diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
index 5bd45f17f..1f3fc732b 100644
--- a/docs/reference-matrix.md
+++ b/docs/reference-matrix.md
@@ -45,7 +45,7 @@ Reading rules:
| NVlabs/kda @ `acdd79343c5e9d0c7cb96289f26fd3f1051ce785` → mit-han-lab/KernelWiki gitlink @ `76d27b56f804e7e7295d4c570e1e5d7eef4b0a75` | Direct bounded distillation, 2026-10-23; cutoff 2026-04-27. All 48 synthesis headers and 2,217 source headers screened; 171 SM90 source headers retained, selected bodies and independently matched DeepGEMM/CUTLASS code plus versioned NVIDIA sections inspected. [Readset/coverage/license qualifications](../src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/references/sources.md); remaining PR bodies/algorithms unmined; KW pin has no root LICENSE, KDA MIT/sanitization assertions qualified | mined (conditional) — Hopper TMA/mbarrier/WGMMA ownership, resource/layout/pipeline/software scheduling and selected FP8 scaling → [reason-hopper-kernels](../src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md); SM100 recipes and unsafe snippet generalizations excluded; native/precision/performance not_run | out-of-scope — device registers/SMEM/HBM are not host RAM | out-of-scope — no storage implementation extracted | out-of-scope — CTA/cluster synchronization is not network transport | out-of-scope — tile scheduling is not OS scheduling |
| 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 ccf3643f7..20448b032 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -73,7 +73,7 @@ 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); versioned Ascend native CPU descriptor-pool ownership | `host-memory-management`, `kv-tier-management` (L1 tier sizing, multi-L1 composition), `cgroup-resource-controls` (memory controls) | Historical guide: APIs attributed to PyTorch/Python docs and numactl (not revalidated here); Ascend source case: successful head end-event query gates normal reuse, tracked wait does not recycle | PyTorch docs, Python docs, PEP 703, numactl manpage; LMCache @ c3b875a; kernel cgroup-v2 docs (pack-mediated); vllm-ascend @ 8a8e1e05ecb64a30804c99c8f362909f9a0cb5bf ([native case](../src/inferrsi/data/skill_library/hardware/host/host-memory-management/references/vllm-ascend-native-offload.md)) | 🟢 (Ascend extension: source-derived candidate; native not run) |
@@ -100,6 +100,7 @@ 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/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
2 RAM/Host · Observe / Diagnose / Verify
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
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
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
2 RAM/Host · Observe / Diagnose / Verify
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
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
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
-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": [
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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 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",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 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 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
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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 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 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 @@
"sources": [
{
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- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 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 @@
"sources": [
{
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- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
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"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 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 @@
"sources": [
{
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- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 3d5e906cc..14bd603aa 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 3455e0305..357f8d16b 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 eb0698cbb..be0eb5396 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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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 dc4293f9f..71c4b2b2d 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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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/metadata.json",
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
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
"src/inferrsi/data/skill_library/methods/dense-performance-evidence/metadata.json",
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
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
"src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/metadata.json",
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 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/metadata.json",
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
@@ -16,8 +16,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md"
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
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/repositories/dwarfstar/LICENSE",
"src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
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
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json
@@ -16,8 +16,8 @@
"sources": [
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- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
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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
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
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"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/metadata.json",
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 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 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/host-memory-management/metadata.json",
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
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
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"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
index 63cf6daa3..ec723d091 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
"src/inferrsi/data/skill_library/repositories/husky/metadata.json",
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 ae18107be..5b8e11dc2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json
@@ -30,8 +30,8 @@
"sources": [
{
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- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
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"src/inferrsi/data/skill_library/methods/inference-benchmark-design/metadata.json",
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
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
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"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/cases/admission-drain-occupancy.json",
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 a73272c78..6593d40a5 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json
@@ -27,8 +27,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
index 28ab17000..be39e2a2b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
"src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/metadata.json",
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
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
"src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
index 2a3bf52cc..84dd18cd8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/repositories/lily/LICENSE",
"src/inferrsi/data/skill_library/repositories/lily/NOTICE.md",
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 1f742a27e..ea0dd84b7 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/skill-index.json",
"src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
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 65fcee7d6..b8742a4be 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/metadata.json",
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 dd7062a0f..5edcd2ccf 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
"src/inferrsi/data/skill_library/hardware/host/os-process-placement/metadata.json",
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 1283f9bd4..a0db3119f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
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"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/metadata.json",
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 7b50fc5db..e6c6ed257 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json
@@ -16,8 +16,8 @@
"sources": [
{
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- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"paths": [
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"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
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
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json
@@ -21,8 +21,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 f940bb22f..c043356e4 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": [
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 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 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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/splash.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json
index 7c5379551..c76948d0f 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 959f119a2..5fdc75097 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 21d9e533d..8ff1ebc96 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 c30419897..c3280cca9 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 c497d03cc..b46a5360d 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 5f758a999..088f1ab10 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 92418193c..de82424b7 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 2e4ceb34b..b53a9fa80 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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 c345c9c59..57e54105c 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/d8a54eb8414f29a5152040a7c6bfc5a8f4d09332/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "d8a54eb8414f29a5152040a7c6bfc5a8f4d09332",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/7a7b34c9dc3f64726c54fac63f5322238caf047e/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "7a7b34c9dc3f64726c54fac63f5322238caf047e",
"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",
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 6df6e589a..0e177ce5a 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
@@ -6,26 +6,28 @@
"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"],
"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