Dong1017 · Oct 21, 2026 · Oct 21, 2026 · Oct 21, 2026 · Oct 21, 2026 · Oct 21, 2026
diff --git 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 (50 skills)
+  skill-index.json                   Stable IDs → categorized paths/backend (51 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 71 `SKILL.md` files, all in English.
+The library contains 72 `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 50 registered skills into the contribution catalog. Its records
+projects the 51 registered skills into the contribution catalog. Its records
 use `inferrsi.<backend>.skills.<name_with_underscores>` IDs, with `ascend` and
 `cuda` for those hardware-specific scopes 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
-50-ID registry; engine procedures remain available through library navigation
+51-ID registry; engine procedures remain available through library navigation
 and catalog document pointers.
 
 Use `inferrsi knowledge search --repo-type inferrsi --limit 100` in an ordinary

diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
@@ -306,3 +306,13 @@ note, not a third inventory. All NPU status for Drama3 remains `unverified`.
 This framework owner does not implement MLX discovery or claim the separate
 MLX-LM application/cache layer. The generated abstract is a discovery projection,
 not an additional source or validated mechanism.
+
+## MLX-LM application source extraction
+
+| Source / revision | Inspected scope | Extraction and limits |
+|---|---|---|
+| ml-explore/mlx-lm @ `ab7f7048dc341ced2d84b1887eeb17d60b0d1b02` (MIT) | `generate_step`/`stream_generate`, BatchGenerator stage/removal and row filtering, cache factory/KV/BatchKV/LRU prefix paths, selected server model-key/batching/stop branches and native test source | [generation-cache-lifecycle](../src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md), with [pinned readset](../src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/references/source-map.md): three application mechanisms; CODE and unexecuted TEST-SOURCE; empirical validation not_run, no model/service/backend or matched-performance qualification |
+
+MLX-LM owns request/token/cache policy. This source pin does not qualify its
+compatibility with the separately pinned MLX framework or implement discovery.
+The generated abstract is a projection, not independent corroboration.
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
@@ -319,3 +319,14 @@ rows above remain authoritative; the two-matrix contract is unchanged.
 No new measured or green coverage is credited. Stream dependency guidance does
 not add a Communication/Network capability; no SSD or OS control is introduced.
 `common` indexing categorizes framework guidance and certifies no backend.
+
+## MLX-LM application guidance (source-derived)
+
+| Resource | Stage / named mechanism | Canonical owner | Evidence boundary |
+|---|---|---|---|
+| RAM / Host | Observe / Diagnose / Configure / Verify: request UID/stage/cache-row alignment, prefix identity/copy/trim/eviction and cooperative stop | [generation-cache-lifecycle](../src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md) | Logical cache state and allocated storage differ; native model/row/stop behavior unrun |
+| Accelerator | Observe / Diagnose / Verify: prefill cache evaluation and asynchronous decode submission/read boundary | [generation/batch contract](../src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/references/generation-batch.md) | Application calls MLX primitives; CPU checks cannot certify Metal/CUDA dispatch, quality or serving performance |
+
+No measured or green coverage is credited. Application batching is not a new
+Network/OS capability; no SSD mechanism is added. `common` indexes guidance and
+does not certify backend compatibility.
diff --git 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 50 registered skills in `data/skill_library/`.
+Generated abstracts for all 51 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: [86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1](https://github.com/InferMatrixLab/InferRSI/tree/86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1/src/inferrsi/data/skill_library).
+Source snapshot: [32c744c841ab64ac4e106749603da9b1111b726e](https://github.com/InferMatrixLab/InferRSI/tree/32c744c841ab64ac4e106749603da9b1111b726e/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 86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1 --check
+python tools/build_skill_index.py --source-revision 32c744c841ab64ac4e106749603da9b1111b726e --check
 ```
 
 `--check` detects missing, stale and unexpected generated records without writing.
@@ -65,6 +65,7 @@ References and cases ship with their owning skill, not as duplicate knowledge ab
 | [diagnose-vllm-admission-pressure](common/skills/diagnose-vllm-admission-pressure.json) | common | candidate |
 | [draft-acceptance-issue](common/skills/draft-acceptance-issue.json) | common | unspecified |
 | [evaluate-elastic-serving-placement](common/skills/evaluate-elastic-serving-placement.json) | common | candidate |
+| [generation-cache-lifecycle](common/skills/generation-cache-lifecycle.json) | common | candidate |
 | [host-memory-management](common/skills/host-memory-management.json) | common | candidate |
 | [host-overhead-optimization](common/skills/host-overhead-optimization.json) | common | candidate |
 | [host-overhead-profiling](cuda/skills/host-overhead-profiling.json) | cuda | candidate |

diff --git a/...rrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/...rrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/32c744c841ab64ac4e106749603da9b1111b726e/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "32c744c841ab64ac4e106749603da9b1111b726e",
       "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": "718be35dc6d93a97e356ed645df899d43e2c37944f4dece8e167efef810fefea",
     "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": "8d86c12b3a8632bef0d7560aa702c67e3d41b7590873e6c336bb7714670f9939"
+    "src/inferrsi/data/skill_library/skill-index.json": "9b437dd34dbb396473f75a4f0baf11c0b4948e2259b587db2c1d00c2dca4dcee"
   },
   "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
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/32c744c841ab64ac4e106749603da9b1111b726e/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "32c744c841ab64ac4e106749603da9b1111b726e",
       "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": "8d86c12b3a8632bef0d7560aa702c67e3d41b7590873e6c336bb7714670f9939"
+    "src/inferrsi/data/skill_library/skill-index.json": "9b437dd34dbb396473f75a4f0baf11c0b4948e2259b587db2c1d00c2dca4dcee"
   },
   "skill_metadata": {
     "name": "ascend-device-health",

diff --git a/...nferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/...nferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/32c744c841ab64ac4e106749603da9b1111b726e/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "32c744c841ab64ac4e106749603da9b1111b726e",
       "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",
@@ -42,7 +42,7 @@
   "source_files": {
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md": "4252cc6f984600393b277c45f8c3ef84f5dd0250c13d5b80a2e1b35d3531c520",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json": "843c0a93bf3e61c107c432e05b23a7466ed07b7c061142fed1e6128ca22734cb",
-    "src/inferrsi/data/skill_library/skill-index.json": "8d86c12b3a8632bef0d7560aa702c67e3d41b7590873e6c336bb7714670f9939"
+    "src/inferrsi/data/skill_library/skill-index.json": "9b437dd34dbb396473f75a4f0baf11c0b4948e2259b587db2c1d00c2dca4dcee"
   },
   "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
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/32c744c841ab64ac4e106749603da9b1111b726e/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "32c744c841ab64ac4e106749603da9b1111b726e",
       "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": "8d86c12b3a8632bef0d7560aa702c67e3d41b7590873e6c336bb7714670f9939"
+    "src/inferrsi/data/skill_library/skill-index.json": "9b437dd34dbb396473f75a4f0baf11c0b4948e2259b587db2c1d00c2dca4dcee"
   },
   "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
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/32c744c841ab64ac4e106749603da9b1111b726e/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "32c744c841ab64ac4e106749603da9b1111b726e",
       "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": "d9e81a63981819fac8f5a21dca9c90f86e26788f58339d3a9c8e66319c178472",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json": "4c6d0c901f0b3858c7dc337c86d892194e4102c8b349932a4caf1a811c99b1ed",
-    "src/inferrsi/data/skill_library/skill-index.json": "8d86c12b3a8632bef0d7560aa702c67e3d41b7590873e6c336bb7714670f9939"
+    "src/inferrsi/data/skill_library/skill-index.json": "9b437dd34dbb396473f75a4f0baf11c0b4948e2259b587db2c1d00c2dca4dcee"
   },
   "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
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/32c744c841ab64ac4e106749603da9b1111b726e/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "32c744c841ab64ac4e106749603da9b1111b726e",
       "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": "8d86c12b3a8632bef0d7560aa702c67e3d41b7590873e6c336bb7714670f9939"
+    "src/inferrsi/data/skill_library/skill-index.json": "9b437dd34dbb396473f75a4f0baf11c0b4948e2259b587db2c1d00c2dca4dcee"
   },
   "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
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/32c744c841ab64ac4e106749603da9b1111b726e/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "32c744c841ab64ac4e106749603da9b1111b726e",
       "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": "8d86c12b3a8632bef0d7560aa702c67e3d41b7590873e6c336bb7714670f9939"
+    "src/inferrsi/data/skill_library/skill-index.json": "9b437dd34dbb396473f75a4f0baf11c0b4948e2259b587db2c1d00c2dca4dcee"
   },
   "skill_metadata": {
     "name": "ascend-operator-tuning",

diff --git a/...ferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/...ferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "86c7dd8d70cbc1e47dd85c79e9fef7afb92599f1",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/32c744c841ab64ac4e106749603da9b1111b726e/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "32c744c841ab64ac4e106749603da9b1111b726e",
       "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": "8d86c12b3a8632bef0d7560aa702c67e3d41b7590873e6c336bb7714670f9939"
+    "src/inferrsi/data/skill_library/skill-index.json": "9b437dd34dbb396473f75a4f0baf11c0b4948e2259b587db2c1d00c2dca4dcee"
   },
   "skill_metadata": {
     "name": "ascend-optimization-casebook",