skill: add fixed-workload claim audit procedure

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 (73 skills)
+  skill-index.json                   Stable IDs → categorized paths/backend (74 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
@@ -171,18 +171,18 @@ 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 117 `SKILL.md` files, all in English.
+The library contains 118 `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 73 registered skills into the contribution catalog. Its records
+projects the 74 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
-73-ID registry; engine procedures remain available through library navigation
+74-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)

docs/skill-coverage.md

@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
 matrices. **Do not edit by hand**; regenerate after any registry, skill,
 matrix or frozen-plan change.
 
-- Input digest: `sha256:15f6aa9237afc144617167a4bdd44696f9ed141d88e2a63b93a8636d1f8f069d`
+- Input digest: `sha256:898c813f2f033af7bf36fa2214e2294039740c759a3deceb2d6d8ff934e076e7`
 - Regenerate: `python tools/build_skill_coverage.py`
 - Verify without writing: `python tools/build_skill_coverage.py --check`
 
@@ -31,16 +31,16 @@ matrix: every field is copied from an owner that already maintains it.
 
 | Measure | Value |
 |---|---|
-| Registered skill ids | 73 |
-| By category | frameworks 3, hardware 22, methods 18, repositories 24, workflows 6 |
-| By backend | ascend 14, common 54, cuda 5 |
+| Registered skill ids | 74 |
+| By category | frameworks 3, hardware 22, methods 19, repositories 24, workflows 6 |
+| By backend | ascend 14, common 55, cuda 5 |
 | Recorded on a numbered SearchSpace resource layer | 48 |
 | Recorded only in a supplementary guidance table (†) | 12 |
 | Recorded on two or more resource layers | 24 |
 | Recorded in the Reference Matrix | 67 |
-| With a `metadata.json` sidecar | 68 |
+| With a `metadata.json` sidecar | 69 |
 | Selected by a frozen evaluation plan | 2 |
-| `SKILL.md` documents in the library | 117 |
+| `SKILL.md` documents in the library | 118 |
 | Unregistered documents (excluded from every count above) | 44 |
 
 A complete inventory is not a coverage claim. Every registered row below
@@ -111,12 +111,13 @@ optimization is fully covered or that any procedure has measured benefit.
 | [splash](../src/inferrsi/data/skill_library/repositories/splash/SKILL.md) | common | Investigate Splash model-format compatibility, automatic memory planning, Metal and ANE execution, DFlash2 ... | — | Splash portable AREX extraction (incoai/splash @ `39a97385f8560cf8a93972cec9b0a963c9195250`; AREX ...) | candidate · partial_cpu_only · 2 readset(s) | no-SearchSpace-layer, no-eval |
 | [vllm-metal](../src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md) | common | Investigate vllm-metal Apple inference through platform and native-ABI selection, paged KV/offload ownership ... | 1 Accelerator † guidance: vLLM Metal selected source contracts<br>2 RAM/Host † guidance: vLLM Metal selected source contracts<br>3 SSD † guidance: vLLM Metal selected source contracts | vLLM Metal portable AREX source and CPU extraction (vllm-project/vllm-metal @ `e7df7a6ff215f99c7842552d230fdbc709835934` ...) | candidate · partial_cpu_only · 2 readset(s) | no-eval |
 
-## Registered: Methods (18)
+## Registered: Methods (19)
 
 | Skill | Backend | Declared task | SearchSpace layer / stage | Reference Matrix | State | Gaps |
 |---|---|---|---|---|---|---|
 | [assess-serving-preemption](../src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md) | common | Assess whether LLM serving queue delays justify token-boundary priority preemption, accounting for suspended KV, host ... | 1 Accelerator · Diagnose / Configure / Optimize / Verify<br>2 RAM/Host · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Orca — OSDI 2022 proceedings) | candidate · not_run · 1 readset(s) | no-eval |
 | [assess-split-backward-schedule](../src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md) | common | Evaluate memory-capped split-backward and V-shaped pipeline scheduling proposals, preserving synchronous update ... | 1 Accelerator · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Zero Bubble — [2401.10241v1](https://arxiv.org/abs/2401.10241v1)) | candidate · not_run · 1 readset(s) | no-eval |
+| [audit-fixed-workload-claim](../src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md) | common | Audit a performance claim from supplied fixed-workload reports and an explicit measurement contract. Check aggregation ... | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
 | [calibrate-serving-simulation](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md) | common | Build an evidence-gated serving-configuration shortlist from a profiled simulator while separating empirical ... | 1 Accelerator · Diagnose / Verify | 1 · Systems sources (Vidur — [2405.05465v2](https://arxiv.org/abs/2405.05465v2)) | candidate · not_run · 1 readset(s) | no-eval |
 | [checkpoint-recovery-consistency](../src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md) | common | Assess distributed checkpoint recovery using DLRover memory agreement, persistence completion and replica transport ... | 2 RAM/Host · Configure / Verify<br>3 SSD · Configure / Verify<br>4 Network · Diagnose / Configure / Verify<br>5 OS · Diagnose / Configure | 1 · Systems sources (C3 / DLRover FlashCheckpoint @ `e35b1ad90e2928ca6bacf5d22117f71356 ...)<br>1 · Systems sources (C4 / NVIDIA Resiliency Extension @ ...) | candidate · not_run · 1 readset(s) | no-eval |
 | [choose-parallel-training-plan](../src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md) | common | Compare stage, device-mesh and operator-sharding candidates for static distributed training while accounting for ... | 1 Accelerator · Diagnose / Configure / Optimize / Verify<br>4 Network · Diagnose / Configure / Optimize / Verify | 1 · Systems sources (Alpa — [2201.12023v3](https://arxiv.org/abs/2201.12023v3)) | candidate · not_run · 1 readset(s) | no-eval |
@@ -201,7 +202,7 @@ an entrypoint routes to procedures below it rather than adding one.
 
 ## Integrity checks
 
-- Registered ids resolve to an existing `SKILL.md`: 73 of 73.
+- Registered ids resolve to an existing `SKILL.md`: 74 of 74.
 - Duplicate ids or paths: none; `skill_catalog` rejects them before this view is built.
 - Skill links in the two matrices that do not resolve: 0.
 - Registered skills without a `metadata.json` sidecar: 5.
@@ -210,10 +211,10 @@ an entrypoint routes to procedures below it rather than adding one.
 
 | Gap | Skills |
 |---|---|
-| `no-SearchSpace-layer` | 13: ascend-video-diffusion-optimization, audit-recurrent-kv-finalization, cite-check-downstream-pr, competitor-scan, draft-acceptance-issue, dwarfstar, husky, inference-benchmark-design, lily, npu-skill-factory, repository-evolution-analysis, skill-evolution-playbook, splash |
-| `no-Reference-Matrix-row` | 6: ascend-video-diffusion-optimization, cite-check-downstream-pr, claim-contract, competitor-scan, draft-acceptance-issue, rsi-evidence |
+| `no-SearchSpace-layer` | 14: ascend-video-diffusion-optimization, audit-fixed-workload-claim, audit-recurrent-kv-finalization, cite-check-downstream-pr, competitor-scan, draft-acceptance-issue, dwarfstar, husky, inference-benchmark-design, lily, npu-skill-factory, repository-evolution-analysis, skill-evolution-playbook, splash |
+| `no-Reference-Matrix-row` | 7: ascend-video-diffusion-optimization, audit-fixed-workload-claim, cite-check-downstream-pr, claim-contract, competitor-scan, draft-acceptance-issue, rsi-evidence |
 | `no-sidecar` | 5: cite-check-downstream-pr, claim-contract, competitor-scan, draft-acceptance-issue, rsi-evidence |
-| `no-eval` | 71: as listed in the Gaps column above |
+| `no-eval` | 72: as listed in the Gaps column above |
 
 These are inventory gaps, not defects. A workflow skill may legitimately
 have no hardware resource layer; a candidate may legitimately be untested.

src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md

@@ -1,6 +1,6 @@
 # InferRSI skill discovery index
 
-Generated abstracts for all 73 registered skills in `data/skill_library/`.
+Generated abstracts for all 74 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: [ceb3509942bee863f24eee96e3598c4e007feb20](https://github.com/InferMatrixLab/InferRSI/tree/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library).
+Source snapshot: [d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63](https://github.com/InferMatrixLab/InferRSI/tree/d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63/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 ceb3509942bee863f24eee96e3598c4e007feb20 --check
+python tools/build_skill_index.py --source-revision d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63 --check
 ```
 
 `--check` detects missing, stale and unexpected generated records without writing.
@@ -51,6 +51,7 @@ References and cases ship with their owning skill, not as duplicate knowledge ab
 | [assess-serving-preemption](common/skills/assess-serving-preemption.json) | common | candidate |
 | [assess-split-backward-schedule](common/skills/assess-split-backward-schedule.json) | common | candidate |
 | [audit-afd-p2p-exchanges](cuda/skills/audit-afd-p2p-exchanges.json) | cuda | candidate |
+| [audit-fixed-workload-claim](common/skills/audit-fixed-workload-claim.json) | common | candidate |
 | [audit-flare-session-lifecycle](cuda/skills/audit-flare-session-lifecycle.json) | cuda | candidate |
 | [audit-h3-metal-fasth3-semantics](common/skills/audit-h3-metal-fasth3-semantics.json) | common | candidate |
 | [audit-h3-runtime-residency](common/skills/audit-h3-runtime-residency.json) | common | candidate |

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/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63",
       "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": "71c68431663ed2336cccc985a354adab6b13b4cfd6123a18a5d8d53c28268509",
     "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/references/source-notes.md": "6ffbfb68cc7e04923b4fbca2a73a7555b7c3b45a6f40819bb5f3213ef05cf88d",
-    "src/inferrsi/data/skill_library/skill-index.json": "efc23969e86e349abe8fd3c9d9b3aa1f23edebf3cb8344cb65e26a8ff680eeb4"
+    "src/inferrsi/data/skill_library/skill-index.json": "6d5784993dc8702b2c299c2354c39f765299a6734f7c24db994a97efd3fdbed6"
   },
   "skill_metadata": {
     "name": "ascend-aclgraph-capture-replay",

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/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63",
       "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": "80d80c15514919826fa72d6f6cf26b76db8accd85d21187fc239232ca454e7bf",
-    "src/inferrsi/data/skill_library/skill-index.json": "efc23969e86e349abe8fd3c9d9b3aa1f23edebf3cb8344cb65e26a8ff680eeb4"
+    "src/inferrsi/data/skill_library/skill-index.json": "6d5784993dc8702b2c299c2354c39f765299a6734f7c24db994a97efd3fdbed6"
   },
   "skill_metadata": {
     "name": "ascend-device-health",

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/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63",
       "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": "b6cb25879b1bca5f5af08b48776f2e664cf5dcd11a0efb1c4f56879e2afa9006",
     "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": "efc23969e86e349abe8fd3c9d9b3aa1f23edebf3cb8344cb65e26a8ff680eeb4"
+    "src/inferrsi/data/skill_library/skill-index.json": "6d5784993dc8702b2c299c2354c39f765299a6734f7c24db994a97efd3fdbed6"
   },
   "skill_metadata": {
     "name": "ascend-distributed-parallel",

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/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63",
       "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": "72b41e7845915d34b09219624e82976386f3125816293540c2c38143fe6b477f",
-    "src/inferrsi/data/skill_library/skill-index.json": "efc23969e86e349abe8fd3c9d9b3aa1f23edebf3cb8344cb65e26a8ff680eeb4"
+    "src/inferrsi/data/skill_library/skill-index.json": "6d5784993dc8702b2c299c2354c39f765299a6734f7c24db994a97efd3fdbed6"
   },
   "skill_metadata": {
     "name": "ascend-graph-mode",

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/ceb3509942bee863f24eee96e3598c4e007feb20/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "ceb3509942bee863f24eee96e3598c4e007feb20",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "d70fa5e4c5c2b1b70c6fbad1f020ab457c409c63",
       "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": "be681a3206e5e183b4c9670c9d7784bcffce18c891449e5b15f94ca5f1324b9a",
-    "src/inferrsi/data/skill_library/skill-index.json": "efc23969e86e349abe8fd3c9d9b3aa1f23edebf3cb8344cb65e26a8ff680eeb4"
+    "src/inferrsi/data/skill_library/skill-index.json": "6d5784993dc8702b2c299c2354c39f765299a6734f7c24db994a97efd3fdbed6"
   },
   "skill_metadata": {
     "name": "ascend-model-adaptation",