inferrsi/data/skill_library/skill-index.json b/src/inferrsi/data/skill_library/skill-index.json
index 53c3ccef..16c275c1 100644
--- a/src/inferrsi/data/skill_library/skill-index.json
+++ b/src/inferrsi/data/skill_library/skill-index.json
@@ -240,6 +240,10 @@
     "reason-hopper-kernels": {
       "path": "hardware/cuda/reason-hopper-kernels",
       "backend": "cuda"
+    },
+    "audit-recurrent-kv-finalization": {
+      "path": "repositories/vllm-rlt/audit-recurrent-kv-finalization",
+      "backend": "common"
     }
   }
 }
diff --git a/tests/check_installed.py b/tests/check_installed.py
index cb04b230..58a2eeda 100644
--- a/tests/check_installed.py
+++ b/tests/check_installed.py
@@ -17,7 +17,7 @@
     "This check requires an installed package"
 )
 records = knowledge_records()
-assert len(records) == 108, "Knowledge is missing from the installation"
+assert len(records) == 109, "Knowledge is missing from the installation"
 assert (
     files("inferrsi")
     .joinpath("data", "repo_packs", "vllm_omni", "knowledge", "README.md")
@@ -43,7 +43,7 @@
     ) == files("inferrsi").joinpath(*mlx_document.split("/")).read_bytes()
 assert files("inferrsi").joinpath("data/platform_packs/mlx/pack.json").is_file()
 skill_index = search_knowledge(repo="inferrsi", limit=100)
-assert len(skill_index) == 60, "Missing installed skill abstracts"
+assert len(skill_index) == 61, "Missing installed skill abstracts"
 assert all(record["index_type"] == "packaged-skill" for record in skill_index)
 indexed = KnowledgeReader().read("inferrsi.ascend.skills.ascend_operator_profiling")
 assert "data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md" in indexed.content
@@ -108,6 +108,25 @@
     "references/licenses/cutlass-bsd.md",
 ):
     assert hopper_prefix + relative in hopper_bundle.content
+# Check installed RLT resources without importing the upstream backend.
+rlt_identity = "inferrsi.common.skills.audit_recurrent_kv_finalization"
+rlt_bundle = KnowledgeReader().read(rlt_identity)
+rlt_prefix = "data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/"
+for relative in (
+    "SKILL.md", "metadata.json", "LICENSE", "references/NOTICE.md",
+    "references/source-notes.md", "references/source-identity.json",
+):
+    assert rlt_prefix + relative in rlt_bundle.content
+rlt_metadata = json.loads(rlt_bundle.content[rlt_prefix + "metadata.json"])
+assert rlt_metadata["status"] == "candidate"
+assert rlt_metadata["empirical_validation"] == "not_run"
+assert rlt_metadata["sources"][0]["commit"] == "4a350344027960a48384626aa646f1765fda6d4f"
+rlt_sources = json.loads(rlt_bundle.content[rlt_prefix + "references/source-identity.json"])
+rlt_source_hashes = {item["path"]: item["content_sha256"] for item in rlt_sources["files"]}
+for upstream, relative in (("LICENSE", "LICENSE"), ("NOTICE", "references/NOTICE.md")):
+    actual = hashlib.sha256(rlt_bundle.content[rlt_prefix + relative]).hexdigest()
+    assert actual == rlt_source_hashes[upstream]
+
 assert "yaml" not in sys.modules, "Installed metadata reads must not require the skills extra"
 selection_reader = KnowledgeReader()
 selection = selection_reader.collect(
@@ -143,7 +162,7 @@
         data = resource.read_bytes().replace(b"\r\n", b"\n")
         assert hashlib.sha256(data).hexdigest() == expected_hash, relative
 registry = json.loads(library.joinpath("skill-index.json").read_text(encoding="utf-8"))["skills"]
-assert len(registry) == 60
+assert len(registry) == 61
 for entry in registry.values():
     assert library.joinpath(*entry["path"].split("/"), "SKILL.md").is_file()
 router = library.joinpath("workflows", "inference-engine-research")
diff --git a/tests/test_knowledge_contract.py b/tests/test_knowledge_contract.py
index 5820c0c6..47b42e98 100644
--- a/tests/test_knowledge_contract.py
+++ b/tests/test_knowledge_contract.py
@@ -24,7 +24,7 @@ def test_local_profiles_preserve_core_and_structured_ownership():
         assert metadata["kind"] == "skill"
         for readset in metadata["provenance_readsets"]:
             assert (sidecar.parent / readset).is_file()
-    assert len(normalized) == 55
+    assert len(normalized) == 56
 
 
 def test_contradictory_legacy_metadata_fails(tmp_path):
diff --git a/tests/test_skill_index.py b/tests/test_skill_index.py
index 01985be3..0949a92f 100644
--- a/tests/test_skill_index.py
+++ b/tests/test_skill_index.py
@@ -23,7 +23,7 @@ def test_complete_index_retains_metadata_states_and_unknown_license():
     records = search_knowledge(repo="inferrsi", limit=100)
     names = {record["name"] for record in skill_records(ROOT)}
     registry = json.loads((ROOT / "skill-index.json").read_text(encoding="utf-8"))["skills"]
-    assert len(records) == len(names) == 60
+    assert len(records) == len(names) == 61
     assert {record["skill_metadata"]["name"] for record in records} == names
     states = []
     for record in records:
@@ -41,7 +41,7 @@ def test_complete_index_retains_metadata_states_and_unknown_license():
         }
         assert set(record["source_files"]) == set(record["sources"][0]["paths"])
         states.append(metadata.get("status"))
-    assert states.count("candidate") == 55
+    assert states.count("candidate") == 56
     assert states.count(None) == 5
     profiling = next(r for r in records if r["title"] == "ascend-operator-profiling")
     assert profiling["skill_metadata"]["license"] == "UNKNOWN"
@@ -161,7 +161,7 @@ def test_package_index_and_checkout_skill_have_distinct_read_boundaries():
     assert reader.resolve("claim-contract") == "checkout:claim-contract"
     assert reader.read("claim-contract").metadata["kind"] == "skill"
     collected = reader.collect(repo="inferrsi", kind="knowledge", limit=100, material=True)
-    assert len(collected["items"]) == 60
+    assert len(collected["items"]) == 61
     assert not collected["collisions"] and not collected["omissions"]
     assert all(item["authority"] == "package" for item in collected["items"])
     assert all("record.json" in item["resources"] for item in collected["items"])
@@ -191,9 +191,9 @@ def test_index_cli_search_show_context_and_execution_boundary(capsys):
 
 
 def test_hardware_filters_include_only_matching_and_shared_skills():
-    for backend, count in (("ascend", 56), ("cuda", 47), ("cpu", 43)):
+    for backend, count in (("ascend", 57), ("cuda", 48), ("cpu", 44)):
         records = search_knowledge(repo="inferrsi", backend=backend, limit=100)
         assert len(records) == count
         assert all(record["backend"] in (backend, "common") for record in records)
     assert not (PROJECT / "skills").exists()
-    assert len(list(ROOT.rglob("SKILL.md"))) == 81
+    assert len(list(ROOT.rglob("SKILL.md"))) == 82
diff --git a/tests/test_skill_library.py b/tests/test_skill_library.py
index 70649acc..3844dc3a 100644
--- a/tests/test_skill_library.py
+++ b/tests/test_skill_library.py
@@ -154,7 +154,7 @@ def test_library_root_exposes_only_owner_categories_and_required_entrypoints():
     assert {path.name for path in LIBRARY.iterdir() if path.is_dir()} == {
         "hardware", "frameworks", "repositories", "methods", "workflows",
     }
-    assert len(list(LIBRARY.rglob("SKILL.md"))) == 81
+    assert len(list(LIBRARY.rglob("SKILL.md"))) == 82
     assert not any(path.name == "zh-CN" for path in LIBRARY.rglob("*") if path.is_dir())
     references = LIBRARY / "workflows/inference-engine-research/references"
     assert (references / "import.md").is_file()