From cdffd9475a0db4c4481a78e0e819a59b28b12dcb Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Fri, 23 Oct 2026 04:40:05 -0700
Subject: [PATCH 1/8] feat: distill diffusion loader and storage boundaries

Extend the existing stable-diffusion.cpp residency owner with bounded catalog identity, byte delivery, staging, and mapping cleanup guidance.

Signed-off-by: GUOGUO <xwdong1998@163.com>
Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author)
---
 docs/reference-matrix.md                      |   2 +-
 docs/reviews/issue91-sd-cpp-loader-storage.md |  83 +++++++++
 docs/searchspace-matrix.md                    |   3 +-
 .../audit-sd-cpp-residency/SKILL.md           |  11 +-
 .../audit-sd-cpp-residency/metadata.json      |  12 +-
 .../references/loader-storage-boundaries.md   | 171 ++++++++++++++++++
 .../references/source-notes.md                |  20 +-
 .../references/validation-boundaries.md       |   8 +
 8 files changed, 297 insertions(+), 13 deletions(-)
 create mode 100644 docs/reviews/issue91-sd-cpp-loader-storage.md
 create mode 100644 src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md

diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
index df1e643dd..0749fc3a6 100644
--- a/docs/reference-matrix.md
+++ b/docs/reference-matrix.md
@@ -44,7 +44,7 @@ Reading rules:
 |---|---|---|---|---|---|---|
 | antirez/h3.c @ `8974cc055ea9c02fcd14cc27dfda3e1027c05153` (MIT; retained ccv BSD-3-Clause notice) | Direct bounded source distillation, 2026-10-23; 34 selected file bytes matched to pinned Git blobs; [readset/architecture](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/references/source-notes.md). Loader, generation/cache, TE/vision/input-output VAEs, AdaLN, selected Metal/int8/SSD paths and native test assertions; full kernels/driver/media internals unread. Prior model-header observations reused, not rerun | mined — joint audio/video schedule and row-map dependencies, BF16 rounding/fusion versus numerical approximation, actual TensorOps dispatch → [audit-h3-runtime-residency](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md); native/quality/performance not_run | mined — shared/file-backed weights, Qwen prefetch ring, phase/cache/preview overlap and complete host output; tensor counters are not physical footprint or 64 GiB qualification | mined — exact raw BF16/F32 schema, direct/mapped reads and two-slot BF16 matrix streaming with completion/join boundaries; uncached-read request is not measured cache bypass or useful overlap | out-of-scope — local GPU/I/O ordering is not network transport | out-of-scope — no OS scheduling/control implementation extracted |
 | Comfy-Org/ComfyUI @ `b1a247c9cf9dbfda4b2c0a0c1d50950667eeaa0c` (GNU GPL v3) | Source-reading archive, inspected 2026-10-21; bounded execution/cache/graph/model-management/static-dynamic-patcher/sampler paths and selected tests; [readset](../src/inferrsi/data/skill_library/repositories/comfy-ui/references/repo-provenance.md); not full-model/custom-node/provider-native coverage | mined — managed weight/patch identity, partial unload versus detach and dynamic-backend boundary → [comfy-ui](../src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md); device behavior unverified | mined — output versus object identity, ancestor fingerprints, lazy consumer references and retention versus validity; host/pin ownership | out-of-scope — no storage implementation extracted | out-of-scope — no transport implementation extracted | out-of-scope — workflow scheduling is not OS scheduling |
-| leejet/stable-diffusion.cpp @ `b13a48219d5cdf408edcb93da6cd69b612ed03d3` (MIT) | Supplied fixed-revision archive, inspected 2026-10-22; 18 bounded readset paths plus one separately identity-checked README matched to pinned commit/tree (19 blobs total); header coverage is selected owner/state declarations; full archive/submodules not byte-authenticated; bounded image API, native runner, capacity, segment/prefetch and cleanup paths; [readset](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md); GGML submodules/model kernels unread | mined — native weight/runtime capacity, protected segment/prefetch lifetime → [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md); native/backend behavior unverified | mined — parameter storage versus compute staging and retained runtime ownership; host peaks unmeasured | out-of-scope — demotion eligibility observed, complete loader/I/O not extracted | out-of-scope — device copies are not network transport | out-of-scope — runner scheduling is not OS scheduling |
+| leejet/stable-diffusion.cpp @ `b13a48219d5cdf408edcb93da6cd69b612ed03d3` (MIT) | Supplied archive, inspected 2026-10-22: 18 bounded paths plus separately identity-checked README (19 blobs); historical receipt preserved. 2026-10-23 extension: 12 selected C++ blobs plus retained MIT text identity-checked, with line-scoped catalog/non-ZIP safetensors read/staging/mapping and immediate consumer cleanup; [readsets](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md). File identity is not full-file review; archive/submodules, model kernels and other-format implementations remain outside the bounded audit | mined — native weight/runtime capacity, protected segment/prefetch lifetime → [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md); native/backend behavior unverified | mined — parameter storage versus compute staging and retained runtime ownership; loader host read/conversion buffers versus mapped owners; host peaks unmeasured | mined — bounded catalog stamps versus content identity, range admission versus actual reads, mapping/shared-owner and newly created block cleanup → [loader/storage boundaries](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md); full other-format parsing, native failure/SSD/performance qualification remain open | out-of-scope — device copies are not network transport | out-of-scope — runner scheduling is not OS scheduling |
 | NVIDIA/TensorRT-LLM @ f33e0e5fd | skill-doc-only (`.claude/skills/`) | mined — evidence taxonomy, kernel writing, casebook, roofline refs → `dense-performance-evidence`, `kernel-writing-guide`, `inference-optimization-casebook`, `performance-ceiling-analysis` | mined — host overhead verdict + line-profiling loop → `host-overhead-profiling`, `host-overhead-optimization` | mined — weight-movement/overlap + KV host-cache patterns → `weight-loading-optimization`; disk-level: negative (see below) | out-of-scope — host/device weight-movement overlap remains in RAM/Storage, not network coverage | mined — CPU affinity rule + env preflight → `os-process-placement` |
 | Ascend/MindIE-SD @ 8481d39 | skill-doc-only (`.agents/skills/`) | mined — 5-layer analysis, bottleneck casebook → `ascend-performance-analysis`, `ascend-optimization-casebook` | mined — host-opt async/pattern sections → `weight-loading-optimization` | mined — load-path judgment, fixed-overhead accounting, offload tiers, weights-prep → `weight-loading-optimization` | mined — USP strategy, masking formula, topology rules → `ascend-distributed-parallel` | mined — device health, card-group contracts, measurement discipline → `ascend-device-health` |
 | ascend-ai-coding/awesome-ascend-skills @ 75ec89c | full (`skills/`, `external/cannbot/`); incremental slice pinned to `75ec89ce9d401be8ac95980e1c3f42f8d4315057` | mined — graph mode, operator profiling/tuning, tiling design → `ascend-graph-mode`, `ascend-operator-profiling`, `ascend-operator-tuning`, `ascendc-tiling-design` | assessed/deferred — KV overview and async-stream recipe lack a complete transfer/completion implementation and retain cannbot license UNKNOWN; [boundary/readset](reviews/issue91-awesome-ascend.md#host-kv-boundary); no new RAM capability | mined — device-side prefetch + diffusers CPU-offload playbook → `weight-loading-optimization`; disk-level: negative | mined (wrapper-source only) — native/PyTorch test selection, tensor-byte meaning, timing/oracle coverage and rank-map counterexamples → `ascend-distributed-parallel`; [full-pin readset](../src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/references/awesome-ascend-communication-tests.md); no native-collective or transport audit | mined — env checks, device-busy preflight, thread/env tables → `os-process-placement` |
diff --git a/docs/reviews/issue91-sd-cpp-loader-storage.md b/docs/reviews/issue91-sd-cpp-loader-storage.md
new file mode 100644
index 000000000..4b21bf31d
--- /dev/null
+++ b/docs/reviews/issue91-sd-cpp-loader-storage.md
@@ -0,0 +1,83 @@
+# Stable-diffusion.cpp catalog-to-storage construction
+
+This bounded Issue #91 slice extends the existing
+[`audit-sd-cpp-residency`](../../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md)
+candidate. It preserves its stable ID, eight residency steps, MIT text, original
+source pin and historical archive receipt. No engine, dependency, evaluator or
+hardware execution is introduced. Material author: Codex / `gpt-6.1-sol`,
+reasoning effort `xhigh`.
+
+## Scope → ground → construct → verify
+
+| AREX phase | Decision and native InferRSI asset |
+|---|---|
+| Scope | Fill the catalog/source → actual byte delivery → immediate storage-consumer gap. Select ordinary non-ZIP safetensors and its shard index; leave generic startup optimization with `weight-loading-optimization`. Do not replace request-time residency guidance. |
+| Ground | Fixed leejet/stable-diffusion.cpp `b13a48219d5cdf408edcb93da6cd69b612ed03d3`, tree `df847d004c6529eefb02bb629d7ee26e740121a9`. Twelve C++ blobs and retained MIT text have exact byte identity checks; semantic ranges are in the [new ledger](../../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md#fixed-readset-and-attribution). The prior nineteen-blob receipt remains historical. |
+| Construct | Reuse one owner and the native metadata/readers. Add [two loader/storage decisions](../../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md), a root route, additive source/validation notes and scoped entries in both matrices. No new ID, backend, counter or parallel registry is needed. |
+| Verify | Check actual owner/resource discovery, metadata, local links, immutable source ranges and retained license. Preserve the old eight-step body and source identity. Bind generated records to a real source commit only after source freeze. Exact execution and independent-review receipts belong to the PR; package/schema checks do not qualify native loading or agent efficacy. |
+
+AREX portable distill/extend guidance is used from fixed
+`ac3fe1afa80fb9a09775ecfb2b6cc3ba850a2db6`; this is an InferRSI candidate extension,
+not a managed-skill installation. The root license is MIT, Copyright (c) 2023
+leejet, retained as the complete existing owner `LICENSE` (Git blob
+`56e1e5a63852c3bcd5ac4fcdfecb7666f5274169`). No runtime implementation is copied;
+this attribution does not license models, unexpanded dependencies, external ZIP
+code or unrelated embedded helpers.
+
+```mermaid
+flowchart LR
+  S["Fixed engine and loader source"] --> C["Catalog stamps and candidate admission"]
+  C --> B["Actual reads / mapping / host staging"]
+  B --> M["ModelManager completion and owned cleanup"]
+  C --> R["Owner-local loader/storage reference"]
+  M --> R
+  R --> O["Existing residency owner and metadata"]
+  O --> A["Native registry, readers and two matrices"]
+```
+
+## Observations, deductions and execution boundary
+
+Source observation: dependency checks compare path, size and mtime; internal
+source/catalog revisions are generations. Metadata parsing and non-ZIP byte
+bounds precede actual reads. Regular stream reads and mapping copies can return
+failure; host staging/conversion and backend-copy calls are distinct. The
+manager's destination callback records a name before bytes are delivered, while
+loaded-state publication requires all selected source groups to succeed.
+Failure cleanup releases the parameter blocks created for that load. Shared
+mapping owners can remain in loader caches or other blocks.
+
+Deduced audit rule: neither a matching stamp nor a successful destination
+callback is a byte-identity/completion oracle. Require an independent content
+manifest/output oracle when that conclusion matters. Do not infer global
+rollback, pinned allocation, physical SSD traffic, cache eviction or device
+completion from these interfaces. Loader stage counters divided by the last
+file's thread count are not a cold-storage bandwidth denominator.
+
+Native parser/load/failure injection, allocation/unmap behavior, backend-copy
+completion, full-model image quality and performance are **not_run**. Matching
+GGML/private headers/build and a legal minimal fixture are prerequisites, not
+replaceable by mocks or extracted formulas. The source-only readset does not
+qualify all GGUF/Torch/ZIP formats, special quantization/conversion correctness,
+video/audio or every backend. Agent efficacy is **not evaluated / uncovered**.
+
+## Proposed regression cases
+
+All rows are proposed; no case below is a runtime result. Expected decisions
+are stated independently of a source keyword or successful reader invocation.
+
+| Case | Input/condition | Independent expected decision / oracle |
+|---|---|---|
+| New identity positive | A required shard has changed under the selected index | Refresh/invalidate before reuse; inspect real source and consumer state plus caller result. |
+| New identity negative | Same path/size/mtime, different independently recorded digest | Do not certify equal bytes from catalog stamps or generation IDs. Preserve the differing digest. |
+| New admission negative | A selected tensor interval exceeds the real file | The real parser/add-file rejects that candidate; its failed admission does not replace the previous accepted catalog. |
+| New read negative | A file becomes short after catalog admission | The caller observes failure; callback invocation does not count as load completion. Inspect loaded flags/new-block cleanup without presuming universal rollback. |
+| New staging positive | Supported ordinary dtype with the actual read/staging/mapping path selected | Compare real tensor bytes to an independent legal small-fixture oracle. Keep input/target byte counts separate and owners alive through use. |
+| New lifetime negative | One block releases its map owners while another owner/cache retains the mapping | Do not predict final unmap or memory savings from one release. Check actual retained owners and final destruction. |
+| Old dispatch regression | CPU or multi-device scheduling with a small `max_vram` | Preserve the existing distinction from the non-CPU single-device segmented path; a small budget alone is insufficient dispatch evidence. |
+| Old lifetime regression | An active/queued weight becomes unpinned | Preserve the existing distinction between eligibility for reclamation and immediate physical free; async capability alone is not useful overlap. |
+
+If native prerequisites are later supplied, run the real selected parser/manager
+for the new cases and the actual backend/model for residency/image claims.
+Package/readers validate retained content and access only. Keep preparation,
+first image, warm requests, byte equality/quality, host/device peaks and timing
+denominators separate; no result in one category promotes the candidate.
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
index a473fb890..e01870326 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -72,7 +72,7 @@ Host-side memory: CPU DRAM, pinned memory, page tables, PyTorch tensor lifecycle
 |---|---|---|---|---|---|
 | **Observe / Diagnose / Verify** | MiniMax-H3 TE/vision/input-output VAE phase lifetime, prepared DiT/decoder retention, shared/mapped weight and host media/output residency | [audit-h3-runtime-residency](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md) | Preview/cache changes overlap; output tiling retains full RGB; checkpoint bytes and tracked tensors do not establish total RAM fit | h3.c @ 8974cc055ea9c02fcd14cc27dfda3e1027c05153; [phase ledger](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/references/phase-residency.md) | 🟢 (source-derived candidate; physical/compressed/swap peaks unmeasured) |
 | **Diagnose / Configure / Verify** | Workflow-output signatures and object identity, ancestor/fingerprint validity versus retention, lazy consumer references and host/pinned state | [comfy-ui](../src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md) | A fixed JSON filename is not an external-state fingerprint; NOT_IDEMPOTENT node identity does not force every-run invalidation | ComfyUI @ b1a247c9cf9dbfda4b2c0a0c1d50950667eeaa0c; [cache ledger](../src/inferrsi/data/skill_library/repositories/comfy-ui/references/graph-cache-invalidation.md) | 🟢 (source-derived procedure; executor cache suite not run) |
-| **Observe / Diagnose / Verify** | Native diffusion parameter storage, compute staging and retained runtime buffers across conditioning/denoise/VAE phases | [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | Device fit does not establish sufficient host RAM; initial host preparation may precede async transfer; track host/device peaks separately | stable-diffusion.cpp @ b13a48219d5cdf408edcb93da6cd69b612ed03d3; [validation](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md) | 🟢 (source-derived ownership audit; host peaks unmeasured) |
+| **Observe / Diagnose / Verify** | Native diffusion parameter storage, compute staging and retained runtime buffers across conditioning/denoise/VAE phases; loader read/conversion buffers and shared mapping owners | [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | Device fit does not establish sufficient host RAM; initial host preparation may precede async transfer; releasing one owner is not final unmap; track host/device peaks separately | stable-diffusion.cpp @ b13a48219d5cdf408edcb93da6cd69b612ed03d3; [validation](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md), [loader/storage](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md) | 🟢 (source-derived ownership audit; host peaks unmeasured) |
 | **Observe / Profile** | Host overhead in nsys: GPU idle ratio (>0.30 aggregate/>0.15 generation), host-prep exposed ratio (M3b>0.05), NVTX breakdown, inter-kernel gaps; cgroup memory pressure (PSI) and event counters | `host-overhead-profiling`, `cgroup-resource-controls` (pressure/events observation) | GPU idle + host-prep verdict metrics; NVTX root-cause breakdown; regression comparison across two traces | TRT-LLM perf-host-analysis @ f33e0e5f; kernel cgroup-v2 docs (pack-mediated) | 🟢 |
 | **Diagnose** | YES/NO bottleneck verdict; multi-rank straggler detection; NVTX-to-source function mapping | `host-overhead-profiling` | M3b>0.05 AND M3c>0.50 together confirm host-prep bottleneck | TRT-LLM perf-host-analysis @ f33e0e5f | 🟢 |
 | **Configure** | Pinned memory for fast H2D (>1MB tensors where transfer is measured bottleneck), async H2D via non_blocking=True + stream + explicit synchronize(), Python GIL avoidance (ProcessPoolExecutor, Python 3.13 free-threading PEP 703), NUMA-aware allocation (numactl); memory limits and protection (memory.high/low/max) | `host-memory-management`, `kv-tier-management` (L1 tier sizing, multi-L1 composition), `cgroup-resource-controls` (memory controls) | All APIs verified from PyTorch docs, Python docs, numactl manpage | PyTorch docs, Python docs, PEP 703, numactl manpage; LMCache @ c3b875a; kernel cgroup-v2 docs (pack-mediated) | 🟢 |
@@ -99,6 +99,7 @@ Storage I/O: model weight loading, checkpoint save/restore, profiling artifact I
 
 | Lifecycle step | What it covers | Candidate Skills | Cases / Experience | Evidence | Maturity |
 |---|---|---|---|---|---|
+| **Diagnose / Verify** | Native diffusion catalog/source identity → non-ZIP safetensors byte reads → host staging or retained mapping → immediate ModelManager completion/cleanup | [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | Stamps/internal revisions are not content hashes; valid metadata or a destination callback is not read completion; failure cleanup covers this load's newly created blocks | stable-diffusion.cpp @ b13a48219d5cdf408edcb93da6cd69b612ed03d3; [loader/storage boundaries](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md) | 🟢 (bounded source-derived candidate; other formats, native I/O and performance unqualified) |
 | **Diagnose / Configure / Verify** | Raw tensor-schema compatibility, file-backed DiT versus two-slot BF16 SSD streaming, Qwen read-worker/ring-depth distinction and submit/join completion | [audit-h3-runtime-residency](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md) | SSD mode disables runtime int8; compare matching BF16 paths. F_NOCACHE request and zero join wait do not prove bypass or free I/O | h3.c @ 8974cc055ea9c02fcd14cc27dfda3e1027c05153; [I/O tradeoffs](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/references/precision-and-streaming.md#three-different-ioresidency-paths) | 🟢 (source-derived candidate; native I/O/overlap/performance not_run) |
 | **Observe / Profile** | Workload-matched block-device measurement (fio methodology: signature recording, requested-vs-achieved depth, cache-state ledger, run-shape classification), per-device attribution (iostat), per-process attribution (pidstat) | `storage-io-measurement`, `weight-loading-optimization` (§7 phase timers) | Bounded observation templates; unit/latency-provenance schema; logical-vs-physical I/O distinction | fio @ acb7a302 + sysstat @ efd0c445 (pack-mediated, wave 6); fastsafetensors perf.py @ 219e256; mindie-agent docs @ 6a81b41 | 🟢 (methodology only — running benchmarks or manipulating caches requires separate authorization) |
 | **Diagnose** | Slow startup (graph capture + weight loading dominating): distinguish compile warmup from I/O | `ascend-graph-mode` (mentions slow startup), `ascend-model-adaptation` (dummy→real sequence) | ACLGraph startup cost is compile + capture, not I/O bound; FP8 weight loading pitfalls | MindIE-SD; vllm-ascend | 🟡 (incidental coverage only) |
diff --git a/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md b/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md
index 3af2504c7..83d075b0c 100644
--- a/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md
+++ b/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md
@@ -1,6 +1,6 @@
 ---
 name: audit-sd-cpp-residency
-description: Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.
+description: Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.
 ---
 
 # Audit diffusion weight and workspace residency
@@ -13,9 +13,12 @@ image quality or performance result has been established for this candidate.
 
 Use when this runtime fails to fit an image workload, repeatedly transfers
 weights, or appears to ignore a configured device-memory budget. The output is
-an ownership audit and the smallest discriminating check. Use the existing
-weight-loading method for startup I/O questions; this procedure addresses
-request-time weights and runtime buffers. It does not prescribe LLM KV policy,
+an ownership audit and the smallest discriminating check. Follow the
+[loader/storage boundaries](references/loader-storage-boundaries.md) when
+source refresh, short reads or host/mapped storage affect this audit. Keep
+generic startup-I/O optimization with the existing weight-loading method;
+the procedure below addresses request-time weights and runtime buffers.
+It does not prescribe LLM KV policy,
 training activation checkpointing, approximate denoising caches, or the separate
 video/audio paths.
 
diff --git a/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json b/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json
index fb0408e5f..99028041e 100644
--- a/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json
+++ b/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json
@@ -6,27 +6,29 @@
   "status": "candidate",
   "empirical_validation": "not_run",
   "license": "MIT",
-  "tags": ["stable-diffusion-cpp", "diffusion", "model-residency", "workspace", "prefetch", "state-ownership"],
+  "tags": ["stable-diffusion-cpp", "diffusion", "model-residency", "workspace", "prefetch", "state-ownership", "weight-loading", "storage-io"],
   "sources": [
     {
       "type": "git",
       "url": "https://github.com/leejet/stable-diffusion.cpp",
       "commit": "b13a48219d5cdf408edcb93da6cd69b612ed03d3",
-      "paths": ["src/stable-diffusion.cpp", "src/pipeline/image.cpp", "src/pipeline/diffusion_engine.h", "src/pipeline/diffusion_engine.cpp", "src/core/ggml_runner.cpp", "src/core/segment_weight_pipeline.cpp", "src/core/compute_workspace.cpp", "src/model_manager.cpp", "src/model_manager_prefetch.cpp", "src/device_residency_manager.h", ".github/workflows/build.yml", ".gitmodules", "cmake/ggml.cmake", "CMakeLists.txt", "examples/cli/main.cpp", "include/stable-diffusion.h", "LICENSE", "src/model_manager.h"],
+      "paths": ["src/stable-diffusion.cpp", "src/pipeline/image.cpp", "src/pipeline/diffusion_engine.h", "src/pipeline/diffusion_engine.cpp", "src/core/ggml_runner.cpp", "src/core/segment_weight_pipeline.cpp", "src/core/compute_workspace.cpp", "src/model_manager.cpp", "src/model_manager_prefetch.cpp", "src/device_residency_manager.h", ".github/workflows/build.yml", ".gitmodules", "cmake/ggml.cmake", "CMakeLists.txt", "examples/cli/main.cpp", "include/stable-diffusion.h", "LICENSE", "src/model_manager.h", "src/model_loader.h", "src/model_loader_files.cpp", "src/model_loader.cpp", "src/model_manager_files.cpp", "src/model.h", "src/core/util.h", "src/core/util.cpp", "src/model_io/tensor_storage.h", "src/model_io/safetensors_io.cpp"],
       "readset": "references/source-notes.md"
     }
   ],
   "applicability": {
-    "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+    "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
   },
   "limitations": [
     "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
     "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+    "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
     "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
     "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+    "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
   ],
-  "provenance_readsets": ["references/source-notes.md"],
+  "provenance_readsets": ["references/source-notes.md", "references/loader-storage-boundaries.md"],
   "references": [],
   "consumption_mode": "packaged"
 }
diff --git a/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md b/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md
new file mode 100644
index 000000000..641b9ebdd
--- /dev/null
+++ b/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md
@@ -0,0 +1,171 @@
+# Loader, byte delivery and storage ownership
+
+This source-derived extension applies to leejet/stable-diffusion.cpp at
+`b13a48219d5cdf408edcb93da6cd69b612ed03d3`. Use it when source refresh, load failure or
+host/mapped storage affects the existing residency audit. Select ordinary
+non-ZIP safetensors and its index-to-shard catalog path. The surrounding loader
+dispatch is observed; full GGUF/Torch/ZIP parsing, special quantization and
+conversion correctness are outside these rules. Native loading and performance
+remain unverified. The complete [MIT text](../LICENSE) is retained.
+
+## 1. Identify the catalog without treating it as a content hash
+
+First record the model/component paths, selected root/index and required shard
+files, an independent content manifest when byte identity matters, and the
+actual runtime/GGML/build/backend. Then follow the caller:
+
+- [src/pipeline/diffusion_engine.cpp L726–783](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/pipeline/diffusion_engine.cpp#L726-L783)
+  submits component files to `init_from_file`. The shown initialization calls
+  include warnings/errors; these excerpts do not establish that every failed
+  optional component immediately aborts context creation.
+- [src/model_loader_files.cpp L15–39](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader_files.cpp#L15-L39)
+  defines a dependency stamp from path, file size and modification time.
+  Matching those fields can reuse an existing catalog. The atomic source
+  revision and catalog revision are internal generations, not file digests.
+- [src/model_loader_files.cpp L86–205](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader_files.cpp#L86-L205)
+  parses into a candidate, validates storage dimensions/type/byte intervals,
+  checks dependency stamps again, and accepts the copied candidate only on
+  success. The non-ZIP bound uses `nbytes_to_read()`, not an assumption that
+  raw file bytes always equal target memory bytes. The safetensors parser also
+  checks its header reads, data intervals and dtype-dependent payload size
+  ([src/model_io/safetensors_io.cpp L151–413](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_io/safetensors_io.cpp#L151-L413)).
+- Index/shard discovery and declared-name checks are in
+  [src/model_loader.cpp L289–357](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader.cpp#L289-L357) and
+  [src/model_io/safetensors_io.cpp L416–459](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_io/safetensors_io.cpp#L416-L459).
+  These checks do not authenticate shard contents cryptographically.
+- Before generation, engine refresh checks for changed sources, refreshes a
+  copied loader and applies the update
+  ([src/pipeline/diffusion_engine.cpp L270–316](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/pipeline/diffusion_engine.cpp#L270-L316)).
+  ModelManager compares source identity/version/offset/type/shape and refuses
+  replacement with active workspace reclaimers or pinned states; accepted
+  changes invalidate the affected storage/prefetch/staging consumers
+  ([src/model_manager_files.cpp L5–118](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager_files.cpp#L5-L118)).
+
+**Decision:** use stamps and source generations to explain this implementation's
+reuse/invalidation, and a separately recorded digest to establish byte identity.
+A same-size edit with preserved mtime is a counterexample to equating these
+contracts. Pre/post stamp checks also do not provide an immutable snapshot:
+a file can change between checks. Do not call candidate catalog replacement a
+transaction covering every runner, allocation or write in the process.
+
+## 2. Require byte-delivery success and name the retaining owner
+
+For one requested tensor, record source ID/revision, physical file index,
+offset, raw read bytes, target type/bytes, selected destination and return path.
+[src/model_io/tensor_storage.h L16–68](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_io/tensor_storage.h#L16-L68) separates
+`nbytes()` from `nbytes_to_read()`: F64/I64 input uses twice the internal
+storage bytes, and upstream-GGML FP8 has a separate conversion-size branch.
+Those source branches do not qualify numerical conversion.
+
+Follow the actual path rather than inferring it from a flag:
+
+| Selected path | Producer → consumer | Failure/completion boundary |
+|---|---|---|
+| Ordinary file read | Per-worker binary `ifstream` → seek/read at the storage offset → chosen destination | Open failure or a failed/short stream read returns failure. A valid earlier catalog does not make a later short read successful. |
+| Mapped bytes copied | Retained `MmapWrapper` → bounds-checked `copy_data` → chosen destination | `copy_data` rejects an offset/length outside the mapping. Its `memcpy` is a local memory operation, not a disk-read receipt. |
+| Host destination | Same-type ordinary input can read directly into the destination; special or converted input uses a worker read buffer and conversion | A destination callback only selects/provides storage; it can also skip a tensor by leaving the destination null. It does not certify data correctness. |
+| Non-host destination | Worker host read buffer → optional conversion buffer → `ggml_backend_tensor_set` under the loader mutex | The call is observed; GGML/backend completion, physical transfer and allocation type require their own evidence. A host pointer or requested host buffer does not establish pinned allocation. |
+| Eligible mapping alias | File mapping and CPU/device host-pointer buffer → tensor data at mapped offset → shared mapping stores retained by loader/parameter blocks | Requires supported buffer capability, matching type/shape/byte size and manager eligibility. Requesting mmap does not ensure this path is selected or eliminate page faults. |
+
+The direct implementation is
+[src/model_loader.cpp L1060–1404](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader.cpp#L1060-L1404).
+It validates requested source stamps before loading and after workers join,
+propagates read failures, and separates read, memory-copy, conversion and
+backend-copy calls. Each regular worker's stream and temporary vectors have
+scope-bound lifetime; this statement does not extend to every external ZIP
+failure path.
+
+Mapping creation/fallback and alias eligibility are in
+[src/model_loader.cpp L853–1048](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader.cpp#L853-L1048) and
+[src/model_manager.cpp L805–865](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager.cpp#L805-L865).
+[src/core/util.cpp L136–336](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/core/util.cpp#L136-L336) shows Windows
+handle cleanup, POSIX unmap/close and the copy bounds. Writable mappings are
+private/copy-on-write in these branches, not a checkpoint persistence promise.
+OS population/read-ahead/drop-cache advisory calls do not establish actual
+physical I/O, cache eviction or speedup.
+
+At the immediate consumer,
+[src/model_manager.cpp L1023–1116](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager.cpp#L1023-L1116)
+groups compatible sources, passes destinations to the loader and requires its
+successful return before publishing all selected states as loaded. Its callback
+records a selected name before the payload read; that name set alone is not a
+completion oracle. If one group fails, earlier writes may already have occurred.
+
+**Decision:** accept a completed load only with the caller's success and a real
+byte/output oracle under the actual selected path. On failure, track ownership
+rather than assuming rollback:
+
+- [src/model_manager.cpp L425–492](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager.cpp#L425-L492)
+  releases blocks created for this loading attempt after mapping/allocation/load
+  failure. It does not promise restoration of earlier writes or all pre-existing
+  storage.
+- Parameter blocks retain mapping stores
+  ([src/model_manager.h L55–85](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager.h#L55-L85)).
+  [src/model_manager.cpp L1232–1252](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager.cpp#L1232-L1252)
+  frees the block buffer, clears its mapping owners and resets attached state.
+  The loader's file-data cache or another shared owner can still retain the
+  mapping. Unmap/close belongs to destruction of the final mapping owner, not
+  merely pin release or deletion of one block.
+- Keep bytes read, host staging, converted bytes, retained mapping pages and
+  device allocations separate. Load success does not prove that an image fits
+  or that the existing segmented/prefetch path will run.
+
+The loader logs total wall time and stage counters divided by the last file's
+thread count ([src/model_loader.cpp L1394–1401](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader.cpp#L1394-L1401)).
+These are not interchangeable cold-storage/device bandwidth denominators.
+For startup optimization, use the generic weight-loading method and measure
+preparation, first load/request and warm work separately under fixed controls.
+
+## Proposed checks
+
+These are independent expected decisions, not executed native tests. Require a
+matching real GGML library/private headers/build and a legal small fixture.
+Do not substitute extracted formulas, fake backends or mock native headers.
+
+| Input/condition | Expected decision and decisive observation |
+|---|---|
+| A required shard has genuinely changed | Refresh/invalidate before reuse; observe the actual caller result and new source/consumer state. |
+| Same path, size and mtime but different independently recorded digest | Identity is unresolved by stamps; retain the differing digest and reject a content-equality claim. |
+| Selected tensor interval exceeds the real fixture file | Actual parser/add-file rejects the candidate; the previous accepted catalog is not replaced by that failed candidate. |
+| File becomes short after catalog admission | Observe loader failure and consumer flags/new-block cleanup. Callback invocation or earlier metadata acceptance is insufficient; no universal rollback is presumed. |
+| Supported ordinary dtype on the actual direct-read, staging or mapping path | Compare real tensor bytes to an independent small-fixture oracle; distinguish raw input bytes from target bytes and retain mapping owners through use. |
+| One mapping/block owner is released | Check other retained owners before predicting unmap. A successful map or host-buffer request alone cannot establish pinned RAM, cold-disk throughput or device completion. |
+
+Preserve the existing residency counterexamples: CPU or multi-device dispatch is
+not the inspected non-CPU single-device segmented path; unpin is not immediate
+physical free; advertised async capability is not useful overlap. The
+[validation boundary](validation-boundaries.md) still governs image completion,
+quality, memory and performance. Agent efficacy is uncovered.
+
+## Fixed readset and attribution
+
+The 2026-10-23 extension checked the following exact Git blobs: eleven fixed-blob
+fetches, the reused engine seed and the already retained MIT text. Range links
+record the semantic readset, including declarations needed to resolve owners.
+Keyword inventories and complete file retrieval are not complete-file audits.
+The original [nineteen-blob archive receipt](source-identity.json) remains a
+separate historical record at the same source revision.
+
+| Source path | Git blob | Read ranges at the fixed revision |
+|---|---|---|
+| `src/model_loader.h` | `aae359099e5dcea55a6eba17570c7afe6b0c559f` | [1–164](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader.h#L1-L164) |
+| `src/model_loader_files.cpp` | `9ac5456cc15118a3218455431096d60aa95e4305` | [1–354](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader_files.cpp#L1-L354) |
+| `src/model_loader.cpp` | `8822b2c3f12fced42d6223958916c465cad5c29e` | [1–42](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader.cpp#L1-L42); [193–239](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader.cpp#L193-L239); [289–360](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader.cpp#L289-L360); [827–1049](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader.cpp#L827-L1049); [1060–1420](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_loader.cpp#L1060-L1420) |
+| `src/model_manager_files.cpp` | `10c7d2e68fdd1d1f9a024a1d99a411f4fc2e9414` | [1–169](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager_files.cpp#L1-L169) |
+| `src/model_manager.cpp` | `4562ebdfd4f834e3bfe7bfa4e01c2b51f0dda104` | [425–492](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager.cpp#L425-L492); [805–965](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager.cpp#L805-L965); [1023–1148](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager.cpp#L1023-L1148); [1232–1252](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager.cpp#L1232-L1252) |
+| `src/model_manager.h` | `fdb110825d98f4aeebe071d15daf5bf94e24c502` | [1–18](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager.h#L1-L18); [30–105](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_manager.h#L30-L105) |
+| `src/model.h` | `c8d803a667b8e047d183f0dcd898557507438c39` | [1–40](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model.h#L1-L40) |
+| `src/core/util.h` | `0929f60e01ae4f8239abe150d45cc539bd1b205d` | [1–124](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/core/util.h#L1-L124) |
+| `src/core/util.cpp` | `c1d463e4da9339b5138ad500b99942028750f974` | [128–344](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/core/util.cpp#L128-L344) |
+| `src/model_io/tensor_storage.h` | `1916d1f5e512f19762fba00a2b655066ff171a68` | [1–158](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_io/tensor_storage.h#L1-L158) |
+| `src/model_io/safetensors_io.cpp` | `cf424af921e04453f88b5a27a4c20774208ead8c` | [151–460](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/model_io/safetensors_io.cpp#L151-L460) |
+| `src/pipeline/diffusion_engine.cpp` | `70338bd99380cca800e1277e243335db6f380311` | [1–65](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/pipeline/diffusion_engine.cpp#L1-L65); [229–342](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/pipeline/diffusion_engine.cpp#L229-L342); [726–783](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/pipeline/diffusion_engine.cpp#L726-L783) |
+| `LICENSE` | `56e1e5a63852c3bcd5ac4fcdfecb7666f5274169` | [1–21](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/LICENSE#L1-L21) |
+
+The selected mapping implementation ends before the unrelated physical-core
+helper's attribution. No upstream implementation is copied into this guidance.
+Root MIT attribution is not extended to unexpanded dependencies, external ZIP
+code, models or unrelated embedded helpers. Full other-format parsing, special
+quantization/conversion semantics, native failure injection, allocator/backend
+completion, physical storage/cache behavior, image quality and performance
+remain outside this source-only candidate.
diff --git a/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md b/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md
index eaf2c8763..80bdeb5d4 100644
--- a/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md
+++ b/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md
@@ -69,10 +69,26 @@ two bounded paths must not be advertised as every model's complete call graph.
 compares loader/catalog state and rebuilds affected runner groups.
 [`reset_runners`](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/src/pipeline/diffusion_engine.cpp#L229-L267)
 clears conditioning caches, ends runners and unregisters parameters before
-resetting components. The loader's complete file-change predicate was not
-inspected; do not call it a content hash or assert equal mtime/size means equal
+resetting components. In the 2026-10-22 readset, the loader's complete file-change
+predicate was not inspected; do not call it a content hash or assert equal mtime/size means equal
 model bytes. Actual model revisions belong in the validation input ledger.
 
+## Bounded loader/storage extension
+
+The 2026-10-23 [loader/storage readset](loader-storage-boundaries.md) follows
+that predicate and one non-ZIP safetensors byte-delivery path at the same pinned
+revision. It authenticates twelve selected C++ blobs and the retained MIT text,
+using eleven fixed-blob fetches and the reused engine seed. Its table records
+the actual ranges; it is not a full-file or all-format review. The historical
+nineteen-blob archive receipt above remains unchanged.
+
+The new boundary distinguishes path/size/mtime and internal catalog generations
+from content hashes; metadata/range admission from actual reads; and host
+staging or mapping aliases from backend completion. ModelManager's failure
+cleanup covers blocks created for that load, not a global rollback. These
+source observations supplement the existing residency procedure; they do not
+qualify native loading, physical SSD I/O, image quality or performance.
+
 ## Build and verification boundary
 
 [`cmake/ggml.cmake`](https://github.com/leejet/stable-diffusion.cpp/blob/b13a48219d5cdf408edcb93da6cd69b612ed03d3/cmake/ggml.cmake#L1-L27)
diff --git a/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md b/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md
index f59ff35ec..471cba3b9 100644
--- a/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md
+++ b/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md
@@ -12,6 +12,14 @@ dependency installation is performed by this procedure.
 | Next-segment prefetch activation and cleanup | `SegmentWeightPipeline`, `model_manager_prefetch.cpp`; proposed native trace/assertion harness | Backend/placement advertising and actually executing async prefetch | Same device/model with prefetch disabled | **No** for async device overlap | Event/transfer trace, pin/protection lifetime, completion before consumer, cancellation/failure cleanup, quality and latency. Capability alone is insufficient. |
 | Multi-device accounting | `ModelManager::check_capacity`, runner scheduler path; proposed native harness | Exact device set/backend/split mode | Single-device separately | **No** | Multiple devices and matching backend; trace actual placement. Segmented single-device eligibility must not be extrapolated. |
 
+The [loader/storage checks](loader-storage-boundaries.md#proposed-checks)
+add proposed catalog-identity, range/short-read and mapping/staging cases.
+They require the actual matching parser/manager and a legal small fixture;
+source, package and reader checks cannot substitute for those native results.
+Observe both the returned result and consumer state: a destination callback
+is not read completion, and releasing one mapping owner is not proof of unmap.
+No native loader case or agent-efficacy evaluation has been run.
+
 Minimal falsifiers: changing a required model/input without the expected
 preparation; evicting pinned/queued weights; stale output after a supported
 policy change; a completed image with incorrect quality; a device cap apparently

From eb271d3844a21f9b9852a8b7a106dfa2441a142e Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Fri, 23 Oct 2026 04:51:00 -0700
Subject: [PATCH 2/8] chore: generate diffusion loader knowledge projection

Bind the shared projection to the committed loader and storage extension without changing unrelated knowledge semantics.

Signed-off-by: GUOGUO <xwdong1998@163.com>
Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author)
---
 .../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/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-h3-runtime-residency.json    |  4 +-
 .../skills/audit-llama-runtime-state.json     |  4 +-
 .../common/skills/audit-sd-cpp-residency.json | 54 +++++++++++++------
 .../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 +-
 .../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 +-
 .../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 +-
 .../common/skills/npu-skill-factory.json      |  4 +-
 .../skills/optimization-search-policy.json    |  4 +-
 .../common/skills/os-process-placement.json   |  4 +-
 .../skills/performance-ceiling-analysis.json  |  4 +-
 .../skills/plan-activation-residency.json     |  4 +-
 .../skills/repository-evolution-analysis.json |  4 +-
 .../knowledge/common/skills/rsi-evidence.json |  4 +-
 .../skills/skill-evolution-playbook.json      |  4 +-
 .../common/skills/storage-io-measurement.json |  4 +-
 .../skills/training-input-pipeline.json       |  4 +-
 .../skills/training-resource-budget.json      |  4 +-
 .../skills/weight-loading-optimization.json   |  4 +-
 .../diagnose-attention-bottlenecks.json       |  4 +-
 .../cuda/skills/host-overhead-profiling.json  |  4 +-
 59 files changed, 153 insertions(+), 133 deletions(-)

diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index c574339c7..fdae7cf31 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: [bbe85d53c4acbbabaa378b2971f130f7441311cb](https://github.com/InferMatrixLab/InferRSI/tree/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library).
+Source snapshot: [cdffd9475a0db4c4481a78e0e819a59b28b12dcb](https://github.com/InferMatrixLab/InferRSI/tree/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/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 bbe85d53c4acbbabaa378b2971f130f7441311cb --check
+python tools/build_skill_index.py --source-revision cdffd9475a0db4c4481a78e0e819a59b28b12dcb --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 61bceccf4..4584e62b5 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/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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 f6146c744..9115d2986 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/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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 d8a5734b0..b9eb4f303 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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 e1eb897fc..6922d2a16 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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 a56771dc6..29978246a 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/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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 9b2234b60..058e5b0ba 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/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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 8c7ee953d..d2b32d843 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/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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 9ea46b993..1b1089439 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/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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 179144007..9862e0c9d 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/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index 37fc0aab3..e9c2b32fc 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/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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 2711a4d18..ee05d0890 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/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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 18ad9a876..b018d4209 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/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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 57196415a..5feb1cc12 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/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index c328d3d1a..84183f120 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "paths": [
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",
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 a0c13d0af..b2b8c4209 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "paths": [
         "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
         "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json",
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 6c2f8408f..8c1cd91b6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
         "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
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 4fe6d0fe2..1bd6f70ee 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index 099edb0c1..ee854622d 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
@@ -8,14 +8,16 @@
   "component": "skills",
   "scenario": "skills.discovery",
   "status": "imported",
-  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
   "tags": [
     "stable-diffusion-cpp",
     "diffusion",
     "model-residency",
     "workspace",
     "prefetch",
-    "state-ownership"
+    "state-ownership",
+    "weight-loading",
+    "storage-io"
   ],
   "origin": [
     "external"
@@ -23,19 +25,20 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json",
+        "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md",
         "src/inferrsi/data/skill_library/skill-index.json"
       ],
-      "content_sha256": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6"
+      "content_sha256": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860"
     }
   ],
   "index_type": "packaged-skill",
@@ -45,17 +48,18 @@
   "checkout_ref": "checkout:audit-sd-cpp-residency",
   "source_files": {
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE": "b53fa08f515cb5a6fff7b9fd8fcd0961a4b80df29d74372d25e1f9171aa042ee",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "133863463870fd5df267d8f60d5b1755d27fcf1d0ee2f3790539480079d2edc2",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "13cd1bc571b45fe906cc842c9215395d8e7f50605c6f191be4506f146ad2505b",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md": "c1ec047aa37fca6b374f9bfd750e8f30d45af1d48fe728db23873c0b84ad94e8",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md": "7b537cb972347dd68e303960f142892346d8b19b884e4d08016ea36a23bdaa7a",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json": "af4830370b6eddc2d176a9ae14da4ab56a90b0fe048a01a89ee051df4365d8e9",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "b67affbd7d237d82b7f51be49f1537e9820fe56ec70a71ee76809f9e599ca693",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "5dcf5fa7bf734fbe13214f57d2dfb40ff8215d9cd34e072a9e615bf103b82fc2",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "c493af8f6fd11ab7c9a37c9eec78cac31d57c04403a790035efbb4fff99f4669",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "3aaf79b36192bf8ff3e8f95ac90f2e769aa065dfac1fe70368824f3591849b8d",
     "src/inferrsi/data/skill_library/skill-index.json": "1be36694cba1902d5ab11a55e96fb7b7ab14d154089a75b051136dd7f4a4dc6d"
   },
   "skill_metadata": {
     "name": "audit-sd-cpp-residency",
-    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
     "profile": "local-skill-v1",
     "schema_version": 1,
     "kind": "skill",
@@ -71,7 +75,9 @@
       "model-residency",
       "workspace",
       "prefetch",
-      "state-ownership"
+      "state-ownership",
+      "weight-loading",
+      "storage-io"
     ],
     "sources": [
       {
@@ -96,29 +102,41 @@
           "examples/cli/main.cpp",
           "include/stable-diffusion.h",
           "LICENSE",
-          "src/model_manager.h"
+          "src/model_manager.h",
+          "src/model_loader.h",
+          "src/model_loader_files.cpp",
+          "src/model_loader.cpp",
+          "src/model_manager_files.cpp",
+          "src/model.h",
+          "src/core/util.h",
+          "src/core/util.cpp",
+          "src/model_io/tensor_storage.h",
+          "src/model_io/safetensors_io.cpp"
         ],
         "readset": "references/source-notes.md"
       }
     ],
     "applicability": {
-      "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+      "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
     },
     "limitations": [
       "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
       "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+      "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
       "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
       "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+      "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
     ],
     "provenance_readsets": [
-      "references/source-notes.md"
+      "references/source-notes.md",
+      "references/loader-storage-boundaries.md"
     ],
     "references": [],
     "consumption_mode": "packaged"
   },
   "applicability": {
-    "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+    "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
   },
   "recommendations": [
     "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
@@ -131,9 +149,11 @@
     "The backend categorizes the procedure's hardware dependency; it does not certify compatibility, and skills.discovery is a discovery scenario.",
     "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
     "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+    "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
     "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
     "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+    "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
   ],
   "verification": {
     "locally_verified": false,
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index a2f422473..c494ca3d6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index 7e36d1fe1..0b8cbf71e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index e04aacc78..db066f68e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index 410e31951..81e4ada10 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
   "sources": [
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       "type": "git",
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index 9e6faee64..304eff184 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
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-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index f7ea73940..7b89837f4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
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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 b7356a55c..de11aa6ce 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index 2aee77e29..3941d69a4 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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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index 9a3a0a611..d2ea63d28 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
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@@ -16,8 +16,8 @@
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index 4d0e6125b..c1106bf26 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
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index 8b8d9ed42..96659bd41 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
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index 548bcd021..7302b0336 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index db1e34229..cbe831842 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
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@@ -23,8 +23,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index ad1316bcb..36f1e0112 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index dcc4ec709..fe1d3a1e0 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
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index 31737b6a3..615d67a3d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index 39ee7b38a..8a7a40582 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
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@@ -16,8 +16,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index 71bbd1718..5cebd499b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index 99cb7f942..7c28d9127 100644
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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 1471b6f85..5ed0c15df 100644
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index 2bc8c8708..d294875ff 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
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index d1836eeaa..ae5e3bfc2 100644
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index e7d1eb6e8..57e5ff5ba 100644
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index 3e1905f50..e0faf1119 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
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index 9edbfa1a2..2c48ea05c 100644
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index 6eadff6cc..64915371a 100644
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index b041c5f9d..26e435e6d 100644
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index 7c26a85ac..93bc1cd78 100644
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index 2eb0bce50..d20199737 100644
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index 6e1ef9311..fbc7bee99 100644
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index 6f0c59c61..a7387b77c 100644
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index 740a150c5..9d2c7bbe9 100644
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index 60250cf7d..2972a3e91 100644
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index b2e23ad75..f54938bb5 100644
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index c7ba981a2..aa48962d2 100644
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index 2677fb994..6510235cb 100644
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       "paths": [
         "src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
         "src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
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 ddbd3c3e3..d71557bb6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "paths": [
         "src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
         "src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index 230a4bb28..fab20532f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -26,8 +26,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "paths": [
         "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
         "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 0fc0085f7..2465ff5b7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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 d40ff7595..cb43339cb 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/bbe85d53c4acbbabaa378b2971f130f7441311cb/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
-      "commit": "bbe85d53c4acbbabaa378b2971f130f7441311cb",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/cdffd9475a0db4c4481a78e0e819a59b28b12dcb/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+      "commit": "cdffd9475a0db4c4481a78e0e819a59b28b12dcb",
       "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",

From 211cfa5dea9249bbd26cae9d59ec5c06218caaf3 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sat, 24 Oct 2026 23:21:04 +0900
Subject: [PATCH 3/8] Regenerate stable diffusion loader projection after
 integration

Signed-off-by: GUOGUO <xwdong1998@163.com>
Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author)
---
 .../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/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-h3-runtime-residency.json    |  4 +-
 .../skills/audit-llama-runtime-state.json     |  4 +-
 .../common/skills/audit-sd-cpp-residency.json | 54 +++++++++++++------
 .../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 +-
 .../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 +-
 .../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 +-
 .../common/skills/npu-skill-factory.json      |  4 +-
 .../skills/optimization-search-policy.json    |  4 +-
 .../common/skills/os-process-placement.json   |  4 +-
 .../skills/performance-ceiling-analysis.json  |  4 +-
 .../skills/plan-activation-residency.json     |  4 +-
 .../skills/repository-evolution-analysis.json |  4 +-
 .../knowledge/common/skills/rsi-evidence.json |  4 +-
 .../skills/skill-evolution-playbook.json      |  4 +-
 .../common/skills/storage-io-measurement.json |  4 +-
 .../skills/training-input-pipeline.json       |  4 +-
 .../skills/training-resource-budget.json      |  4 +-
 .../skills/weight-loading-optimization.json   |  4 +-
 .../cuda/skills/audit-afd-p2p-exchanges.json  |  4 +-
 .../diagnose-attention-bottlenecks.json       |  4 +-
 .../cuda/skills/host-overhead-profiling.json  |  4 +-
 60 files changed, 155 insertions(+), 135 deletions(-)

diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 69307e7f9..04251c33d 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: [2770fd94ecee89574d1adf0568e78a19387bb48e](https://github.com/InferMatrixLab/InferRSI/tree/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library).
+Source snapshot: [caed9d8628511de9c24a23601e21f284fef0584a](https://github.com/InferMatrixLab/InferRSI/tree/caed9d8628511de9c24a23601e21f284fef0584a/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 2770fd94ecee89574d1adf0568e78a19387bb48e --check
+python tools/build_skill_index.py --source-revision caed9d8628511de9c24a23601e21f284fef0584a --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 118f662d6..0f1181646 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/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "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 c9fa229d0..da3a88bbc 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/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "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 9a248e63c..3f78f5d64 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "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 8145006ec..d35c50d74 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "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 97ce68ff6..b49f6c1fe 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/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "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 ec7a0e20f..a3fef9292 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/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "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 32831be84..dabca65b8 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/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "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 561ba1759..ff93f3363 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/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
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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 bf95ce54c..1998dc59c 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 @@
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
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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 d183586f9..a04528a00 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 @@
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
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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 e113c5ad7..e3d4d91ea 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 @@
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
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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 af23a8c41..77ce23499 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 @@
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
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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 dc561325d..2eacc0df3 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 @@
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
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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 9687c19bf..b609a9395 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",
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 af110cec6..5ca198fa1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
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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 8c796a541..4d10ffc18 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
         "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
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 c789c3003..e8200e79c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index fce168401..fc48fcae8 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
@@ -8,14 +8,16 @@
   "component": "skills",
   "scenario": "skills.discovery",
   "status": "imported",
-  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
   "tags": [
     "stable-diffusion-cpp",
     "diffusion",
     "model-residency",
     "workspace",
     "prefetch",
-    "state-ownership"
+    "state-ownership",
+    "weight-loading",
+    "storage-io"
   ],
   "origin": [
     "external"
@@ -23,19 +25,20 @@
   "sources": [
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
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         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json",
+        "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md",
         "src/inferrsi/data/skill_library/skill-index.json"
       ],
-      "content_sha256": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6"
+      "content_sha256": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860"
     }
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   "index_type": "packaged-skill",
@@ -45,17 +48,18 @@
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-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "133863463870fd5df267d8f60d5b1755d27fcf1d0ee2f3790539480079d2edc2",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "13cd1bc571b45fe906cc842c9215395d8e7f50605c6f191be4506f146ad2505b",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md": "c1ec047aa37fca6b374f9bfd750e8f30d45af1d48fe728db23873c0b84ad94e8",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md": "7b537cb972347dd68e303960f142892346d8b19b884e4d08016ea36a23bdaa7a",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json": "af4830370b6eddc2d176a9ae14da4ab56a90b0fe048a01a89ee051df4365d8e9",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "b67affbd7d237d82b7f51be49f1537e9820fe56ec70a71ee76809f9e599ca693",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "5dcf5fa7bf734fbe13214f57d2dfb40ff8215d9cd34e072a9e615bf103b82fc2",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "c493af8f6fd11ab7c9a37c9eec78cac31d57c04403a790035efbb4fff99f4669",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "3aaf79b36192bf8ff3e8f95ac90f2e769aa065dfac1fe70368824f3591849b8d",
     "src/inferrsi/data/skill_library/skill-index.json": "332bc513880fc64386a1a977843939843cba6d26eb4c549ea872d3163705b78f"
   },
   "skill_metadata": {
     "name": "audit-sd-cpp-residency",
-    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
     "profile": "local-skill-v1",
     "schema_version": 1,
     "kind": "skill",
@@ -71,7 +75,9 @@
       "model-residency",
       "workspace",
       "prefetch",
-      "state-ownership"
+      "state-ownership",
+      "weight-loading",
+      "storage-io"
     ],
     "sources": [
       {
@@ -96,29 +102,41 @@
           "examples/cli/main.cpp",
           "include/stable-diffusion.h",
           "LICENSE",
-          "src/model_manager.h"
+          "src/model_manager.h",
+          "src/model_loader.h",
+          "src/model_loader_files.cpp",
+          "src/model_loader.cpp",
+          "src/model_manager_files.cpp",
+          "src/model.h",
+          "src/core/util.h",
+          "src/core/util.cpp",
+          "src/model_io/tensor_storage.h",
+          "src/model_io/safetensors_io.cpp"
         ],
         "readset": "references/source-notes.md"
       }
     ],
     "applicability": {
-      "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+      "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
     },
     "limitations": [
       "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
       "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+      "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
       "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
       "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+      "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
     ],
     "provenance_readsets": [
-      "references/source-notes.md"
+      "references/source-notes.md",
+      "references/loader-storage-boundaries.md"
     ],
     "references": [],
     "consumption_mode": "packaged"
   },
   "applicability": {
-    "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+    "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
   },
   "recommendations": [
     "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
@@ -131,9 +149,11 @@
     "The backend categorizes the procedure's hardware dependency; it does not certify compatibility, and skills.discovery is a discovery scenario.",
     "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
     "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+    "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
     "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
     "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+    "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
   ],
   "verification": {
     "locally_verified": false,
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index bb39fb34e..6664aedba 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index 1b1ab828f..675aaaffc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index b74b989f6..15112da8d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index f0d36834b..eb66b57fa 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index bffd97168..9fd1f1958 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
         "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index 1d290d079..9a64c5edc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
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 6fa653d6b..98940506e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
         "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index ba897b3c8..466d8e284 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
         "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index 4d8b6e867..0556766d9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/skill-index.json",
         "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md"
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
index 3d0737317..0a1f19252 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -16,8 +16,8 @@
   "sources": [
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-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/skill-index.json",
         "src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md"
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index 934a58a0c..b6bae6445 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
         "src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index 68d27e367..38c731860 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -16,8 +16,8 @@
   "sources": [
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/skill-index.json",
         "src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md"
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index f018dbf96..40bfaf791 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
   "sources": [
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index dab901cc9..7cd2d4f63 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index a142661d2..c40f1e294 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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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index 69108b38f..d3ffcc8d5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
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index 12959079b..b6107b67f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -16,8 +16,8 @@
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index b0afde181..a607d3576 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
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@@ -16,8 +16,8 @@
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-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
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index 35e50193a..6391a6cf6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
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index d7766715b..fd4cd7fb9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
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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 062de0fba..b01fd6922 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index 66fe3eb0b..4fbe06206 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
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@@ -30,8 +30,8 @@
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index a37b857c0..47a4a6fbd 100644
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@@ -21,8 +21,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index 3633c1bfb..69766586b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
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@@ -27,8 +27,8 @@
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index 64dd8a67b..898a8f6ff 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index d773228cd..a68bd6198 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
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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 db756aa9e..bba536037 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
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index 352983e63..7c4a8975a 100644
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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 ccc535497..6fd67c1f4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
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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 7065b7007..90bde437e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
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index b40d02a97..64a76c58b 100644
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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 4bb526194..169744353 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
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       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
         "src/inferrsi/data/skill_library/methods/repository-evolution-analysis/metadata.json",
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 fa91ff31b..1fabe479e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/skill-index.json",
         "src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md"
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 7cf39098e..6f224fb39 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
@@ -21,8 +21,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
         "src/inferrsi/data/skill_library/methods/skill-evolution-playbook/metadata.json",
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 557d5716b..3eb506ac5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json",
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 2b4f60a02..17a5bd03d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
         "src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
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 60ddbd569..e182a3bd1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
         "src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index 6e7d4b43c..7cf414729 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -26,8 +26,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
         "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index 88c0d5027..c1582cdf5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 6f9d71287..bfcb420e5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "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 306dea38f..b664f363f 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/2770fd94ecee89574d1adf0568e78a19387bb48e/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
-      "commit": "2770fd94ecee89574d1adf0568e78a19387bb48e",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/caed9d8628511de9c24a23601e21f284fef0584a/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+      "commit": "caed9d8628511de9c24a23601e21f284fef0584a",
       "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",

From b744943dbc2a419406cdbc1f67415b0eef1cdd2a Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Sun, 25 Oct 2026 01:50:04 +0900
Subject: [PATCH 4/8] Regenerate shared knowledge from combined source

Preserve canonical source and validation boundaries.

Signed-off-by: GUOGUO <xwdong1998@163.com>
Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author)
---
 .../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/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-h3-runtime-residency.json    |  4 +-
 .../skills/audit-llama-runtime-state.json     |  4 +-
 .../common/skills/audit-sd-cpp-residency.json | 54 +++++++++++++------
 .../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 +-
 .../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 +-
 .../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 +-
 .../common/skills/npu-skill-factory.json      |  4 +-
 .../skills/optimization-search-policy.json    |  4 +-
 .../common/skills/os-process-placement.json   |  4 +-
 .../skills/performance-ceiling-analysis.json  |  4 +-
 .../skills/plan-activation-residency.json     |  4 +-
 .../skills/repository-evolution-analysis.json |  4 +-
 .../knowledge/common/skills/rsi-evidence.json |  4 +-
 .../skills/skill-evolution-playbook.json      |  4 +-
 .../common/skills/storage-io-measurement.json |  4 +-
 .../skills/training-input-pipeline.json       |  4 +-
 .../skills/training-resource-budget.json      |  4 +-
 .../skills/weight-loading-optimization.json   |  4 +-
 .../cuda/skills/audit-afd-p2p-exchanges.json  |  4 +-
 .../diagnose-attention-bottlenecks.json       |  4 +-
 .../cuda/skills/host-overhead-profiling.json  |  4 +-
 60 files changed, 155 insertions(+), 135 deletions(-)

diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 84b1e6fc4..c3bb6ac19 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: [05fae2814158a9b59416b3f1e99371d0d171ff84](https://github.com/InferMatrixLab/InferRSI/tree/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library).
+Source snapshot: [d959487ab1d0b2b27fad6792ef15d91f3c91674a](https://github.com/InferMatrixLab/InferRSI/tree/d959487ab1d0b2b27fad6792ef15d91f3c91674a/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 05fae2814158a9b59416b3f1e99371d0d171ff84 --check
+python tools/build_skill_index.py --source-revision d959487ab1d0b2b27fad6792ef15d91f3c91674a --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 1346d4123..2308c82af 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/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
       "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 8eeb92951..39172c23b 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/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
       "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 9ffa5f317..386bc7ca0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
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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 a2e667858..f46a90227 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
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index b9a5caab2..7886623df 100644
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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 9ecbf4b75..81651d044 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
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index a2a6c16c6..fe11d4b94 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 @@
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index 52e4bba8f..1668658ad 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
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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 77f9fd435..877978a81 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
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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 da5679ccb..0f9ad6d7e 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
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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 77a12993c..8ab8a4ae6 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
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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 a5b9857c7..d48196bcd 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
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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 0b5cc334f..e2a404441 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 e8ae8ed51..ad1fdb735 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
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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 16c30b05b..10ad3c314 100644
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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 2d04afbb0..9caaf9618 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
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+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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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 e3e967965..16fbfe6cf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
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-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
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+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index 03af84d38..f12bfc780 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
@@ -8,14 +8,16 @@
   "component": "skills",
   "scenario": "skills.discovery",
   "status": "imported",
-  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
   "tags": [
     "stable-diffusion-cpp",
     "diffusion",
     "model-residency",
     "workspace",
     "prefetch",
-    "state-ownership"
+    "state-ownership",
+    "weight-loading",
+    "storage-io"
   ],
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     "external"
@@ -23,19 +25,20 @@
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-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json",
+        "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md",
         "src/inferrsi/data/skill_library/skill-index.json"
       ],
-      "content_sha256": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6"
+      "content_sha256": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860"
     }
   ],
   "index_type": "packaged-skill",
@@ -45,17 +48,18 @@
   "checkout_ref": "checkout:audit-sd-cpp-residency",
   "source_files": {
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE": "b53fa08f515cb5a6fff7b9fd8fcd0961a4b80df29d74372d25e1f9171aa042ee",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "133863463870fd5df267d8f60d5b1755d27fcf1d0ee2f3790539480079d2edc2",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "13cd1bc571b45fe906cc842c9215395d8e7f50605c6f191be4506f146ad2505b",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md": "c1ec047aa37fca6b374f9bfd750e8f30d45af1d48fe728db23873c0b84ad94e8",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md": "7b537cb972347dd68e303960f142892346d8b19b884e4d08016ea36a23bdaa7a",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json": "af4830370b6eddc2d176a9ae14da4ab56a90b0fe048a01a89ee051df4365d8e9",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "b67affbd7d237d82b7f51be49f1537e9820fe56ec70a71ee76809f9e599ca693",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "5dcf5fa7bf734fbe13214f57d2dfb40ff8215d9cd34e072a9e615bf103b82fc2",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "c493af8f6fd11ab7c9a37c9eec78cac31d57c04403a790035efbb4fff99f4669",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "3aaf79b36192bf8ff3e8f95ac90f2e769aa065dfac1fe70368824f3591849b8d",
     "src/inferrsi/data/skill_library/skill-index.json": "332bc513880fc64386a1a977843939843cba6d26eb4c549ea872d3163705b78f"
   },
   "skill_metadata": {
     "name": "audit-sd-cpp-residency",
-    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
     "profile": "local-skill-v1",
     "schema_version": 1,
     "kind": "skill",
@@ -71,7 +75,9 @@
       "model-residency",
       "workspace",
       "prefetch",
-      "state-ownership"
+      "state-ownership",
+      "weight-loading",
+      "storage-io"
     ],
     "sources": [
       {
@@ -96,29 +102,41 @@
           "examples/cli/main.cpp",
           "include/stable-diffusion.h",
           "LICENSE",
-          "src/model_manager.h"
+          "src/model_manager.h",
+          "src/model_loader.h",
+          "src/model_loader_files.cpp",
+          "src/model_loader.cpp",
+          "src/model_manager_files.cpp",
+          "src/model.h",
+          "src/core/util.h",
+          "src/core/util.cpp",
+          "src/model_io/tensor_storage.h",
+          "src/model_io/safetensors_io.cpp"
         ],
         "readset": "references/source-notes.md"
       }
     ],
     "applicability": {
-      "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+      "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
     },
     "limitations": [
       "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
       "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+      "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
       "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
       "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+      "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
     ],
     "provenance_readsets": [
-      "references/source-notes.md"
+      "references/source-notes.md",
+      "references/loader-storage-boundaries.md"
     ],
     "references": [],
     "consumption_mode": "packaged"
   },
   "applicability": {
-    "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+    "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
   },
   "recommendations": [
     "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
@@ -131,9 +149,11 @@
     "The backend categorizes the procedure's hardware dependency; it does not certify compatibility, and skills.discovery is a discovery scenario.",
     "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
     "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+    "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
     "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
     "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+    "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
   ],
   "verification": {
     "locally_verified": false,
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index edb2041b1..bb4a9a825 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index 2b0a84c9e..d83b474d1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
   "sources": [
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-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index fa30bf6ec..4ced05d00 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
   "sources": [
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       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index d5e2a732c..cef42a076 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index 4af4538f3..d86d7b74a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
       "paths": [
         "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
         "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index 290409f2e..7f6d64c37 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
   "sources": [
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       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
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 4bc1767e9..804a69463 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
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-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
       "paths": [
         "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index 9c3c89169..6cba756c3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
       "paths": [
         "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index 8bc49af15..8ebe8ba20 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -16,8 +16,8 @@
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-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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index ebd5af830..71c04715a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -16,8 +16,8 @@
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index 21524124f..7a7ec6f71 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
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index a125dea10..152211954 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -16,8 +16,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index a20dbe87b..bf31d3d97 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index a6f497262..13451bd97 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
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index d26197c81..48066e3b9 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
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index b0fd10b14..d9e7703a3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
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index 642401f5d..5fee67bfc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
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index 54f78c482..e7f68ac0c 100644
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index 7283d1276..3e26984a6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
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index ab5e37b22..bd1bd2ba7 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 edd6c33c4..b356aef57 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index 84a36b3a0..c51f016e3 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index 90cb6dd24..42f5efba2 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index 8709983b5..b99431a36 100644
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index f47752a6c..9b48189a0 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index f3da5aded..1c536b1e0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
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-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
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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 fa5a96088..7823ad87d 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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       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/05fae2814158a9b59416b3f1e99371d0d171ff84/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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         "src/inferrsi/data/skill_library/skill-index.json",
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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 5482aca12..be5d112c0 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": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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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 408cfc9eb..5f12c4777 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": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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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 e7bb1c69d..dccfe4c7a 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": "05fae2814158a9b59416b3f1e99371d0d171ff84",
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+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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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 c307d8280..ab2f465c3 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": "05fae2814158a9b59416b3f1e99371d0d171ff84",
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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 097955fc1..5e0ad0d1d 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": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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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 e76483330..5c59b5306 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -16,8 +16,8 @@
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-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
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+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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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 806fc5caa..f318d6a8e 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": "05fae2814158a9b59416b3f1e99371d0d171ff84",
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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 6a9739191..9fe1d19fd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
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-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
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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 690b72deb..5e18d8143 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
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-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
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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 3d44e100f..58d756005 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
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-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index d42d38bf0..cae8395f7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -26,8 +26,8 @@
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-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index de6d17013..9344a250f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
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-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d959487ab1d0b2b27fad6792ef15d91f3c91674a/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 4a7e589f9..d069ffe3a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
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-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
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+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index 097f46e89..abbecac09 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 @@
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-      "commit": "05fae2814158a9b59416b3f1e99371d0d171ff84",
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+      "commit": "d959487ab1d0b2b27fad6792ef15d91f3c91674a",
       "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",

From 0cae446eab33645eca962374cda2ecbe34bbbe3b Mon Sep 17 00:00:00 2001
From: GUOGUO <xwdong1998@163.com>
Date: Mon, 26 Oct 2026 04:13:59 +0000
Subject: [PATCH 5/8] Regenerate knowledge projection from combined sources

Refresh discovery records from the actual combined source revision.
Verify committed source hashes and actual package resource and context reads.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author)
Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
Signed-off-by: GUOGUO <xwdong1998@163.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/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-h3-runtime-residency.json    |  4 +-
 .../skills/audit-llama-runtime-state.json     |  4 +-
 .../common/skills/audit-sd-cpp-residency.json | 54 +++++++++++++------
 .../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 +-
 .../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 +-
 .../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 +-
 .../common/skills/npu-skill-factory.json      |  4 +-
 .../skills/optimization-search-policy.json    |  4 +-
 .../common/skills/os-process-placement.json   |  4 +-
 .../skills/performance-ceiling-analysis.json  |  4 +-
 .../skills/plan-activation-residency.json     |  4 +-
 .../skills/repository-evolution-analysis.json |  4 +-
 .../knowledge/common/skills/rsi-evidence.json |  4 +-
 .../skills/skill-evolution-playbook.json      |  4 +-
 .../common/skills/storage-io-measurement.json |  4 +-
 .../skills/training-input-pipeline.json       |  4 +-
 .../skills/training-resource-budget.json      |  4 +-
 .../skills/weight-loading-optimization.json   |  4 +-
 .../cuda/skills/audit-afd-p2p-exchanges.json  |  4 +-
 .../diagnose-attention-bottlenecks.json       |  4 +-
 .../cuda/skills/host-overhead-profiling.json  |  4 +-
 .../cuda/skills/reason-hopper-kernels.json    |  4 +-
 61 files changed, 157 insertions(+), 137 deletions(-)

diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index b3518d21f..bd1d78043 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
@@ -15,7 +15,7 @@ These are knowledge abstracts (`--kind knowledge`), with namespaced package
 IDs distinct from explicitly selected `checkout_ref` skills. Ascend/CUDA
 procedures use their corresponding backend; shared methods use `common`.
 
-Source snapshot: [5506c6b88d441860f1467146ede263ca41514713](https://github.com/InferMatrixLab/InferRSI/tree/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library).
+Source snapshot: [0e5d0639763b05d8e4a766618613fdff3f5f9add](https://github.com/InferMatrixLab/InferRSI/tree/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library).
 
 ```bash
 inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
 
 ```bash
 python tools/build_skill_index.py --source-revision <committed-source-revision>
-python tools/build_skill_index.py --source-revision 5506c6b88d441860f1467146ede263ca41514713 --check
+python tools/build_skill_index.py --source-revision 0e5d0639763b05d8e4a766618613fdff3f5f9add --check
 ```
 
 `--check` detects missing, stale and unexpected generated records without writing.
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
index 2c36894b6..e3790a160 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
index f45edba72..129f6231b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
index 8db6f051f..fe9c785a3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
index 10f839546..edfee3b93 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
index a3ff5ce72..c1af3a37b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
index a0c661de0..0d71ec6f0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
index 62a03456d..4eacd4075 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
index a902b3cab..154ea31ef 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index cc1a7ef7e..767e79765 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index 56ef6a50d..b0b0fae4d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index af1497baa..597d29af5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index f06d09655..362a16c83 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
index 76853ca2f..166c40cd6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 41e6b4111..b8ed36c9c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index d9904c993..1975b6c15 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
         "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
index 0e99b8a06..923af23a9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
         "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
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 ea5d7bbbe..6ac6ac7f8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index a7dd139b5..373da2a12 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
@@ -8,14 +8,16 @@
   "component": "skills",
   "scenario": "skills.discovery",
   "status": "imported",
-  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
   "tags": [
     "stable-diffusion-cpp",
     "diffusion",
     "model-residency",
     "workspace",
     "prefetch",
-    "state-ownership"
+    "state-ownership",
+    "weight-loading",
+    "storage-io"
   ],
   "origin": [
     "external"
@@ -23,19 +25,20 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json",
+        "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md",
         "src/inferrsi/data/skill_library/skill-index.json"
       ],
-      "content_sha256": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6"
+      "content_sha256": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860"
     }
   ],
   "index_type": "packaged-skill",
@@ -45,17 +48,18 @@
   "checkout_ref": "checkout:audit-sd-cpp-residency",
   "source_files": {
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE": "b53fa08f515cb5a6fff7b9fd8fcd0961a4b80df29d74372d25e1f9171aa042ee",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "133863463870fd5df267d8f60d5b1755d27fcf1d0ee2f3790539480079d2edc2",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "13cd1bc571b45fe906cc842c9215395d8e7f50605c6f191be4506f146ad2505b",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md": "c1ec047aa37fca6b374f9bfd750e8f30d45af1d48fe728db23873c0b84ad94e8",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md": "7b537cb972347dd68e303960f142892346d8b19b884e4d08016ea36a23bdaa7a",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json": "af4830370b6eddc2d176a9ae14da4ab56a90b0fe048a01a89ee051df4365d8e9",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "b67affbd7d237d82b7f51be49f1537e9820fe56ec70a71ee76809f9e599ca693",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "5dcf5fa7bf734fbe13214f57d2dfb40ff8215d9cd34e072a9e615bf103b82fc2",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "c493af8f6fd11ab7c9a37c9eec78cac31d57c04403a790035efbb4fff99f4669",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "3aaf79b36192bf8ff3e8f95ac90f2e769aa065dfac1fe70368824f3591849b8d",
     "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
   },
   "skill_metadata": {
     "name": "audit-sd-cpp-residency",
-    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
     "profile": "local-skill-v1",
     "schema_version": 1,
     "kind": "skill",
@@ -71,7 +75,9 @@
       "model-residency",
       "workspace",
       "prefetch",
-      "state-ownership"
+      "state-ownership",
+      "weight-loading",
+      "storage-io"
     ],
     "sources": [
       {
@@ -96,29 +102,41 @@
           "examples/cli/main.cpp",
           "include/stable-diffusion.h",
           "LICENSE",
-          "src/model_manager.h"
+          "src/model_manager.h",
+          "src/model_loader.h",
+          "src/model_loader_files.cpp",
+          "src/model_loader.cpp",
+          "src/model_manager_files.cpp",
+          "src/model.h",
+          "src/core/util.h",
+          "src/core/util.cpp",
+          "src/model_io/tensor_storage.h",
+          "src/model_io/safetensors_io.cpp"
         ],
         "readset": "references/source-notes.md"
       }
     ],
     "applicability": {
-      "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+      "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
     },
     "limitations": [
       "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
       "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+      "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
       "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
       "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+      "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
     ],
     "provenance_readsets": [
-      "references/source-notes.md"
+      "references/source-notes.md",
+      "references/loader-storage-boundaries.md"
     ],
     "references": [],
     "consumption_mode": "packaged"
   },
   "applicability": {
-    "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+    "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
   },
   "recommendations": [
     "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
@@ -131,9 +149,11 @@
     "The backend categorizes the procedure's hardware dependency; it does not certify compatibility, and skills.discovery is a discovery scenario.",
     "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
     "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+    "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
     "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
     "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+    "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
   ],
   "verification": {
     "locally_verified": false,
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index e2dd40a9a..786ddcaad 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index 3c33a41e8..2fe9ce220 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index 50f36ded4..ff82d11f7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index 626d29443..0e45834d7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index 52f8dee70..9d3264967 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index 507c9423b..dd2e16a7c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index 937e04837..aab457158 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index d6d651122..a346dcb87 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index 19f9d07d9..67fd622a8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -16,8 +16,8 @@
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-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
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index b739dc4a9..c3854545e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -16,8 +16,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index 4a5d255de..d90420a55 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index 1de20da02..060712175 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -16,8 +16,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index 396b59719..6ae842770 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index bd4f8dfd3..f2c7cfac7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index 6d34de25b..c2ad0520d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
@@ -21,8 +21,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index 7d9e409fd..d9bb7e589 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index 06dd39b9b..d203373c4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -16,8 +16,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index 7e0d48498..2a702846b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index 5f64ff2de..0f37521b5 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
index 4e0df264a..fdddf7e23 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
@@ -27,8 +27,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
index 72fcb2477..d6220d9b7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
@@ -22,8 +22,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index 9eb35554f..06e6d4554 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -30,8 +30,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index 96794c689..f5f9f06af 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
@@ -21,8 +21,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index e4b77c685..f500b8852 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
@@ -27,8 +27,8 @@
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index ca7803d61..25ce25b2f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
@@ -24,8 +24,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index f223501b0..9dd17dfa5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
index 17a5631f3..869bf0429 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
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index c026fb29f..9de4f76b3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
index 56327bbb0..a708c19b3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
index bc537f515..958d74a8f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
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index 56d84895b..b8d68bbb4 100644
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@@ -16,8 +16,8 @@
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index 20bf43f6e..7d67b3e58 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
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@@ -21,8 +21,8 @@
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index 4ce0e0baf..483655e6d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
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index de5be39ef..3a46dc391 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
index a84f3a7a7..8218a0df8 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
index 1265d8bb6..d79ba81b0 100644
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+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
         "src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
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 bd9307125..b4176376f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
         "src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index 3735818ae..e87839c37 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -26,8 +26,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
         "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index d074b3737..eece975ff 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 8d4f3f52c..c661b4705 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "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 5324d3feb..0c6f746c1 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "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 b1e8f0f57..ff942c1cd 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/5506c6b88d441860f1467146ede263ca41514713/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
-      "commit": "5506c6b88d441860f1467146ede263ca41514713",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/0e5d0639763b05d8e4a766618613fdff3f5f9add/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+      "commit": "0e5d0639763b05d8e4a766618613fdff3f5f9add",
       "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 7688d7a5618cba2757a8435c036ce7a18e82b164 Mon Sep 17 00:00:00 2001
From: GUOGUO <xwdong1998@163.com>
Date: Mon, 26 Oct 2026 16:21:39 +0800
Subject: [PATCH 6/8] Regenerate PR #122 knowledge from combined source

Build the native projection from canonical source 17b404a018fe2c0d5c6457c4fc31ad641f884f5d.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
Signed-off-by: GUOGUO <xwdong1998@163.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/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-h3-runtime-residency.json    |  4 +-
 .../skills/audit-llama-runtime-state.json     |  4 +-
 .../common/skills/audit-sd-cpp-residency.json | 54 +++++++++++++------
 .../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 +-
 .../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 +-
 .../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 +-
 .../common/skills/npu-skill-factory.json      |  4 +-
 .../skills/optimization-search-policy.json    |  4 +-
 .../common/skills/os-process-placement.json   |  4 +-
 .../skills/performance-ceiling-analysis.json  |  4 +-
 .../skills/plan-activation-residency.json     |  4 +-
 .../skills/repository-evolution-analysis.json |  4 +-
 .../knowledge/common/skills/rsi-evidence.json |  4 +-
 .../skills/skill-evolution-playbook.json      |  4 +-
 .../common/skills/storage-io-measurement.json |  4 +-
 .../skills/training-input-pipeline.json       |  4 +-
 .../skills/training-resource-budget.json      |  4 +-
 .../skills/weight-loading-optimization.json   |  4 +-
 .../cuda/skills/audit-afd-p2p-exchanges.json  |  4 +-
 .../diagnose-attention-bottlenecks.json       |  4 +-
 .../cuda/skills/host-overhead-profiling.json  |  4 +-
 .../cuda/skills/reason-hopper-kernels.json    |  4 +-
 61 files changed, 157 insertions(+), 137 deletions(-)

diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 5113cc5ef..81f312f0c 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: [933c3e31f2b6f4f7957216ac641bf5dbb63ba002](https://github.com/InferMatrixLab/InferRSI/tree/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library).
+Source snapshot: [17b404a018fe2c0d5c6457c4fc31ad641f884f5d](https://github.com/InferMatrixLab/InferRSI/tree/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library).
 
 ```bash
 inferrsi knowledge search 'profiling' --repo-type inferrsi --limit 50
@@ -29,7 +29,7 @@ contain the current input paths and bytes (Git checkout filters are respected).
 
 ```bash
 python tools/build_skill_index.py --source-revision <committed-source-revision>
-python tools/build_skill_index.py --source-revision 933c3e31f2b6f4f7957216ac641bf5dbb63ba002 --check
+python tools/build_skill_index.py --source-revision 17b404a018fe2c0d5c6457c4fc31ad641f884f5d --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 fdf27223c..1fcb81013 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json
@@ -21,8 +21,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "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 292d29e39..a680202f1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "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 be1d1b4ad..39f7aaab7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "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 9ecd66261..30e687dfd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "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 af178ea55..9894065b8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "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 6152dc20e..806fe1bb0 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",
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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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 ba419caa9..98ba7c1a3 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 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
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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 e7d77f61e..5099ee5ff 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 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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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 7c823c676..5f4193798 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 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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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 427d486de..0def801a7 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 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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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 c65f4944e..ca420ca21 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 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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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 05f176306..ff4dfa74b 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 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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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 35c107b4b..f6e5fb35f 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 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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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 0c2a0a5aa..16d41ff19 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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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 af11704ed..8d80fb226 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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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 8d4460ad1..6f1adfb6a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
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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 c621b7ebe..395717002 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index 5d4b38de6..0e77bfcfa 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
@@ -8,14 +8,16 @@
   "component": "skills",
   "scenario": "skills.discovery",
   "status": "imported",
-  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
   "tags": [
     "stable-diffusion-cpp",
     "diffusion",
     "model-residency",
     "workspace",
     "prefetch",
-    "state-ownership"
+    "state-ownership",
+    "weight-loading",
+    "storage-io"
   ],
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     "external"
@@ -23,19 +25,20 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
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         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json",
+        "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md",
         "src/inferrsi/data/skill_library/skill-index.json"
       ],
-      "content_sha256": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6"
+      "content_sha256": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860"
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@@ -45,17 +48,18 @@
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+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "13cd1bc571b45fe906cc842c9215395d8e7f50605c6f191be4506f146ad2505b",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md": "c1ec047aa37fca6b374f9bfd750e8f30d45af1d48fe728db23873c0b84ad94e8",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md": "7b537cb972347dd68e303960f142892346d8b19b884e4d08016ea36a23bdaa7a",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json": "af4830370b6eddc2d176a9ae14da4ab56a90b0fe048a01a89ee051df4365d8e9",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "b67affbd7d237d82b7f51be49f1537e9820fe56ec70a71ee76809f9e599ca693",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "5dcf5fa7bf734fbe13214f57d2dfb40ff8215d9cd34e072a9e615bf103b82fc2",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "c493af8f6fd11ab7c9a37c9eec78cac31d57c04403a790035efbb4fff99f4669",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "3aaf79b36192bf8ff3e8f95ac90f2e769aa065dfac1fe70368824f3591849b8d",
     "src/inferrsi/data/skill_library/skill-index.json": "8ce35e18f7629260d67a95617b9918eecff73ed8d9370dd3d4595c725ada9aa1"
   },
   "skill_metadata": {
     "name": "audit-sd-cpp-residency",
-    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
     "profile": "local-skill-v1",
     "schema_version": 1,
     "kind": "skill",
@@ -71,7 +75,9 @@
       "model-residency",
       "workspace",
       "prefetch",
-      "state-ownership"
+      "state-ownership",
+      "weight-loading",
+      "storage-io"
     ],
     "sources": [
       {
@@ -96,29 +102,41 @@
           "examples/cli/main.cpp",
           "include/stable-diffusion.h",
           "LICENSE",
-          "src/model_manager.h"
+          "src/model_manager.h",
+          "src/model_loader.h",
+          "src/model_loader_files.cpp",
+          "src/model_loader.cpp",
+          "src/model_manager_files.cpp",
+          "src/model.h",
+          "src/core/util.h",
+          "src/core/util.cpp",
+          "src/model_io/tensor_storage.h",
+          "src/model_io/safetensors_io.cpp"
         ],
         "readset": "references/source-notes.md"
       }
     ],
     "applicability": {
-      "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+      "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
     },
     "limitations": [
       "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
       "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+      "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
       "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
       "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+      "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
     ],
     "provenance_readsets": [
-      "references/source-notes.md"
+      "references/source-notes.md",
+      "references/loader-storage-boundaries.md"
     ],
     "references": [],
     "consumption_mode": "packaged"
   },
   "applicability": {
-    "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+    "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
   },
   "recommendations": [
     "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
@@ -131,9 +149,11 @@
     "The backend categorizes the procedure's hardware dependency; it does not certify compatibility, and skills.discovery is a discovery scenario.",
     "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
     "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+    "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
     "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
     "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+    "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
   ],
   "verification": {
     "locally_verified": false,
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index 5a8b7ae5e..a971995aa 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index 5a956fd03..0b0f37017 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index 23e310573..6a3294c96 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index 8034267e1..7afee0d51 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index 15c3ae19e..dcabaa18c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
         "src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index b23283958..1c75ed841 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/metadata.json",
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 fbfccf495..55a53a3d5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
         "src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index 31c24c748..5f3971b6c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
         "src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index e3b2b4b58..1496e04a4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/skill-index.json",
         "src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md"
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
index 32a2fe350..1c3aca5ab 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/skill-index.json",
         "src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md"
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
index 2da293c23..b1ca4a09e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
   "sources": [
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-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/comfy-ui/LICENSE",
         "src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
index 1c68c49bb..c194e5c0d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
@@ -16,8 +16,8 @@
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index 2a6c75aff..fa8cdaa92 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index 373400d34..152c892e5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
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index a0035678b..cd5019596 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
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index 8c916db43..f3491763b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
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index af60e849f..1889bbdf7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -16,8 +16,8 @@
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index 1ea2334f6..d863cb66b 100644
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index 4fcc16143..c2bbbc577 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
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index cfe27f97e..3d9feb950 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
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index 82f9d6505..31333db56 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
index d61c7273a..7cbb0bb6e 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index be87c217e..efc6ce7a5 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
index acb88527c..f3651e015 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
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index c505d7399..32be89ec0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index f71db613e..e783296b3 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
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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 1247e3db6..7b0628363 100644
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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 f44900721..06ef5fd4f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
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@@ -21,8 +21,8 @@
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+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/methods/optimization-search-policy/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 cb5efe466..9b402c4d3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
   "sources": [
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       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/933c3e31f2b6f4f7957216ac641bf5dbb63ba002/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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         "src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
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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 c7d79b635..0fc3a1b72 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": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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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 87a7c4cb9..f1941af00 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": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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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 690d1364d..bf3591f62 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": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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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 2488e7bd7..9025c568a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -16,8 +16,8 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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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 9a492e086..5db54a705 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": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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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 16d5d404d..1e5e627d4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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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 ea6f62947..c0ba949eb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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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 c2b0c35bf..1f630396b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index befbb9705..e1af4502a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -26,8 +26,8 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index 5eb85a4c6..7f38ac47c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/17b404a018fe2c0d5c6457c4fc31ad641f884f5d/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+      "commit": "17b404a018fe2c0d5c6457c4fc31ad641f884f5d",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 202572226..ff48bb945 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json
index 5d076d757..82f9d4566 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 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index fad0f0e24..3559c254c 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 @@
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-      "commit": "933c3e31f2b6f4f7957216ac641bf5dbb63ba002",
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From 8cf699f42821303794f1f0600d48e13a46fafb24 Mon Sep 17 00:00:00 2001
From: GUOGUO <xwdong1998@163.com>
Date: Wed, 28 Oct 2026 06:06:29 +0800
Subject: [PATCH 7/8] Regenerate the loader storage knowledge projection

Build the unchanged native projection from committed source 44bafa177b03f878592bc4c20c1b2a323aba6479.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
Signed-off-by: GUOGUO <xwdong1998@163.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/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-h3-runtime-residency.json    |  4 +-
 .../skills/audit-llama-runtime-state.json     |  4 +-
 .../common/skills/audit-sd-cpp-residency.json | 54 +++++++++++++------
 .../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 +-
 .../common/skills/npu-skill-factory.json      |  4 +-
 .../skills/optimization-search-policy.json    |  4 +-
 .../common/skills/os-process-placement.json   |  4 +-
 .../skills/performance-ceiling-analysis.json  |  4 +-
 .../skills/plan-activation-residency.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/weight-loading-optimization.json   |  4 +-
 .../cuda/skills/audit-afd-p2p-exchanges.json  |  4 +-
 .../diagnose-attention-bottlenecks.json       |  4 +-
 .../cuda/skills/host-overhead-profiling.json  |  4 +-
 .../cuda/skills/reason-hopper-kernels.json    |  4 +-
 65 files changed, 165 insertions(+), 145 deletions(-)

diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index d878cf93e..f469105c9 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: [bb81ef2fec1b79d71eba1026ab1466117c3262cc](https://github.com/InferMatrixLab/InferRSI/tree/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library).
+Source snapshot: [44bafa177b03f878592bc4c20c1b2a323aba6479](https://github.com/InferMatrixLab/InferRSI/tree/44bafa177b03f878592bc4c20c1b2a323aba6479/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 bb81ef2fec1b79d71eba1026ab1466117c3262cc --check
+python tools/build_skill_index.py --source-revision 44bafa177b03f878592bc4c20c1b2a323aba6479 --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 dc57cbd63..ff46e7a8b 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 906229319..d9039224a 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 31947fcb5..36b1e5243 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 d3d5792ae..54fa42c69 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 8b2cfe3d2..92d05106f 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 913038df5..94b43db5d 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 943d7b6ee..f45a1cda3 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 863d8ad89..cdd4aac53 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 97cb76150..ae54fc8fe 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index e22dfb754..c037cc2b6 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 8efe5dd43..add42f1a1 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 7c0e13cdb..b4a8e0f2c 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 88d08374b..7c309ddd5 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index eab73f4f9..d436525bb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",
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 723b76cfe..1964346be 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
         "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json",
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 feac4489c..edd699890 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
         "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
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 2ed93783f..9dca1aede 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index 49da9a85e..d18dac885 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
@@ -8,14 +8,16 @@
   "component": "skills",
   "scenario": "skills.discovery",
   "status": "imported",
-  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
   "tags": [
     "stable-diffusion-cpp",
     "diffusion",
     "model-residency",
     "workspace",
     "prefetch",
-    "state-ownership"
+    "state-ownership",
+    "weight-loading",
+    "storage-io"
   ],
   "origin": [
     "external"
@@ -23,19 +25,20 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json",
+        "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md",
         "src/inferrsi/data/skill_library/skill-index.json"
       ],
-      "content_sha256": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6"
+      "content_sha256": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860"
     }
   ],
   "index_type": "packaged-skill",
@@ -45,17 +48,18 @@
   "checkout_ref": "checkout:audit-sd-cpp-residency",
   "source_files": {
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE": "b53fa08f515cb5a6fff7b9fd8fcd0961a4b80df29d74372d25e1f9171aa042ee",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "f7b7581a3f44ba9774480c559408fc66d6a4d6d1dbbeabe4529f1eb7d4dd5ad6",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "13ab6d874c4e3135be80ef7c3cb6bfd28fb9121012e0536831ec3705ccb8c5eb",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md": "c1ec047aa37fca6b374f9bfd750e8f30d45af1d48fe728db23873c0b84ad94e8",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md": "7b537cb972347dd68e303960f142892346d8b19b884e4d08016ea36a23bdaa7a",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json": "af4830370b6eddc2d176a9ae14da4ab56a90b0fe048a01a89ee051df4365d8e9",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "b67affbd7d237d82b7f51be49f1537e9820fe56ec70a71ee76809f9e599ca693",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "5dcf5fa7bf734fbe13214f57d2dfb40ff8215d9cd34e072a9e615bf103b82fc2",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "c493af8f6fd11ab7c9a37c9eec78cac31d57c04403a790035efbb4fff99f4669",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "3aaf79b36192bf8ff3e8f95ac90f2e769aa065dfac1fe70368824f3591849b8d",
     "src/inferrsi/data/skill_library/skill-index.json": "c6f36fd34e8ddea0c301d45b3ac0b88b5b9734adce7bb7bc1419b1793d720e4b"
   },
   "skill_metadata": {
     "name": "audit-sd-cpp-residency",
-    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
     "profile": "local-skill-v1",
     "schema_version": 1,
     "kind": "skill",
@@ -71,7 +75,9 @@
       "model-residency",
       "workspace",
       "prefetch",
-      "state-ownership"
+      "state-ownership",
+      "weight-loading",
+      "storage-io"
     ],
     "sources": [
       {
@@ -96,28 +102,40 @@
           "examples/cli/main.cpp",
           "include/stable-diffusion.h",
           "LICENSE",
-          "src/model_manager.h"
+          "src/model_manager.h",
+          "src/model_loader.h",
+          "src/model_loader_files.cpp",
+          "src/model_loader.cpp",
+          "src/model_manager_files.cpp",
+          "src/model.h",
+          "src/core/util.h",
+          "src/core/util.cpp",
+          "src/model_io/tensor_storage.h",
+          "src/model_io/safetensors_io.cpp"
         ],
         "readset": "references/source-notes.md"
       }
     ],
     "applicability": {
-      "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+      "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
     },
     "limitations": [
       "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
       "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+      "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
       "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
       "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+      "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
     ],
     "provenance_readsets": [
-      "references/source-notes.md"
+      "references/source-notes.md",
+      "references/loader-storage-boundaries.md"
     ],
     "consumption_mode": "packaged"
   },
   "applicability": {
-    "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+    "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
   },
   "recommendations": [
     "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
@@ -130,9 +148,11 @@
     "The backend categorizes the procedure's hardware dependency; it does not certify compatibility, and skills.discovery is a discovery scenario.",
     "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
     "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+    "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
     "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
     "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+    "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
   ],
   "verification": {
     "locally_verified": false,
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index 7b15a7169..888b6dfa9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index 8a87dcca0..0376c93b7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index 6fee7d1b2..242e227e8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index e7bea4be6..8d17faa32 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/metadata.json",
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index 96b70c2d7..5dd2ad7bf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
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-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index b6595c401..d32dfead7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
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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 10b88b94a..1e7d4b303 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index bedc20950..392bae312 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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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index f48cd5f99..c06b8ee4a 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
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index bdcddc811..b43f42a1b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
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index db7a2c5bd..4640a46dc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
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index fe910821b..adf90bf06 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
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index 8669fe77e..c3a2a0e3e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index 98982731f..f7eafc636 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
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index b4d73b445..c6e305be8 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
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index 89161a880..fee183fc1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index 89653dea0..b9943d2b6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
@@ -16,8 +16,8 @@
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index 0691a5c44..23f6d8c8c 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index bd35d8433..58fc26998 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index fe8c52b07..889209e00 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 5485607ce..7d0b99031 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 105f75540..a12d5b53c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
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index 6b8554604..06a8d93ea 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
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index 0569b2a5b..956a1766e 100644
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index 8b32eb3b9..9cfb18987 100644
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index 430bfa93f..8c9ce1082 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
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index 1bf9a49f1..10188a45f 100644
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index 8bd89c6f7..c80ce51fb 100644
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index 8e775853a..1d38fdc06 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
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index cec81e2ae..b4c71ac86 100644
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index dc3351700..e1773e232 100644
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index 76900bee9..14b5d713f 100644
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index 7ef8ae977..6fbb014c4 100644
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index 71fff1de1..c514a6c04 100644
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index 029db599c..daac2ed51 100644
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index 98b8fa8df..bf2756665 100644
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index 080656444..b02810aab 100644
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index 92d1a50fe..f6a05fb4d 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/splash/LICENSE",
         "src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
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 c34fc55d9..c2de86bcc 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/metadata.json",
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 920af6232..2fe59b2a5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
         "src/inferrsi/data/skill_library/methods/training-input-pipeline/metadata.json",
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 5387095fe..a8f306480 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
         "src/inferrsi/data/skill_library/methods/training-resource-budget/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
index e23b7331c..4d099009e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
@@ -26,8 +26,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
         "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
index 3a7527014..2551e0d38 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
index 51691c1bb..49b167136 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 e837a95c7..58f75fed1 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 cbe2567dd..956cd852b 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/bb81ef2fec1b79d71eba1026ab1466117c3262cc/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
-      "commit": "bb81ef2fec1b79d71eba1026ab1466117c3262cc",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/44bafa177b03f878592bc4c20c1b2a323aba6479/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+      "commit": "44bafa177b03f878592bc4c20c1b2a323aba6479",
       "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 4ea40bcd0d9e0eab9e25759371500ee5a5d874da Mon Sep 17 00:00:00 2001
From: GUOGUO <xwdong1998@163.com>
Date: Wed, 28 Oct 2026 12:49:54 +0800
Subject: [PATCH 8/8] Regenerate diffusion loader discovery and skill coverage

Generate the unchanged native projection from committed source 7a7b34c9dc3f64726c54fac63f5322238caf047e.
Preserve current main and original candidate semantics with actual source hashes.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
Signed-off-by: GUOGUO <xwdong1998@163.com>
---
 docs/skill-coverage.md                        |  4 +-
 .../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-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 | 54 +++++++++++++------
 .../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 +-
 .../common/skills/npu-skill-factory.json      |  4 +-
 .../skills/optimization-search-policy.json    |  4 +-
 .../common/skills/os-process-placement.json   |  4 +-
 .../skills/performance-ceiling-analysis.json  |  4 +-
 .../skills/plan-activation-residency.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/weight-loading-optimization.json   |  4 +-
 .../cuda/skills/audit-afd-p2p-exchanges.json  |  4 +-
 .../diagnose-attention-bottlenecks.json       |  4 +-
 .../cuda/skills/host-overhead-profiling.json  |  4 +-
 .../cuda/skills/reason-hopper-kernels.json    |  4 +-
 68 files changed, 171 insertions(+), 151 deletions(-)

diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index a568c9a34..65af171de 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: `sha256:3628f3636b89dd59afd7e8bed3f19f9931adda75336833588bb0def868e7a63b`
+- Input digest: `sha256:d3e259c8aa4da580add9b2c8c27c585b2e2f06c91201057151f91c844c507951`
 - Regenerate: `python tools/build_skill_coverage.py`
 - Verify without writing: `python tools/build_skill_coverage.py --check`
 
@@ -90,7 +90,7 @@ optimization is fully covered or that any procedure has measured benefit.
 | [audit-h3-runtime-residency](../src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md) | common | Audit MiniMax-H3 generation in h3.c on Apple Silicon by tracing conditioning, AdaLN precompute, DiT residency, Metal ... | 1 Accelerator · Observe / Diagnose / Verify<br>2 RAM/Host · Observe / Diagnose / Verify<br>3 SSD · Diagnose / Configure / Verify | 1 · Systems sources (antirez/h3.c @ `8974cc055ea9c02fcd14cc27dfda3e1027c05153` (MIT ...) | candidate · not_run · 3 readset(s) | no-eval |
 | [audit-llama-runtime-state](../src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md) | common | Audit llama.cpp context memory, partial decode progress, graph reuse and server cancellation when a retry, stale ... | 1 Accelerator · Diagnose / Verify<br>2 RAM/Host · Diagnose / Verify | 1 · Systems sources (ggml-org/llama.cpp @ `707616feb5f379e99ff7442680a55b4a1704c7c9` (MIT ...) | candidate · not_run · 1 readset(s) | no-eval |
 | [audit-recurrent-kv-finalization](../src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md) | common | Audit vLLM-RLT synchronous early-exit KV propagation, later depth-specific attention reads, and request storage ... | — | 1 · Systems sources (InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ ...) | candidate · not_run · 2 readset(s) | no-SearchSpace-layer, no-eval |
-| [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | common | Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight ... | 1 Accelerator · Observe / Diagnose / Verify<br>2 RAM/Host · Observe / Diagnose / Verify | 1 · Systems sources (leejet/stable-diffusion.cpp @ `b13a48219d5cdf408edcb93da6cd69b612ed03d ...) | candidate · not_run · 1 readset(s) | no-eval |
+| [audit-sd-cpp-residency](../src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md) | common | Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery ... | 1 Accelerator · Observe / Diagnose / Verify<br>2 RAM/Host · Observe / Diagnose / Verify<br>3 SSD · Diagnose / Verify | 1 · Systems sources (leejet/stable-diffusion.cpp @ `b13a48219d5cdf408edcb93da6cd69b612ed03d ...) | candidate · not_run · 2 readset(s) | no-eval |
 | [audit-sglang-diffusion-lifetimes](../src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md) | common | Diagnose SGLang multimodal_gen stage state, component residency and request timeout/deletion when grouped outputs ... | 1 Accelerator · Diagnose / Verify<br>2 RAM/Host · Diagnose / Verify | 1 · Systems sources (sgl-project/sglang @ `df13d5dce31abfeff0e701a62e8c39a136758e6c` ...) | candidate · not_run · 1 readset(s) | no-eval |
 | [audit-vllm-kv-lifetimes](../src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md) | common | Audit vLLM V1 asynchronous KV load/save completion, block retention, preemption, and receive-failure contracts when ... | 1 Accelerator · Observe / Diagnose / Verify | 1 · Systems sources (vllm-project/vllm @ `7f730b4cea9a66520a9200265928ebe016b48a39` ...) | candidate · not_run · 1 readset(s) | no-eval |
 | [bound-windowed-attention-replay](../src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md) | common | Bound replay or prefill query rows across a producer/consumer boundary whose retained inputs and separately preserved ... | 1 Accelerator † guidance: DeepInfer bounded source guidance<br>2 RAM/Host † guidance: DeepInfer bounded source guidance | DeepInfer source extraction (deepseek-ai/DeepInfer @ `8b16149741a4935e1dec8cea27853f273b374c5b` ...) | candidate · not_run · 2 readset(s) | no-eval |
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 545b44212..2574d4f3b 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: [d8a54eb8414f29a5152040a7c6bfc5a8f4d09332](https://github.com/InferMatrixLab/InferRSI/tree/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library).
+Source snapshot: [7a7b34c9dc3f64726c54fac63f5322238caf047e](https://github.com/InferMatrixLab/InferRSI/tree/7a7b34c9dc3f64726c54fac63f5322238caf047e/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 d8a54eb8414f29a5152040a7c6bfc5a8f4d09332 --check
+python tools/build_skill_index.py --source-revision 7a7b34c9dc3f64726c54fac63f5322238caf047e --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 8e186499e..5459b305b 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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 3b56fc98b..3ce06839e 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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 cec4c07a6..4c0578f7f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -24,8 +24,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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 971c828aa..f2ca14a3f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -22,8 +22,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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 38f5b80db..95abf30f6 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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 931781f0f..0e4cf880c 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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 c5e9f3413..dfd25847d 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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 62bd4ec71..8dd2e8a79 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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 69ea07d13..c1d2cac45 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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 1f18f1dc2..ea61d7a75 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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/assets/campaign.template.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 4598514fc..bb027ebf6 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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 65cf36438..db865d13e 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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 8762d1d7d..33697f349 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "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 5d509134d..1f047e292 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "paths": [
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
         "src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 85983d757..655bd4b7b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "paths": [
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
         "src/inferrsi/data/skill_library/methods/assess-serving-preemption/metadata.json",
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 8d62f97ac..2fca181e7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
@@ -16,8 +16,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "paths": [
         "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
         "src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/metadata.json",
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 fc2c6905b..74aa1121a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/LICENSE",
         "src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
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 8f9f533e2..cb6b5e328 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json
index 217cacf4d..4730a1626 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 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/LICENSE",
         "src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
index 3b78173f6..e2c87d417 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
@@ -8,14 +8,16 @@
   "component": "skills",
   "scenario": "skills.discovery",
   "status": "imported",
-  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+  "summary": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
   "tags": [
     "stable-diffusion-cpp",
     "diffusion",
     "model-residency",
     "workspace",
     "prefetch",
-    "state-ownership"
+    "state-ownership",
+    "weight-loading",
+    "storage-io"
   ],
   "origin": [
     "external"
@@ -23,19 +25,20 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json",
+        "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md",
         "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md",
         "src/inferrsi/data/skill_library/skill-index.json"
       ],
-      "content_sha256": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6"
+      "content_sha256": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860"
     }
   ],
   "index_type": "packaged-skill",
@@ -45,17 +48,18 @@
   "checkout_ref": "checkout:audit-sd-cpp-residency",
   "source_files": {
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/LICENSE": "b53fa08f515cb5a6fff7b9fd8fcd0961a4b80df29d74372d25e1f9171aa042ee",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "3e93b2b4764f61ea00ec7d1a96aa5b9e2c5f2e746cb6e65287cdce659c056cf6",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "f7b7581a3f44ba9774480c559408fc66d6a4d6d1dbbeabe4529f1eb7d4dd5ad6",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md": "4c04d39812fb566e3ecb5807c170d5c32848eb2b93a1f0fedcf66ba9a9c92860",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/metadata.json": "13ab6d874c4e3135be80ef7c3cb6bfd28fb9121012e0536831ec3705ccb8c5eb",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/loader-storage-boundaries.md": "c1ec047aa37fca6b374f9bfd750e8f30d45af1d48fe728db23873c0b84ad94e8",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/phase-residency.md": "7b537cb972347dd68e303960f142892346d8b19b884e4d08016ea36a23bdaa7a",
     "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-identity.json": "af4830370b6eddc2d176a9ae14da4ab56a90b0fe048a01a89ee051df4365d8e9",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "b67affbd7d237d82b7f51be49f1537e9820fe56ec70a71ee76809f9e599ca693",
-    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "5dcf5fa7bf734fbe13214f57d2dfb40ff8215d9cd34e072a9e615bf103b82fc2",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/source-notes.md": "c493af8f6fd11ab7c9a37c9eec78cac31d57c04403a790035efbb4fff99f4669",
+    "src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/references/validation-boundaries.md": "3aaf79b36192bf8ff3e8f95ac90f2e769aa065dfac1fe70368824f3591849b8d",
     "src/inferrsi/data/skill_library/skill-index.json": "f5b52c963bac4017453ff92baed69b6cbac4aa96b1599970a6416e4d13cd9143"
   },
   "skill_metadata": {
     "name": "audit-sd-cpp-residency",
-    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
+    "description": "Audit stable-diffusion.cpp image-generation memory pressure by separating catalog freshness and weight-byte delivery from model parameter storage, compute weight residency, retained runtime buffers and segment prefetch under the actual backend.",
     "profile": "local-skill-v1",
     "schema_version": 1,
     "kind": "skill",
@@ -71,7 +75,9 @@
       "model-residency",
       "workspace",
       "prefetch",
-      "state-ownership"
+      "state-ownership",
+      "weight-loading",
+      "storage-io"
     ],
     "sources": [
       {
@@ -96,28 +102,40 @@
           "examples/cli/main.cpp",
           "include/stable-diffusion.h",
           "LICENSE",
-          "src/model_manager.h"
+          "src/model_manager.h",
+          "src/model_loader.h",
+          "src/model_loader_files.cpp",
+          "src/model_loader.cpp",
+          "src/model_manager_files.cpp",
+          "src/model.h",
+          "src/core/util.h",
+          "src/core/util.cpp",
+          "src/model_io/tensor_storage.h",
+          "src/model_io/safetensors_io.cpp"
         ],
         "readset": "references/source-notes.md"
       }
     ],
     "applicability": {
-      "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+      "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
     },
     "limitations": [
       "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
       "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+      "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
       "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
       "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+      "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+      "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
     ],
     "provenance_readsets": [
-      "references/source-notes.md"
+      "references/source-notes.md",
+      "references/loader-storage-boundaries.md"
     ],
     "consumption_mode": "packaged"
   },
   "applicability": {
-    "scope": "Source-grounded audit of native image-generation weight/runtime residency and optional segment prefetch; confirm the actual source, GGML, backend, model and executing path independently."
+    "scope": "Source-grounded audit of native image-generation weight/runtime residency, optional segment prefetch and bounded non-ZIP safetensors catalog/read/staging ownership; confirm the actual source, GGML, backend, model and executing path independently."
   },
   "recommendations": [
     "Read the pinned SKILL.md and its prerequisites before choosing this procedure.",
@@ -130,9 +148,11 @@
     "The backend categorizes the procedure's hardware dependency; it does not certify compatibility, and skills.discovery is a discovery scenario.",
     "Source-derived candidate; native inference, allocator behavior, image quality and performance were not run.",
     "Eighteen bounded readset paths plus one separately identity-checked README match the pinned Git commit/tree blob IDs and sizes (19 blobs total); header coverage is limited to selected owner/state declarations, and this does not authenticate every archive member or submodule contents.",
+    "The loader/storage extension separately authenticates twelve bounded C++ source blobs and the retained MIT text; its line-scoped readset does not replace the historical archive receipt. Catalog stamps are not content hashes; read/mapping/backend calls do not establish storage throughput or device completion.",
     "GGML and other submodules are not expanded; matching private GGML headers are required even for a system library.",
     "CPU bypasses the inspected accelerator capacity gate and segmentation eligibility, so CPU checks cannot qualify accelerator memory budgets or prefetch.",
-    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset."
+    "Video/audio pipelines, detailed model kernels, approximate denoising caches and full multi-device execution remain outside this readset.",
+    "Loader rules select ordinary non-ZIP safetensors; full GGUF/Torch/ZIP parsers, special quantization/conversion correctness and native failure injection remain unqualified."
   ],
   "verification": {
     "locally_verified": false,
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
index dd4ac35a9..af555b75e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/LICENSE",
         "src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
index fd65587b6..9f827f146 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json
@@ -21,8 +21,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
index 3270cf96d..b4cb41efb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+      "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
       "paths": [
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
         "src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index 59d684361..0b8cdafa4 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
   "sources": [
     {
       "type": "git",
-      "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
-      "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+      "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
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index 06228e601..635f33b0e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
@@ -16,8 +16,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index b692ec532..9adc5be3a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
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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 a46a1ee84..4b4a70e94 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index 9d0277362..aabf2d710 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index bf3401811..e9bd34cbd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -16,8 +16,8 @@
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index 3d5e906cc..14bd603aa 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json
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index 3455e0305..357f8d16b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
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index eb0698cbb..be0eb5396 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
index dc4293f9f..71c4b2b2d 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
index 1313ac317..074c33014 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json
index 4a14ef798..eb8e86f1d 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
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
index 7b35d67a6..338b8c6e7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json
@@ -22,8 +22,8 @@
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
index 63178f254..cfedc39f1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
index 02aa5620f..6c54b7ce8 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
index 43d8a0694..183e7ece6 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
index fd0d221af..9dbf43510 100644
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index f68038332..b5851376d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json
@@ -27,8 +27,8 @@
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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 d47b489ea..5d04ee9c0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
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index 63cf6daa3..ec723d091 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
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index ae18107be..5b8e11dc2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
index be101b151..181a8e122 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
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index a73272c78..6593d40a5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
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index 28ab17000..be39e2a2b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
index ee28c8064..dd6eb6188 100644
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index 2a3bf52cc..84dd18cd8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
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index 1f742a27e..ea0dd84b7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
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index 65fcee7d6..b8742a4be 100644
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index dd7062a0f..5edcd2ccf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
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index 1283f9bd4..a0db3119f 100644
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index 7b50fc5db..e6c6ed257 100644
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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 9ea82083d..04a82b319 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
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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 f940bb22f..c043356e4 100644
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index 90553fa1a..f9862716d 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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index 7c5379551..c76948d0f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
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index 959f119a2..5fdc75097 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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index 21d9e533d..8ff1ebc96 100644
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index c30419897..c3280cca9 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json
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index c497d03cc..b46a5360d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json
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@@ -26,8 +26,8 @@
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index 5f758a999..088f1ab10 100644
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+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json
@@ -23,8 +23,8 @@
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index 92418193c..de82424b7 100644
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index 2e4ceb34b..b53a9fa80 100644
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json
index c345c9c59..57e54105c 100644
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