From 84207eaaccb7987612a115f80a85c61a4c68cd56 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sat, 31 Oct 2026 09:39:29 +0800
Subject: [PATCH 1/4] docs: add source-grounded Sarathi token-budget case

Retain mixed-batch accounting, chunk overhead and the paper's TTFT/TBT
tradeoffs in one attributed candidate under the existing search-policy owner.
Keep empirical validation not_run and raw source reuse rights UNKNOWN.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
 docs/reference-matrix.md                      |  4 +
 docs/searchspace-matrix.md                    |  2 +-
 .../optimization-search-policy/SKILL.md       | 11 +++
 .../cases/sarathi-chunk-budget.json           | 39 ++++++++
 .../cases/sarathi-chunk-budget.md             | 92 +++++++++++++++++++
 .../optimization-search-policy/metadata.json  | 10 +-
 tests/test_knowledge_contract.py              |  2 +-
 7 files changed, 156 insertions(+), 4 deletions(-)
 create mode 100644 src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json
 create mode 100644 src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md

diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
index c0e6062da..e334c2970 100644
--- a/docs/reference-matrix.md
+++ b/docs/reference-matrix.md
@@ -151,6 +151,7 @@ not fabricated implementation SHAs or a version-matched runtime stack.
 |---|---|---|---|
 | Vidur — [2405.05465v2](https://arxiv.org/abs/2405.05465v2) | [A readset](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/references/papers-20261015/READSET.md); §§3–7, A.1–A.2 | mined — operator/queue model calibration and joint-SLO shortlist → [calibrate-serving-simulation](../src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md), ceiling analysis | Empirical prediction, not physical bound; near-capacity CPU overhead and 12.65% maximum error in the specified appendix case; no current runtime calibration |
 | Orca — OSDI 2022 proceedings | [Exact readset](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/references/orca-readset.md); §§3–6, Algorithm 1 | mined — iteration eligibility, selective batching, FCFS/reservation → [assess-serving-preemption](../src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md) | Historical engine/harness and normalized-median denominators; not present vLLM behavior or fairness proof |
+| Sarathi-Serve — [OSDI 2024 proceedings, pp. 117–134](https://www.usenix.org/conference/osdi24/presentation/agrawal) | Fresh official-edition grounding, 2026-10-30; full text and artifact appendix; §§4.1–4.3, §5 setup, Figures 9/14 and Table 4 checked for the [case record](../src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json) | mined — decode/partial-prefill/new-request token accounting and chunk-cost tradeoffs → [one optimization-search-policy case](../src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md) | Source-derived candidate; empirical not_run. Combined design has worse P50 TTFT than hybrid-only in both Table 4 traces; no current-engine, universal-budget or fairness claim. Raw source reuse rights UNKNOWN; no archive recovery or novelty over unavailable supplier synthesis claimed. |
 | FastServe — [2305.05920v3](https://arxiv.org/abs/2305.05920v3) | [Exact readset](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/references/fastserve-readset.md) | mined — service priority, promotion and suspended-state host residency → serving-preemption candidate | Aggregate tail improvement is not tenant fairness; same-engine contrast distinct from historical-vLLM comparison |
 | Llumnix — [2406.03243v1](https://arxiv.org/abs/2406.03243v1) | [Exact readset](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/references/llumnix-readset.md) | mined — replica migration, virtual headroom, pre-copy/downtime and host staging → [evaluate-elastic-serving-placement](../src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md) | Virtual headroom is not physical capacity; normal-class cost and evaluated-artifact fault-tolerance limit retained |
 | LoongServe — [2404.09526v2](https://arxiv.org/abs/2404.09526v2) | [Exact readset](../src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/references/papers-20261015/references/loongserve-readset.md) | mined — elastic sequence groups, phase-dependent state placement and ongoing attention communication → elastic-placement candidate | Distributed device KV is not host RAM; group transitions have different migration costs; no current engine/NPU claim |
@@ -176,6 +177,9 @@ the supplied local directory. Its six-paper extraction and standalone candidates
 are not imported or counted here. Existing DeepSpeed configuration evidence and
 Mooncake transport discovery are not substitutes for those paper readsets.
 
+The separate Sarathi-Serve case above uses a freshly pinned official edition;
+it does not recover or import that archive or its supplier-authored synthesis.
+
 ### Negative findings (scoped to inspected paths and revisions)
 
 - **Disk-level storage I/O mechanics** (mmap/pinned staging buffers,
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
index f9f7db8da..9e372b3da 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -46,7 +46,7 @@ The primary compute and HBM resource. Most current work lives here.
 | **Diagnose / Configure / Verify** | AKG static CUDA Affine loop tails: effective target/option gates, full point-loop bounds and protected input/output accesses | [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | [Tail-guard reference](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/references/akg-affine-tail-guards.md): separation precedence, non-divisible fixture and diagnostic boundary | AKG @ 5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff; source + FileCheck expectations only | Candidate; compiler/IR command, CUDA runtime and agent efficacy not run; no new measured coverage |
 | **Optimize** | Operator-level: staged accuracy-gated tuning campaign (code-level → scheduling → instruction-level), metric→action routing; AscendC tiling design per operator class (reduction/broadcast/elewise/matmul/conversion) | `ascend-operator-tuning`, `ascendc-tiling-design` | PyPTO frontend/swimlane/incore playbooks; fullload-vs-split, four-element tiling template, chip-generation (DAV_2201/3510) routing | awesome-ascend-skills pypto-op-perf-tune + ascendc-tiling-design @ 75ec89c | 🟢 |
 | **Optimize** | Casebook of past NPU optimization decisions: AI-CPU fallback, memory-bound, comm-exposed, graph-compilation, scheduling idle gaps | `ascend-optimization-casebook`, `inference-optimization-casebook` | Five bottleneck classes with symptom→diagnosis→action→evidence schema | MindIE-SD profiling-analyze + dit-perf-opt + perf-gate + dit-parallel-opt @ 8481d39b | 🟢 |
-| **Optimize** | Bounded experiment selection, distinct mechanism hypotheses, incumbent preservation and final-artifact integrity | `optimization-search-policy` | Methodology provenance stays in Reference Matrix §2; no hardware coverage from agent-paper scores | vllm-evolve @ 43cc82c; scoped A/F paper amendments | 🟢 (procedure only) |
+| **Optimize** | Bounded experiment selection, distinct mechanism hypotheses, incumbent preservation and final-artifact integrity | `optimization-search-policy` | [Sarathi chunk-budget case](../src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md): decode-first accounting, prefill overhead and TTFT/TBT tradeoffs; no universal budget. Methodology provenance stays in Reference Matrix §2; no hardware coverage from agent-paper scores | vllm-evolve @ 43cc82c; scoped A/F paper amendments; separate official OSDI 2024 Sarathi case/readset in Reference Matrix | 🟢 (source-derived candidate procedure; empirical not_run) |
 | **Optimize** | Bounded multistream overlap: dependency-DAG constrained (data/state/event/collective_order edges; shared input ≠ dependency), minimal-first, execution-mode sync contract (eager streams vs TorchAir) | `cann-attribution-overlap` | Metric separation (wall / union-of-busy / summed durations / summed duration+wait; repeated-instance product = estimate); device-memory domain qualification; formula conflicts carried unresolved | cann/oam-tools @ 8440935f (pack-mediated, wave 6) | 🟢 |
 | **Verify** | Evidence taxonomy (L0 correctness → L5 production), claim-evidence matching | `dense-performance-evidence`, `rsi-evidence`, `claim-contract` | InferRSI PASS/FAIL/INCONCLUSIVE protocol | InferRSI @ 4c8e1285 | 🟢 |
 | **Diagnose / Verify** | Fixed-stage PyTorch/Ascend model report: bind current stage and actually loaded candidate to quality-validator output and comparable baseline | [ascend-performance-analysis](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md) | [Stage-evidence rule](../src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/references/cannbot-stage-evidence.md): workflow instructions versus registered marker/keyword checks; completion is not numerical validation | canonical cann/cannbot @ c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110; selected CANN-2.0 scope | Candidate procedure only; host/model/backend not_run, agent efficacy not evaluated; no new measured coverage |
diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md b/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md
index 2cdd9302b..7c905d54b 100644
--- a/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md
+++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md
@@ -131,6 +131,17 @@ That constraint narrows the remaining search space.
 
 ## Cost-aware candidate selection
 
+For observed prefill interference with ongoing decodes, consult the
+[Sarathi-Serve chunk-budget case](cases/sarathi-chunk-budget.md) and its
+[source record](cases/sarathi-chunk-budget.json) before proposing a budget sweep.
+Account for decode tokens before partial and new prefills; preserve TTFT,
+token-gap latency, queueing and prefill-efficiency tradeoffs. This source-derived
+candidate supplies neither a universal budget nor current-engine validation.
+Use [admission diagnosis](../../repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md),
+[preemption assessment](../assess-serving-preemption/SKILL.md) and
+[serving-simulation calibration](../calibrate-serving-simulation/SKILL.md)
+for their existing responsibilities.
+
 Not all experiments cost the same. Order candidates by cost-adjusted expected
 value:
 
diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json b/src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json
new file mode 100644
index 000000000..4a918ae93
--- /dev/null
+++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json
@@ -0,0 +1,39 @@
+{
+  "id": "case.sarathi-chunk-budget",
+  "kind": "case",
+  "origin": ["external"],
+  "state": "candidate",
+  "empirical_validation": "not_run",
+  "content": "sarathi-chunk-budget.md",
+  "required_resources": ["sarathi-chunk-budget.json"],
+  "sources": [
+    {
+      "type": "paper",
+      "id": "usenix.osdi24.agrawal",
+      "title": "Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve",
+      "authors": "Amey Agrawal, Nitin Kedia, Ashish Panwar, Jayashree Mohan, Nipun Kwatra, Bhargav S. Gulavani, Alexey Tumanov, Ramachandran Ramjee",
+      "version": "OSDI 2024 proceedings, July 2024, pp. 117-134",
+      "url": "https://www.usenix.org/system/files/osdi24-agrawal.pdf",
+      "entry_url": "https://www.usenix.org/conference/osdi24/presentation/agrawal",
+      "sha256": "2416e51f584230107739783e5995d3dea3efad93f189e2c3119434d62a31412c",
+      "inspected_at": "2026-10-30",
+      "claims_checked_at": "2026-10-31",
+      "sections": ["3.2-3.3", "4.1-4.4", "5 evaluation setup", "5.3-5.4", "6", "Appendix A"],
+      "readset": "Full paper, references and artifact appendix read; case claims checked against sections 4.1-4.3, section 5 setup, Figure 9, Figure 14, Table 4 and section 6. Key physical PDF pages 8, 9, 10, 11, 13 and 14 visually inspected during grounding; curves were not digitized.",
+      "license": "UNKNOWN",
+      "rights_note": "Publisher open access establishes readability, not a blanket redistribution or adaptation license. Only an original attributed explanation is packaged; raw PDF, extracted text, images, figures and supplier synthesis are excluded."
+    }
+  ],
+  "applicability": [
+    "Source-supported hypothesis selection when observed long prefills interfere with ongoing decodes",
+    "Chunked-prefill token-budget tradeoffs under specified latency, workload, hardware and parallelism conditions"
+  ],
+  "limitations": [
+    "Paper-author observations and proposed adaptation checks are not local measurements or current-engine support.",
+    "The combined design does not beat hybrid-only P50 TTFT in either Table 4 trace.",
+    "No universal budget, fairness guarantee, quantitative disaggregation comparison or empirical skill efficacy is established.",
+    "Raw source redistribution and adaptation permission remain UNKNOWN.",
+    "The same case identity and central mechanism appeared in closed-unmerged PR 156; this independently written fixed-edition contribution does not recover the missing historical archive or establish novelty over its unavailable synthesis."
+  ],
+  "attribution": "Original attributed explanation of Agrawal et al., OSDI 2024. The paper's reported results remain distinct from InferRSI's proposed checks; no raw source asset or prior proposal prose is reproduced."
+}
diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md b/src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md
new file mode 100644
index 000000000..218486516
--- /dev/null
+++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md
@@ -0,0 +1,92 @@
+# Sarathi-Serve: choosing a chunked-prefill token budget
+
+This is an attributed, source-derived candidate decision example, not an
+observed InferRSI incident. Its edition, source digest, readset and limitations
+are in the [case record](sarathi-chunk-budget.json). The source is Agrawal et al.,
+*Taming Throughput-Latency Tradeoff in LLM Inference with Sarathi-Serve*,
+[OSDI 2024 proceedings](https://www.usenix.org/system/files/osdi24-agrawal.pdf),
+with the [publisher entry](https://www.usenix.org/conference/osdi24/presentation/agrawal).
+
+## Trigger and source observation
+
+Consider this mechanism when traces show that long prefills interrupt ongoing
+token generation. Prefill processes a request's input tokens; decode generates
+subsequent tokens. Time between tokens (TBT) measures the gap during generation,
+whereas time to first token (TTFT) includes the wait before the first output.
+A queue, memory shortage or suspended-request problem needs its own diagnosis
+before attributing the delay to prefill interference.
+
+In §§4.1–4.2, Sarathi-Serve splits a prefill across iterations and combines its
+chunks with ongoing decodes. The source's scheduling order is:
+
+1. Account for ongoing decodes first, at one token per decoding request.
+2. Include partially completed prefills within the remaining token budget.
+3. Admit new requests only when allocation permits and budget remains; size
+   their prefill chunks to that remainder.
+
+The budget covers the mixed batch, not just newly admitted prefill tokens.
+Chunking limits prefill work in an iteration; it does not make that work free.
+Figure 9 still shows added batch latency relative to decode-only execution.
+The paper's algorithm describes this policy; its pseudocode is not a contract
+for any current engine implementation.
+
+## Decision and costs
+
+Treat the budget as a deployment-specific candidate parameter. Section 4.3
+balances a tighter TBT target against several costs:
+
+- Smaller chunks reduce prefill work per iteration, but can lower compute
+  utilization and repeat fixed launch costs.
+- Each later chunk attends to earlier chunks of the same prompt, rereading
+  their KV cache. The paper distinguishes these additional memory reads from
+  unchanged attention computation.
+- Matrix tile boundaries affect execution cost. Neighboring token counts need
+  not have neighboring runtimes.
+- With pipeline parallelism, differences between batch runtimes can leave
+  stages idle. Larger chunks can increase that variation; excessively small
+  chunks incur their own efficiency costs.
+
+The paper uses profiling and Vidur to select a capacity-maximizing budget for
+a specified hardware, parallelism and TBT objective. This does not establish a
+universal chunk size or turn a simulator prediction into a measured result.
+Figure 14's prefill-overhead study is specific to Yi-34B with tensor parallelism
+across two GPUs, prompts of 2K/4K/8K tokens and chunks of 512/1024/2048 tokens.
+Its normalization is unchunked prefill runtime, not end-to-end service time.
+
+## What the reported comparison establishes
+
+Table 4 evaluates 128 requests for Yi-34B on two A100 GPUs, with a token budget
+of 1024, separately for `openchat_sharegpt4` and `arxiv_summarization`. In both
+traces, the combined design has lower P99 TBT than either component alone. Its
+P50 TTFT is lower than chunked-prefills-only, but higher than hybrid-batching-only.
+Thus the combined design trades some first-token latency against tighter token
+gaps; it does not improve every metric over each alternative.
+
+Section 5 generates arrival times with a Poisson distribution and filters total
+request lengths above 8192 and 16384 tokens for the two traces, respectively.
+The capacity experiments also require median scheduling delay to stay within
+2 seconds alongside the model-specific P99 TBT objective. Preserve those load,
+queueing and percentile definitions when interpreting the reported capacity;
+Table 4 alone is not a capacity or fairness result.
+
+## Proposed adaptation and rejection conditions
+
+Before a separately authorized experiment, establish a matched workload,
+model, hardware, engine revision, parallelism, memory limits and latency
+objectives. Use the existing admission and preemption owners to distinguish
+capacity limits from decode interruption, and the calibration owner to qualify
+profiling or simulator estimates. This case adds no scheduler implementation.
+
+Compare bounded budget candidates while holding those conditions fixed. Record
+P99 TBT, P50 TTFT, queueing/scheduling delay, sustainable throughput, prefill
+runtime and any relevant pipeline idle time separately. A lower TBT with an
+unacceptable TTFT or queueing cost rejects that candidate under the frozen
+objectives. If traces do not support prefill interference, or required evidence
+is unavailable, retain the incumbent and the unresolved diagnosis. These are
+proposed checks, not results from this host.
+
+No current-engine compatibility, local speedup, fairness guarantee or empirical
+skill efficacy is established. Section 6 leaves quantitative comparison with
+prefill/decode disaggregation open. Raw paper assets and the missing historical
+supplier synthesis are not part of this case; their redistribution rights are
+not inferred from public readability.
diff --git a/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json b/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json
index e8c8f532c..32ae378e6 100644
--- a/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json
+++ b/src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json
@@ -23,7 +23,8 @@
     "references/papers-20261015/MECHANISMS.md",
     "references/papers-20261015/NEXT_GATE_LEADS.md",
     "references/papers-20261015/references/source-notes.md",
-    "references/papers-20261015/updates/optimization-search-policy.md"
+    "references/papers-20261015/updates/optimization-search-policy.md",
+    "cases/sarathi-chunk-budget.json"
   ],
   "references": [
     "../inference-optimization-casebook/cases/qwen-b300-rejected-directions.md",
@@ -32,7 +33,12 @@
     "../inference-optimization-casebook/cases/qwen-ascend-rejected-directions.json",
     "../inference-optimization-casebook/cases/drama3-rejected-directions.md",
     "../inference-optimization-casebook/cases/drama3-rejected-directions.json",
-    "../../workflows/rsi-evidence/references/loopx-goal-governance/README.md"
+    "../../workflows/rsi-evidence/references/loopx-goal-governance/README.md",
+    "cases/sarathi-chunk-budget.md",
+    "cases/sarathi-chunk-budget.json",
+    "../../repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+    "../assess-serving-preemption/SKILL.md",
+    "../calibrate-serving-simulation/SKILL.md"
   ],
   "consumption_mode": "packaged"
 }
diff --git a/tests/test_knowledge_contract.py b/tests/test_knowledge_contract.py
index 31ede26d3..e6f53e602 100644
--- a/tests/test_knowledge_contract.py
+++ b/tests/test_knowledge_contract.py
@@ -58,7 +58,7 @@ def _case_records():
 
 def test_case_documents_cite_their_record_without_copying_digests():
     cases = list(_case_records())
-    assert len(cases) == 6
+    assert len(cases) == 7
     for path, record in cases:
         body = (path.parent / record["content"]).read_text(encoding="utf-8")
         # The JSON record is the single home for source identities and digests;

From 9c03d7f39d2beef2efd1a06244e7b2ca33f9ed31 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sat, 31 Oct 2026 09:42:26 +0800
Subject: [PATCH 2/4] docs: regenerate skill projections from Sarathi source
 commit

Refresh the native catalog from the committed canonical source without
changing source state, empirical status or attribution.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
 .../repo_packs/inferrsi/knowledge/README.md   |  4 ++--
 .../ascend-aclgraph-capture-replay.json       |  4 ++--
 .../ascend/skills/ascend-device-health.json   |  4 ++--
 .../skills/ascend-distributed-parallel.json   |  4 ++--
 .../ascend/skills/ascend-graph-mode.json      |  4 ++--
 .../skills/ascend-model-adaptation.json       |  4 ++--
 .../skills/ascend-operator-profiling.json     |  4 ++--
 .../ascend/skills/ascend-operator-tuning.json |  4 ++--
 .../skills/ascend-optimization-casebook.json  |  4 ++--
 .../skills/ascend-performance-analysis.json   |  4 ++--
 .../ascend-video-diffusion-optimization.json  |  4 ++--
 .../ascend/skills/ascendc-tiling-design.json  |  4 ++--
 .../skills/cann-attribution-overlap.json      |  4 ++--
 .../torchnpu-device-memory-lifecycle.json     |  4 ++--
 ...torchnpu-pinned-host-memory-lifecycle.json |  4 ++--
 .../skills/assess-serving-preemption.json     |  4 ++--
 .../assess-split-backward-schedule.json       |  4 ++--
 .../skills/audit-fixed-workload-claim.json    |  4 ++--
 .../audit-h3-metal-fasth3-semantics.json      |  4 ++--
 .../skills/audit-h3-runtime-residency.json    |  4 ++--
 .../skills/audit-llama-runtime-state.json     |  4 ++--
 .../audit-recurrent-kv-finalization.json      |  4 ++--
 .../common/skills/audit-sd-cpp-residency.json |  4 ++--
 .../audit-sglang-diffusion-lifetimes.json     |  4 ++--
 .../skills/audit-vllm-kv-lifetimes.json       |  4 ++--
 .../bound-windowed-attention-replay.json      |  4 ++--
 .../budget-speculative-verification.json      |  4 ++--
 .../skills/calibrate-serving-simulation.json  |  4 ++--
 .../skills/cgroup-resource-controls.json      |  4 ++--
 .../checkpoint-recovery-consistency.json      |  4 ++--
 .../skills/choose-parallel-training-plan.json |  4 ++--
 .../skills/cite-check-downstream-pr.json      |  4 ++--
 .../common/skills/claim-contract.json         |  4 ++--
 .../knowledge/common/skills/comfy-ui.json     |  4 ++--
 .../common/skills/competitor-scan.json        |  4 ++--
 .../skills/dcp-async-save-performance.json    |  4 ++--
 .../skills/dense-performance-evidence.json    |  4 ++--
 .../diagnose-vllm-admission-pressure.json     |  4 ++--
 .../skills/diffusers-invocation-state.json    |  4 ++--
 .../common/skills/draft-acceptance-issue.json |  4 ++--
 .../knowledge/common/skills/dwarfstar.json    |  4 ++--
 .../evaluate-elastic-serving-placement.json   |  4 ++--
 .../skills/generation-cache-lifecycle.json    |  4 ++--
 .../common/skills/host-memory-management.json |  4 ++--
 .../skills/host-overhead-optimization.json    |  4 ++--
 .../knowledge/common/skills/husky.json        |  4 ++--
 .../skills/inference-benchmark-design.json    |  4 ++--
 .../inference-optimization-casebook.json      |  4 ++--
 .../common/skills/kernel-writing-guide.json   |  4 ++--
 .../common/skills/kv-tier-management.json     |  4 ++--
 .../lazy-evaluation-stream-lifetimes.json     |  4 ++--
 .../knowledge/common/skills/lily.json         |  4 ++--
 .../knowledge/common/skills/lithos-metal.json |  4 ++--
 .../knowledge/common/skills/local-dream.json  |  4 ++--
 .../knowledge/common/skills/mistral-rs.json   |  4 ++--
 .../knowledge/common/skills/mlc-llm.json      |  4 ++--
 .../knowledge/common/skills/mlx-swift-lm.json |  4 ++--
 .../common/skills/npu-skill-factory.json      |  4 ++--
 .../skills/optimization-search-policy.json    | 24 +++++++++++++------
 .../common/skills/os-process-placement.json   |  4 ++--
 .../skills/performance-ceiling-analysis.json  |  4 ++--
 .../skills/plan-activation-residency.json     |  4 ++--
 .../knowledge/common/skills/project-maya.json |  4 ++--
 .../skills/repository-evolution-analysis.json |  4 ++--
 .../knowledge/common/skills/rsi-evidence.json |  4 ++--
 .../skills/skill-evolution-playbook.json      |  4 ++--
 .../knowledge/common/skills/splash.json       |  4 ++--
 .../common/skills/storage-io-measurement.json |  4 ++--
 .../skills/training-input-pipeline.json       |  4 ++--
 .../skills/training-resource-budget.json      |  4 ++--
 .../skills/video-diffusion-optimization.json  |  4 ++--
 .../knowledge/common/skills/vllm-metal.json   |  4 ++--
 .../skills/weight-loading-optimization.json   |  4 ++--
 .../cuda/skills/audit-afd-p2p-exchanges.json  |  4 ++--
 .../skills/audit-flare-session-lifecycle.json |  4 ++--
 .../diagnose-attention-bottlenecks.json       |  4 ++--
 .../cuda/skills/host-overhead-profiling.json  |  4 ++--
 .../cuda/skills/reason-hopper-kernels.json    |  4 ++--
 78 files changed, 171 insertions(+), 161 deletions(-)

diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index e2b0617d4..bc26d2e8c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
 IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
 procedures use their corresponding backend; shared methods use `common`.
 
-Source snapshot: [bde70d82bb65cc2e5dcd0f9d33cda5d38091120b](https://github.com/InferMatrixLab/InferRSI/tree/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library).
+Source snapshot: [84207eaaccb7987612a115f80a85c61a4c68cd56](https://github.com/InferMatrixLab/InferRSI/tree/84207eaaccb7987612a115f80a85c61a4c68cd56/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 bde70d82bb65cc2e5dcd0f9d33cda5d38091120b --check
+python tools/build_skill_index.py --source-revision 84207eaaccb7987612a115f80a85c61a4c68cd56 --check
 ```
 
 `--check` detects missing, stale and unexpected generated records without writing.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index d1841646a..df4fb3a42 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index 23c6a195c..5879ce17c 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index 4d6cf119e..6cd6cd375 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
@@ -27,8 +27,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index 3baf8d822..97b72bbbc 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
@@ -26,8 +26,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index a4d9f4c2d..348bc1842 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
index 4513309da..1bee2ca7c 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
index 72287107b..7aceed9c2 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
index 3bc45c815..5626427fe 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index c8689ef9f..b9b346581 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
index 3b0b531c8..819ca23a1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json
@@ -26,8 +26,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index 100d6c8d2..9523ba6c6 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index 78df33c6a..5211615ea 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index 3b974ef7f..d5ec69113 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index bb789a376..0d495a1b1 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
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index 9bfdef399..c25be7c1f 100644
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index d944db3aa..f1ab440a7 100644
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index fbb2c1a4c..bdd820e18 100644
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index 6e2fcbedc..6738bd11d 100644
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index 6fe9c3504..e1a3c68a8 100644
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index a690d3eb5..d332f8ac7 100644
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index 8fd55bb5f..f829367a7 100644
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index 0821a7d0e..577308429 100644
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index cd18a9077..421d1d378 100644
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index f8959efe9..f80cd603b 100644
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index 7ca1325d7..6d83a26bc 100644
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index 6cca85b49..3eaa0cf84 100644
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index 1caf6afaf..41f5a3ba6 100644
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index 1429dd4f6..64ca1497b 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index ce7c6e5c7..70009530d 100644
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index e94c12016..3d580abd2 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
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index f37b7765e..f04a418a5 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
@@ -22,8 +22,8 @@
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index f39ac4b29..ff6dab427 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
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index e6475bf57..19cd25873 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
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index 8cd803b37..4c1303c26 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
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index aa309c547..930afe256 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
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index 60d8c1c02..5dd9fb635 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
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index 5cf0a0aa3..671587d4b 100644
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index f706019fc..ed70a0866 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
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index 35c1146f7..62079d79c 100644
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index b60d6e126..037f765c4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
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index 701eedf8b..b766ce807 100644
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index b1f38ce58..12504ac89 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
index 35039c25e..744fb46ed 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
index 5e56342b1..251b0df51 100644
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index f88743bb3..99ea40e40 100644
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index 89a2500c9..fcb452297 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
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index 2b589b439..218a679ae 100644
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index 7f7a01ee7..5d58c7d5f 100644
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index 7864009ba..68430f2bd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
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index ceaa9e2f9..46e2e5895 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
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index ee17263cf..76922bba7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
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index 855174e9e..52791498c 100644
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index 61a92eba6..ba669ff6b 100644
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index 018149f60..535de7ae4 100644
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index 0d61044c8..0f4a5e28f 100644
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index 232ce428d..78744c1e8 100644
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index f42d1bac1..acac89b6e 100644
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@@ -22,8 +22,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
index e6d1bfee7..dcb8f44e6 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,10 +21,12 @@
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-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
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+        "src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.json",
+        "src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md",
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@@ -34,7 +36,7 @@
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@@ -43,8 +45,10 @@
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+    "src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.md": "2c2a8147001d24d1abc8672f15cf0ca759ae461b734413c8dcb7497634bb6821",
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@@ -80,7 +84,8 @@
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       "references/papers-20261015/references/source-notes.md",
-      "references/papers-20261015/updates/optimization-search-policy.md"
+      "references/papers-20261015/updates/optimization-search-policy.md",
+      "cases/sarathi-chunk-budget.json"
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@@ -89,7 +94,12 @@
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       "../inference-optimization-casebook/cases/drama3-rejected-directions.json",
-      "../../workflows/rsi-evidence/references/loopx-goal-governance/README.md"
+      "../../workflows/rsi-evidence/references/loopx-goal-governance/README.md",
+      "cases/sarathi-chunk-budget.md",
+      "cases/sarathi-chunk-budget.json",
+      "../../repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+      "../assess-serving-preemption/SKILL.md",
+      "../calibrate-serving-simulation/SKILL.md"
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index 1ad9db926..4cba8b0f2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
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index 860ef2407..a38a7446d 100644
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index e69d8e94d..6eda775d7 100644
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index 9f2f5253d..9f41c318e 100644
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index f8da7204d..da9e0c5bb 100644
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index e3e9c23a3..fdee6d872 100644
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index 379fe83b5..ecbf3ae63 100644
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index 9e6612249..6c4888bff 100644
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index 9e0474379..aaba05c9e 100644
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index bcc6324a9..3c7bb19da 100644
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index 0a23ae89f..7be4e6673 100644
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index a03848459..f3229a80f 100644
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index ae0d8bcd1..2a647c841 100644
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index 56b37fd49..396808aa8 100644
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index 438723ba8..9dd3629ef 100644
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index d9f3e6d7d..fb13e0843 100644
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index 9eca28b37..fa63f78c4 100644
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+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index a470ca646..36e4ade96 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index 058605427..0455782f6 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/bde70d82bb65cc2e5dcd0f9d33cda5d38091120b/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
-      "commit": "bde70d82bb65cc2e5dcd0f9d33cda5d38091120b",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
       "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",

From e3db289c42d6d37374755a05f28b1107da4f73ae Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sat, 31 Oct 2026 10:09:37 +0800
Subject: [PATCH 3/4] docs: regenerate Sarathi skill coverage view

Refresh the native coverage projection for the committed Sarathi case and
its provenance readset without changing canonical source content.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
 docs/skill-coverage.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 0fbd111e4..7261443c3 100644
--- a/docs/skill-coverage.md
+++ b/docs/skill-coverage.md
@@ -4,7 +4,7 @@ Generated from the registry, the skill sidecars and the two maintained
 matrices. **Do not edit by hand**; regenerate after any registry, skill,
 matrix or frozen-plan change.
 
-- Input digest: `sha256:b6f5cec72e5e52fcc4113bf50c68612417688b40c54cc79cbd24a611db574f3c`
+- Input digest: `sha256:bf6ac4fe724e1f91f7373ed7352852919749aa9cb1e53e8d27e68e3e1df4b8ff`
 - Regenerate: `python tools/build_skill_coverage.py`
 - Verify without writing: `python tools/build_skill_coverage.py --check`
 
@@ -129,7 +129,7 @@ optimization is fully covered or that any procedure has measured benefit.
 | [inference-benchmark-design](../src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md) | common | Select task quality gates, reference parity checks and performance workloads for text, agentic coding, work agents ... | **unknown** | — | — | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)<br>Task-specific benchmark selection (issue #60) ([Issue #60 report](https://github.com/InferMatrixLab/InferRSI/issues/6 ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-applicability |
 | [inference-optimization-casebook](../src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md) | common | How to structure and use a casebook of past optimization decisions as a decision-support tool. Extracts the casebook ... | **unknown** | — | 1 Accelerator · Optimize | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd) | candidate · not_run · 0 readset(s) | no-applicability, no-eval |
 | [kernel-writing-guide](../src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md) | common | Decision guide for writing custom inference kernels: when to write one, which framework to choose (Triton, CuTe DSL ... | **unknown** | — | 1 Accelerator · Optimize / Diagnose / Configure / Verify | 1 · Systems sources (Dao-AILab/causal-conv1d @ `cd81f0413cad2fc1e6f17e785ac39f59aae690cd` ...)<br>1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)<br>1 · Systems sources (huggingface/transformers @ `0dad7b822255a0ae261ec45ae937371e859ffd1a` ...)<br>1 · Systems sources (mindspore-ai/akg @ `5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff` ...)<br>1 · Systems sources (sgl-project/sglang @ `16176278d0180f1a1a578e53e6eef432577876c2` ...)<br>1 · Systems sources (vllm-project/vllm @ `537a79f0fc5ba564d2bef43d54915b2f80f9f77d` (root ...) | candidate · not_run · 7 readset(s) | no-applicability, no-eval |
-| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | **unknown** | — | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)<br>2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)<br>2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))<br>2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 6 readset(s) | no-applicability, no-eval |
+| [optimization-search-policy](../src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md) | common | Policy for how an optimization agent should select, order, and stop optimization experiments. Covers candidate ... | **unknown** | — | 1 Accelerator · Optimize | 2 · Methodology and corpus references (JiusiServe/vllm-evolve @ 43cc82c)<br>2 · Methodology and corpus references (RRSI — arXiv 2609.24972v3)<br>2 · Methodology and corpus references (arXiv 2608.01867 (CRISP))<br>2 · Methodology and corpus references (microsoft/SkillOpt @ 343db22) | candidate · not_run · 7 readset(s) | no-applicability, no-eval |
 | [performance-ceiling-analysis](../src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md) | common | Estimate optimization headroom before modifying an inference system. Produces a three-level ceiling model (analytical ... | inference serving systems (LLM, diffusion, audio) | — | 1 Accelerator · Diagnose / Verify<br>5 OS · Configure | 1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)<br>1 · Systems sources (ebugger/Empirical-Roofline-Toolkit @ 0771fa9)<br>1 · Systems sources (hahnyuan/LLM-Viewer @ 1893e4b) | candidate · not_run · 16 readset(s) | no-eval |
 | [plan-activation-residency](../src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md) | common | Propose training activation and gradient memory reductions by distinguishing lifetime reordering, address packing and ... | **unknown** | — | 1 Accelerator · Diagnose / Optimize / Verify | 1 · Systems sources (Checkmate — [1910.02653v3](https://arxiv.org/abs/1910.02653v3)) | candidate · not_run · 1 readset(s) | no-applicability, no-eval |
 | [repository-evolution-analysis](../src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md) | common | Analyze a repository's commit history to build a capability-evolution model: what the system can do, how it got there ... | any software repository with a recoverable git history | — | — | 2 · Methodology and corpus references (LearningToCommit/LearningToCommit @ 7e5a1d7)<br>2 · Methodology and corpus references (yetone/magpie @ 77800032) | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-eval |

From 0750bc61532b6b67e7385557d572e2f4e1cd2203 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sat, 31 Oct 2026 12:05:42 +0800
Subject: [PATCH 4/4] Regenerate Sarathi native projections from integrated
 source

Run both native generators against the committed combined source tree. Retain all skill metadata, source hashes and candidate validation limits.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
---
 src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md     | 4 ++--
 .../ascend/skills/ascend-aclgraph-capture-replay.json         | 4 ++--
 .../knowledge/ascend/skills/ascend-device-health.json         | 4 ++--
 .../knowledge/ascend/skills/ascend-distributed-parallel.json  | 4 ++--
 .../inferrsi/knowledge/ascend/skills/ascend-graph-mode.json   | 4 ++--
 .../knowledge/ascend/skills/ascend-model-adaptation.json      | 4 ++--
 .../knowledge/ascend/skills/ascend-operator-profiling.json    | 4 ++--
 .../knowledge/ascend/skills/ascend-operator-tuning.json       | 4 ++--
 .../knowledge/ascend/skills/ascend-optimization-casebook.json | 4 ++--
 .../knowledge/ascend/skills/ascend-performance-analysis.json  | 4 ++--
 .../ascend/skills/ascend-video-diffusion-optimization.json    | 4 ++--
 .../knowledge/ascend/skills/ascendc-tiling-design.json        | 4 ++--
 .../knowledge/ascend/skills/cann-attribution-overlap.json     | 4 ++--
 .../ascend/skills/torchnpu-device-memory-lifecycle.json       | 4 ++--
 .../ascend/skills/torchnpu-pinned-host-memory-lifecycle.json  | 4 ++--
 .../knowledge/common/skills/assess-serving-preemption.json    | 4 ++--
 .../common/skills/assess-split-backward-schedule.json         | 4 ++--
 .../knowledge/common/skills/audit-fixed-workload-claim.json   | 4 ++--
 .../common/skills/audit-h3-metal-fasth3-semantics.json        | 4 ++--
 .../knowledge/common/skills/audit-h3-runtime-residency.json   | 4 ++--
 .../knowledge/common/skills/audit-llama-runtime-state.json    | 4 ++--
 .../common/skills/audit-recurrent-kv-finalization.json        | 4 ++--
 .../knowledge/common/skills/audit-sd-cpp-residency.json       | 4 ++--
 .../common/skills/audit-sglang-diffusion-lifetimes.json       | 4 ++--
 .../knowledge/common/skills/audit-vllm-kv-lifetimes.json      | 4 ++--
 .../common/skills/bound-windowed-attention-replay.json        | 4 ++--
 .../common/skills/budget-speculative-verification.json        | 4 ++--
 .../knowledge/common/skills/calibrate-serving-simulation.json | 4 ++--
 .../knowledge/common/skills/cgroup-resource-controls.json     | 4 ++--
 .../common/skills/checkpoint-recovery-consistency.json        | 4 ++--
 .../common/skills/choose-parallel-training-plan.json          | 4 ++--
 .../knowledge/common/skills/cite-check-downstream-pr.json     | 4 ++--
 .../inferrsi/knowledge/common/skills/claim-contract.json      | 4 ++--
 .../repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json | 4 ++--
 .../inferrsi/knowledge/common/skills/competitor-scan.json     | 4 ++--
 .../knowledge/common/skills/dcp-async-save-performance.json   | 4 ++--
 .../knowledge/common/skills/dense-performance-evidence.json   | 4 ++--
 .../common/skills/diagnose-vllm-admission-pressure.json       | 4 ++--
 .../knowledge/common/skills/diffusers-invocation-state.json   | 4 ++--
 .../knowledge/common/skills/draft-acceptance-issue.json       | 4 ++--
 .../inferrsi/knowledge/common/skills/dwarfstar.json           | 4 ++--
 .../common/skills/evaluate-elastic-serving-placement.json     | 4 ++--
 .../knowledge/common/skills/generation-cache-lifecycle.json   | 4 ++--
 .../knowledge/common/skills/host-memory-management.json       | 4 ++--
 .../knowledge/common/skills/host-overhead-optimization.json   | 4 ++--
 .../repo_packs/inferrsi/knowledge/common/skills/husky.json    | 4 ++--
 .../knowledge/common/skills/inference-benchmark-design.json   | 4 ++--
 .../common/skills/inference-optimization-casebook.json        | 4 ++--
 .../knowledge/common/skills/kernel-writing-guide.json         | 4 ++--
 .../inferrsi/knowledge/common/skills/kv-tier-management.json  | 4 ++--
 .../common/skills/lazy-evaluation-stream-lifetimes.json       | 4 ++--
 .../repo_packs/inferrsi/knowledge/common/skills/lily.json     | 4 ++--
 .../inferrsi/knowledge/common/skills/lithos-metal.json        | 4 ++--
 .../inferrsi/knowledge/common/skills/local-dream.json         | 4 ++--
 .../inferrsi/knowledge/common/skills/mistral-rs.json          | 4 ++--
 .../repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json  | 4 ++--
 .../inferrsi/knowledge/common/skills/mlx-swift-lm.json        | 4 ++--
 .../inferrsi/knowledge/common/skills/npu-skill-factory.json   | 4 ++--
 .../knowledge/common/skills/optimization-search-policy.json   | 4 ++--
 .../knowledge/common/skills/os-process-placement.json         | 4 ++--
 .../knowledge/common/skills/performance-ceiling-analysis.json | 4 ++--
 .../knowledge/common/skills/plan-activation-residency.json    | 4 ++--
 .../inferrsi/knowledge/common/skills/project-maya.json        | 4 ++--
 .../common/skills/repository-evolution-analysis.json          | 4 ++--
 .../inferrsi/knowledge/common/skills/rsi-evidence.json        | 4 ++--
 .../knowledge/common/skills/skill-evolution-playbook.json     | 4 ++--
 .../repo_packs/inferrsi/knowledge/common/skills/splash.json   | 4 ++--
 .../knowledge/common/skills/storage-io-measurement.json       | 4 ++--
 .../knowledge/common/skills/training-input-pipeline.json      | 4 ++--
 .../knowledge/common/skills/training-resource-budget.json     | 4 ++--
 .../knowledge/common/skills/video-diffusion-optimization.json | 4 ++--
 .../inferrsi/knowledge/common/skills/vllm-metal.json          | 4 ++--
 .../knowledge/common/skills/weight-loading-optimization.json  | 4 ++--
 .../knowledge/cuda/skills/audit-afd-p2p-exchanges.json        | 4 ++--
 .../knowledge/cuda/skills/audit-flare-session-lifecycle.json  | 4 ++--
 .../knowledge/cuda/skills/diagnose-attention-bottlenecks.json | 4 ++--
 .../knowledge/cuda/skills/host-overhead-profiling.json        | 4 ++--
 .../inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json | 4 ++--
 78 files changed, 156 insertions(+), 156 deletions(-)

diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index bc26d2e8c..50464fea2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
 IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
 procedures use their corresponding backend; shared methods use `common`.
 
-Source snapshot: [84207eaaccb7987612a115f80a85c61a4c68cd56](https://github.com/InferMatrixLab/InferRSI/tree/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library).
+Source snapshot: [c5e13944c06a8a03ab7015a8933981a983e42186](https://github.com/InferMatrixLab/InferRSI/tree/c5e13944c06a8a03ab7015a8933981a983e42186/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 84207eaaccb7987612a115f80a85c61a4c68cd56 --check
+python tools/build_skill_index.py --source-revision c5e13944c06a8a03ab7015a8933981a983e42186 --check
 ```
 
 `--check` detects missing, stale and unexpected generated records without writing.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index df4fb3a42..15c7f3ff8 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/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index 5879ce17c..93260a6e7 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/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index 6cd6cd375..ef68579bd 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
@@ -27,8 +27,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index 97b72bbbc..36f92b57d 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
@@ -26,8 +26,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/84207eaaccb7987612a115f80a85c61a4c68cd56/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index 348bc1842..a0d5c8c59 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
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index 1bee2ca7c..5f746c46d 100644
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index 7aceed9c2..f8ceae7c8 100644
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index 5626427fe..92c99dd63 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
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index b9b346581..2b70e686b 100644
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index 819ca23a1..20c058d35 100644
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index 9523ba6c6..5be88df8b 100644
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index 5211615ea..3aa47ab27 100644
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index d5ec69113..9b074d7fa 100644
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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 0d495a1b1..6fde6678f 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index c25be7c1f..721060d94 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index f1ab440a7..7756c1301 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index bdd820e18..a5357f135 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index 6738bd11d..ecbb2d324 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index e1a3c68a8..5506ae49e 100644
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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 d332f8ac7..ea5171357 100644
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index f829367a7..21373ea43 100644
--- 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
@@ -26,8 +26,8 @@
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index 577308429..b2bde92e2 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
@@ -25,8 +25,8 @@
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index 421d1d378..a76263984 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
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index f80cd603b..9173d33e8 100644
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index 6d83a26bc..b27a542ce 100644
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index 3eaa0cf84..29288ee06 100644
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index 64ca1497b..7169a9d63 100644
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index 70009530d..59160a87d 100644
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index 3d580abd2..4149eb57b 100644
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index f04a418a5..066b9cfd9 100644
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index ff6dab427..1626bcd8a 100644
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index 19cd25873..1b15338b2 100644
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index 4c1303c26..515fc89aa 100644
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index 930afe256..ac50b9ca3 100644
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index 5dd9fb635..2f9845e02 100644
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index 671587d4b..ef7a40054 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
@@ -21,8 +21,8 @@
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index ed70a0866..b01184e87 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
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index 62079d79c..00d84e827 100644
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index 037f765c4..f8984451a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
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index b766ce807..d4b8c68d9 100644
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index 12504ac89..bc1749570 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
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index 744fb46ed..18d9ae726 100644
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index 251b0df51..053898b1b 100644
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index 99ea40e40..7cf060d13 100644
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index fcb452297..e38e0536a 100644
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index 218a679ae..726c8467f 100644
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index 5d58c7d5f..571129076 100644
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index 68430f2bd..427697464 100644
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index 46e2e5895..86b259c09 100644
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index 76922bba7..49cd72067 100644
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index 52791498c..8d6b9814f 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index ba669ff6b..13c0f6966 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index 535de7ae4..742d7bd56 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
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+      "commit": "c5e13944c06a8a03ab7015a8933981a983e42186",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index 0f4a5e28f..0a5e0563c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/c5e13944c06a8a03ab7015a8933981a983e42186/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
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index 78744c1e8..9d286e066 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index acac89b6e..cafbdc364 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
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index dcb8f44e6..798493ab5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,8 +21,8 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index 4cba8b0f2..59eecca4c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
index a38a7446d..5fde95df1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,8 +22,8 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
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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 6eda775d7..14d1ac0fb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index 9f41c318e..3327dbace 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
index da9e0c5bb..0113cbb14 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 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
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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 fdee6d872..e1df63741 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
@@ -22,8 +22,8 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
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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 ecbf3ae63..f19d61f2f 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 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
index 6c4888bff..3062af59c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
@@ -25,8 +25,8 @@
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-      "commit": "84207eaaccb7987612a115f80a85c61a4c68cd56",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
index aaba05c9e..ac42b98c1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
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@@ -24,8 +24,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
index 3c7bb19da..1c56b3e7d 100644
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@@ -23,8 +23,8 @@
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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 7be4e6673..9efe6daab 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
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index f3229a80f..dcfebda27 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
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@@ -26,8 +26,8 @@
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index 2a647c841..37c7ebf9c 100644
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index 396808aa8..f894ccf93 100644
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index 9dd3629ef..6f18573b8 100644
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index fb13e0843..f86ac899a 100644
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@@ -29,8 +29,8 @@
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index fa63f78c4..13bd48286 100644
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index 36e4ade96..aa21e20fb 100644
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@@ -22,8 +22,8 @@
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index 0455782f6..c2aa42eec 100644
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