From 8b290275cd757ae9baa3d7e75f98e8283846853d Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Tue, 3 Nov 2026 03:59:45 +0800
Subject: [PATCH 1/5] docs: add streamed expert-cache oracle contracts
Extend the weight-loading owner with source-bound byte, resident-state and oracle-path checks for streamed routed experts. Preserve candidate/not_run and synthetic-fixture limits.
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Agent-assisted-by: Codex (gpt-6.1-sol, reasoning_effort=max)
---
docs/reference-matrix.md | 6 +
docs/searchspace-matrix.md | 6 +
.../weight-loading-optimization/SKILL.md | 13 +-
.../weight-loading-optimization/metadata.json | 52 ++-
.../deepseek-expert-cache-oracles.md | 132 +++++++
.../deepseek-expert-cache-source.json | 361 ++++++++++++++++++
6 files changed, 559 insertions(+), 11 deletions(-)
create mode 100644 src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md
create mode 100644 src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json
diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
index 4be14b07c..4d05d0332 100644
--- a/docs/reference-matrix.md
+++ b/docs/reference-matrix.md
@@ -546,3 +546,9 @@ create a repo runtime descriptor, backend port or measured resource effect.
| Source / revision | Inspected scope | Extraction and qualification boundary |
| --- | --- | --- |
| pytorch/pytorch @ `9a90a4fefcaafa63ac984621963a6fcc66aee68c`, source version `2.16.0a0` | Bounded implementation, documentation and test-definition spans across installation/build, tensor/dispatch/autograd, training/data, compiler/export, memory/streams/graphs, distributed/checkpoint, profiling and custom operators. [Exact readset](../src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/references/source-readset.json) retains Git blob and inspected checkout identities separately; [directory coverage](../src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/references/source-directory-coverage.md) distinguishes tree discovery from substantive inspection and unpopulated dependencies | [pytorch candidate graph](../src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md), eight child procedures, bounded public-API helpers and exact LICENSE/NOTICE bytes. Resolver `NOASSERTION` is retained separately from source terms. Preparation and CPU observations use the distinct `2.15.0+cpu` wheel, not this source build. Required accelerator, native extension, distributed-device and deployment checks remain blocked/not_run; no quality/service/performance or efficacy claim, candidate promotion, managed DisCo import or implicit TorchNPU compatibility pairing. |
+
+## DeepSeek streamed expert-cache oracle contracts
+
+| Source | Inspected scope | Canonical extraction and boundary |
+| --- | --- | --- |
+| [ronak-create/deepseek-v4-in-c](https://github.com/ronak-create/deepseek-v4-in-c/tree/d0402056d0da4bf7edfd2d4977de479a0db9d201) @ `d0402056d0da4bf7edfd2d4977de479a0db9d201` (Apache-2.0 root and selected-file declarations; third-party/model rights excluded) | Bounded source inspection, 2026-11-03: byte/fixture geometry, begin/end slot lifetime, actual model/oracle callback wiring and tiny-reference limits; [selected hashes, regions and rights](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json) | [weight-loading-optimization reference](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md): independent buffered bytes, usable residents during misses, ordered accumulation and oracle reachability. Source-derived candidate/not_run; historical corruption reports are not reproduced tests, and tiny fixtures do not establish released-model quality or performance. |
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
index db52a51e5..f8b48a4b1 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -602,3 +602,9 @@ NOASSERTION and InferRSI's repository license.
| Accelerator / RAM / Host | Diagnose / configure / verify: tensor/alias/gradient state, training and data ownership, compiler guards and export contracts, allocator accounting, stream dependencies and graph input/output lifetimes | [pytorch operating graph](../src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md), [memory/graph route](../src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/sub-skills/memory-streams-and-graphs/SKILL.md), [compiler/export route](../src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/sub-skills/compiler-and-export/SKILL.md) | Source version `2.16.0a0` and observed CPU wheel `2.15.0+cpu` are distinct. CPU observations do not qualify pinned-source execution, CUDA/ROCm/MPS/XPU, native custom operators, memory fit or model quality. |
| SSD / Storage / RAM | Diagnose / verify: serialization trust and state identity, checkpoint ownership, distributed restore and capture/staging/upload completion boundaries | `pytorch`: [distributed/checkpoint route](../src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/sub-skills/distributed-and-checkpoint/SKILL.md); existing [DCP async-save owner](../src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md) retains its separate source pin | No source-build checkpoint run, backend durability, distributed recovery or measured storage benefit is established. A state-dict round trip in a separate installed wheel does not qualify those properties. |
| Communication / Network / Accelerator | Diagnose / verify: process/rank/device mapping, backend and collective schedule, DDP/FSDP2/DTensor state and completion | `pytorch`: [distributed/checkpoint route](../src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/sub-skills/distributed-and-checkpoint/SKILL.md), [source and runtime boundary](../src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/references/repo-provenance.md) | Selected source and CPU controls do not establish NCCL or other accelerator transport, multi-device/multi-node correctness, overlap or throughput. Required backend checks remain `BLOCKED_REQUIRED_BACKEND`; no new measured/green resource cell, OS control or compatible latest PyTorch/TorchNPU stack is asserted. |
+
+## DeepSeek streamed expert-cache verification
+
+| Resource context | Stage / scoped question | Canonical owner | Evidence boundary |
+| --- | --- | --- | --- |
+| SSD / Storage + RAM / Host | Diagnose / Verify: independent tensor-byte identity after aligned/coalesced reads, resident versus pending slot lifetime, ordered consumer accumulation and actual oracle callback coverage | [weight-loading-optimization reference](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md) and [source record](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json); DeepSeek source at `d0402056d0da4bf7edfd2d4977de479a0db9d201` | Source-derived candidate / empirical not_run; byte oracle shares tensor metadata, resident snapshot covers w1, and tiny PyTorch/batched checks are source definitions. No measured resource gain, full-model quality, native/device execution or agent efficacy is established. |
diff --git a/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md
index 144cc6aed..73ef82bae 100644
--- a/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md
+++ b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md
@@ -1,6 +1,6 @@
---
name: weight-loading-optimization
-description: 'Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source, format, placement, duplication), account startup fixed overhead separately from per-request cost with bytes-and-counts lines and hit-criteria warmup validation, verify sharded weight downloads against the safetensors index, apply device-side weight prefetch only on profiled memory-bound hot spots, and order CPU-tier offload candidates by change surface. Includes source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics and fastsafetensors broadcast/scatter/coalesced delivery. Use when startup/loading latency dominates; route DCP asynchronous save performance and distributed recovery validity to their separate skills.
+description: 'Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source, format, placement, duplication), account startup fixed overhead separately from per-request cost with bytes-and-counts lines and hit-criteria warmup validation, verify sharded weight downloads against the safetensors index, apply device-side weight prefetch only on profiled memory-bound hot spots, and order CPU-tier offload candidates by change surface. Includes source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics and fastsafetensors broadcast/scatter/coalesced delivery; also audit streamed expert-cache byte correctness and begin/end overlap contracts. Use when startup/loading latency dominates or a streamed expert-cache change needs correctness verification; route DCP asynchronous save performance and distributed recovery validity to their separate skills.
'
---
@@ -436,6 +436,16 @@ separate; changing language at the boundary does not by itself establish a gain.
For complete runtime KV/recurrent/convolution/tail state, follow that reference
to the Flare session owner. The addition remains candidate and empirical not_run.
+## 11. Verify streamed expert-cache bytes and overlap
+
+For aligned reads, cache-slot placement or overlapping routed-expert loads, use
+the [DeepSeek expert-cache reference](references/deepseek-expert-cache-oracles.md).
+Compare bytes through an independent read path, preserve resident/pending slot
+lifetimes and ordered caller accumulation, and confirm that the numerical oracle
+reaches the actual callbacks. Keep its synthetic-fixture and SKIP boundaries;
+request-time expert reads remain separate from startup loading. These are
+source-derived verification targets, not executed model or performance results.
+
## Verification checklist (before claiming a load-path win)
- [ ] Fixed overhead accounted separately from per-request cost
@@ -448,3 +458,4 @@ to the Flare session owner. The addition remains candidate and empirical not_run
protocol stated (fadvise or page-cache drop)
- [ ] Prefetch changes verified single-op first, switch defaults recorded
- [ ] Offload tier wins re-estimated against un-overlapped transfer share
+- [ ] Streamed expert-cache changes checked for independent bytes, resident/pending lifetime and actual oracle-path coverage
diff --git a/src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json
index 5efd71b48..b5e1b7326 100644
--- a/src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json
+++ b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json
@@ -11,7 +11,9 @@
"tensor-parallel",
"Flare",
"model-preparation",
- "prepared-runtime-package"
+ "prepared-runtime-package",
+ "expert-cache",
+ "loader-correctness"
],
"status": "candidate",
"profile": "local-skill-v1",
@@ -74,14 +76,38 @@
],
"readset": "references/flare-preparation-boundary.md",
"license": "Apache-2.0"
+ },
+ {
+ "type": "git",
+ "url": "https://github.com/ronak-create/deepseek-v4-in-c",
+ "commit": "d0402056d0da4bf7edfd2d4977de479a0db9d201",
+ "paths": [
+ "LICENSE",
+ "README.md",
+ "Makefile",
+ "src/cache/dsv4_cache.c",
+ "src/cache/dsv4_cache.h",
+ "src/io/dsv4_st.c",
+ "src/io/dsv4_st.h",
+ "src/model/dsv4_layer.h",
+ "src/model/dsv4_layer.c",
+ "src/cli/dsv4_run.c",
+ "tests/unit/test_cache.c",
+ "tests/unit/test_model_oracle.c",
+ "tools/make_st_fixture.py",
+ "tools/make_tiny_checkpoint.py",
+ "tools/dsv4_ref.py"
+ ],
+ "readset": "references/deepseek-expert-cache-oracles.md",
+ "license": "Apache-2.0 (repository declaration and selected-file notices; third-party/model rights excluded)"
}
],
"empirical_validation": "not_run",
"applicability": {
- "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency",
+ "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency; for disk-streamed routed experts, audit independent byte identity, resident/pending slot ownership, ordered accumulation and actual oracle callback coverage",
"prerequisites": "Flag names and API entry paths are re-verified against the pinned source revisions, and torch_npu.npu_prefetch details against the target CANN version, before they are relied on; card state is checked before launch and process placement fixed before measuring, through ascend-device-health and os-process-placement; the Diffusers enable_model_cpu_offload path requires accelerate",
- "input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend",
- "produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain",
+ "input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend; for streamed expert-cache changes, the selected direct/buffered I/O and reader-pool path, tensor offsets and cache-slot budget, requested keys, source callback table, independent byte/numerical reference and checked fixture coverage",
+ "produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain; a source-bound expert-cache byte/state audit and oracle-path coverage record, with synthetic-fixture, fallback and SKIP limits",
"failure_modes": [
"Loading and warmup are amortized into per-request latency, or a host segment without timing points is treated as costing nothing",
"Warmup is accepted on total time while mismatched warmup shapes have warmed a different set of cache entries",
@@ -91,29 +117,35 @@
"A free-memory probe runs on an mmap-backed load, or a run whose first mlock failure latched with only a warning is treated as fully resident",
"Disk counters that include cache and pipes are read as physical writes, or a run without a page-cache drop is reported as a cold start",
"The ceil-block scatter partition is used without checking it against the model's expected shard layout, or ranks run different orders or plans so their collectives mismatch",
- "A faster H2D copy, local clone or rank-local filtered read is counted as a cross-rank communication gain"
+ "A faster H2D copy, local clone or rank-local filtered read is counted as a cross-rank communication gain",
+ "Serial and concurrent cache paths agree on identically corrupted placement bytes, or a contiguous fixture misses a separated-run alignment failure",
+ "Resident bytes or ordered per-k accumulation change while misses are pending, or an exit-zero SKIP/non-overlapped oracle is counted as overlap validation"
],
- "refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms",
- "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract"
+ "refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms; withholds expert-cache correctness/overlap conclusions when byte coverage, actual I/O/pool dispatch or model-oracle callback reachability is missing",
+ "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract; the DeepSeek source slice describes POSIX storage, C/OpenMP and pthread ownership; target validation must identify its actual direct/buffered and reader-pool paths"
},
"recommendations": [
"Report preparation/startup/readiness, warmups and measured work as separate numbers, with load latency split into init, header, io and get phases, the cold-cache protocol stated and the effective loading mode identical across compared runs.",
"Place each prefetch behind an enable_prefetch switch defaulting to False, start max_size at 50% of the theoretical size, verify a single operator first and step up to 0.7 and then 1.0 only after verified wins.",
"Try offload candidates in order of change surface: batch size, resolution, CFG/feature flags, CPU or layered offload, tensor-parallel degree, then activation checkpointing; re-estimate the un-overlapped transfer share after adopting each tier.",
"Record whole-set atomic publication, asynchronous checkpointing, multi-rank save coordination and crash durability as unknown for the fastsafetensors saver instead of assuming them.",
- "Before adopting coalesced delivery, compare it disabled and enabled with identical checkpoint, rank mapping, backend, topology, dtype, cache state, chunk/queue budgets and consumer retention, then measure complete startup under the same accounting protocol."
+ "Before adopting coalesced delivery, compare it disabled and enabled with identical checkpoint, rank mapping, backend, topology, dtype, cache state, chunk/queue budgets and consumer retention, then measure complete startup under the same accounting protocol.",
+ "For streamed expert-cache changes, compare against independent buffered tensor bytes, exercise separated-run geometry, check resident bytes during pending reads, preserve ordered per-k accumulation and verify that the numerical oracle selects the actual callbacks."
],
"limitations": [
"Source-derived candidate; no local efficacy validation.",
"Normalized provenance covers the existing llama.cpp loading slice at 3e390af18de1131dda27913c00511725b4274c8a and the fastsafetensors distributed-delivery slice at 219e2561a41ede2d5d8eba611c248bb0effbf580; other inherited claims remain unnormalized with original identities and limits retained.",
"The readsets record static mechanisms and source recommendations, not validated startup, memory, placement or backend performance.",
"The fastsafetensors delivery readset does not revalidate inherited I/O/save claims or qualify uneven scatter, accelerator/NPU compatibility, inter-node transport or agent efficacy.",
- "Flare adds source-only preparation/serving ownership and ABI/contract checks; live exporter handles, native backend execution, startup gains and model/dependency rights are not qualified."
+ "Flare adds source-only preparation/serving ownership and ABI/contract checks; live exporter handles, native backend execution, startup gains and model/dependency rights are not qualified.",
+ "The DeepSeek increment records source/test definitions only: its buffered byte oracle shares tensor metadata, its resident snapshot covers w1 bytes, and its tiny PyTorch/batched checks do not qualify the released model, backend performance or agent efficacy."
],
"provenance_readsets": [
"references/llama-loading-readset.md",
"references/fastsafetensors-transfer-readset.md",
- "references/flare-preparation-boundary.md"
+ "references/flare-preparation-boundary.md",
+ "references/deepseek-expert-cache-oracles.md",
+ "references/deepseek-expert-cache-source.json"
],
"consumption_mode": "packaged"
}
diff --git a/src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md
new file mode 100644
index 000000000..346c07bea
--- /dev/null
+++ b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md
@@ -0,0 +1,132 @@
+# Audit streamed expert-cache bytes and overlap
+
+Status: source-derived candidate. Use this reference when changing aligned reads,
+cache-slot placement or overlapped routed-expert loading. The
+[source record](deepseek-expert-cache-source.json) fixes the repository revision,
+inspected regions, file hashes, rights and exclusions. It describes checks to
+perform on an authorized target; it supplies no loader implementation or measured
+gain.
+
+Keep startup loading separate from request-time expert traffic. Before judging a
+change, identify the checkpoint and tensor metadata, effective direct/buffered
+read path, cache-slot budget, requested expert keys, source callback table and
+numerical reference. A higher cache hit rate can accompany corrupted expert
+bytes and changed routing.
+
+## Check bytes through an independent read path
+
+Compare each cached weight and scale with a plain buffered read of the same
+tensor bytes. Serial and concurrent cache loads can agree while sharing the same
+placement error; matching pointers, shapes or the two fast paths is insufficient.
+The source's byte oracle uses the safetensors reader's tensor offsets and buffered
+file descriptors, then bypasses its aligned/coalesced placement code. It does not
+independently validate the shared metadata parser.
+
+Exercise the layout that can expose the error. The source fixture separates an
+expert's scale and weight runs, gives the runs different 4096-byte alignment
+residues and writes nonconstant payload bytes. A single contiguous run cannot
+expose a later widened read overwriting an earlier run. An aligned read starts
+before its payload; reserving space only for the payload leaves that earlier
+storage vulnerable.
+
+For an aligned-placement check, confirm that the actual run selected direct I/O.
+A successful buffered fallback does not exercise the widened-window path. Retain
+the compared tensor set and actual checked count; a skipped or absent tensor is
+not byte-identity evidence.
+
+Sources: [fixture geometry and payload](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/tools/make_st_fixture.py#L130-L202),
+[independent byte check](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/tests/unit/test_cache.c#L137-L186),
+[run placement](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/src/cache/dsv4_cache.c#L260-L389),
+[aligned and buffered reads](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/src/io/dsv4_st.c#L470-L508).
+
+## Trace resident and pending ownership
+
+At this source pin, `begin` makes hit/miss, victim and recency decisions serially
+in request order before starting the reads. Slots already claimed by this call
+cannot be chosen again as victims. It returns usable resident experts immediately;
+misses and duplicate requests for an in-flight expert remain unpublished until
+`end` completes that read.
+
+| State | Bytes and visibility | Required boundary |
+| --- | --- | --- |
+| Returned resident | `out[k]` points to a complete claimed slot. | Keep its bytes usable while pending reads run. |
+| Pending miss | The selected slot is marked invalid while a reader fills it; `out[k]` is null. | Publish its key and output only after successful completion in `end`. |
+| Missing or invalid tensor metadata | Resolution fails before choosing a victim. | Surface failure; do not interpret it as a completed cache load. |
+| Partial I/O failure | The chosen slot can contain partial replacement bytes and stays invalid. | Complete the batch wait and reject the unavailable expert; do not reuse its old key. |
+
+Only one batch may be active per cache. Call `end` before another `begin` or any
+other cache operation. Shutdown stops and joins readers before freeing their slot
+storage. When the reader pool is unavailable, the source performs reads inside
+`end`; the same callback pair then supplies no overlap with caller computation.
+Callback selection alone does not prove the asynchronous path executed.
+
+The resident check warms a subset, calls `begin` with both hits and misses,
+copies resident `w1` bytes during the gap, then compares them after `end` and with
+serial loads. This specifically tests those resident `w1` bytes. It does not
+establish every tensor's stability under all eviction, capacity or timing cases.
+The separate serial/concurrent check compares weight and scale bytes and includes
+a duplicate request.
+
+Sources: [single-batch interface](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/src/cache/dsv4_cache.h#L220-L270),
+[decide, wait and publish](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/src/cache/dsv4_cache.c#L563-L701),
+[reader cleanup](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/src/cache/dsv4_cache.c#L199-L210),
+[concurrent and resident checks](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/tests/unit/test_cache.c#L188-L298).
+
+## Follow the model consumer and its accumulation order
+
+Check the callback table used by both the real caller and its oracle. The layer
+selects overlap only when both `begin` and `end` exist; otherwise it uses
+`get_many` or serial `get`. A test wired only to `get` cannot cover the overlap
+branch. The CLI and current model-oracle test both supply the overlapped pair.
+
+The caller computes available residents while misses are being read, waits in
+`end`, and then computes the remaining experts. Each expert writes to its own
+per-`k` output storage, separate from the MoE input. The weighted sum happens
+afterwards in `k` order. Completion order must not change that sum: floating-point
+addition can produce different results when reordered. Expert matmuls remain
+sequential because their working scratch is shared; I/O is what overlaps them.
+
+The batched caller deduplicates expert requests and fetches the union in bounded
+chunks, while retaining a separate output for each `(token, k)` and summing in
+`k` order per token. An unavailable expert after the wait aborts the model path;
+silently skipping it would change the routed computation.
+
+Sources: [source interface and scratch](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/src/model/dsv4_layer.h#L9-L74),
+[per-token consumer](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/src/model/dsv4_layer.c#L369-L483),
+[batched consumer](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/src/model/dsv4_layer.c#L714-L831),
+[CLI wiring](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/src/cli/dsv4_run.c#L313-L315),
+[oracle wiring](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/tests/unit/test_model_oracle.c#L57-L83).
+
+## Interpret the numerical evidence at its actual scope
+
+| Check | Source-defined comparison | Interpretation |
+| --- | --- | --- |
+| Cache byte oracle | Buffered tensor bytes versus cached weights/scales. | Read/placement identity for the checked bytes, with shared tensor metadata. |
+| Tiny per-token model | C logits against a repo-owned PyTorch reference, using a vector-scaled tolerance and matching argmax. | Numerical agreement for the synthetic checkpoint and supplied positions; not bit equality to PyTorch. |
+| Batched prefill | Bitwise C-logit comparison against the per-token run after its PyTorch check, across several chunk sizes and fresh layer states. | Batched/per-token agreement within that anchored fixture. |
+
+The tiny checkpoint draws FP8/FP4 weights from exactly representable values and
+uses the real config/reader/binder/trunk/cache entry points. Its dimensions and
+token sequence are synthetic. The repo-owned PyTorch reimplementation omits
+activation-quantization simulation and Hadamard rotation; it is not an execution
+of the released model's official GPU reference. Missing tiny checkpoint or trunk
+resources print `SKIP` and return exit status 0, so an exit code alone is not a
+model-oracle pass.
+
+Return the selected I/O and callback paths, byte/resident coverage, failure and
+cleanup boundaries, numerical comparison and unresolved gaps. Retain the
+campaign's independent acceptance and workload controls. These source
+definitions and historical reports establish no locally executed C/model check,
+full-model quality, device performance or agent efficacy.
+
+Sources: [fixture/reference producer](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/tools/make_tiny_checkpoint.py#L17-L50),
+[reference exclusions](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/tools/dsv4_ref.py#L3-L30),
+[model comparisons and cleanup](https://github.com/ronak-create/deepseek-v4-in-c/blob/d0402056d0da4bf7edfd2d4977de479a0db9d201/tests/unit/test_model_oracle.c#L145-L390).
+
+## Attribution
+
+Original analysis of Ronak Parmar's `ronak-create/deepseek-v4-in-c` at the pinned
+revision. The repository declares Apache-2.0 and attributes its streaming design
+to Fareed Khan's `kimi-k3-in-c`, also Apache-2.0. Selected-file notices and excluded
+third-party/model material remain in the source record. No upstream source code,
+prose, checkpoint or fixture payload is redistributed.
diff --git a/src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json
new file mode 100644
index 000000000..54d074b30
--- /dev/null
+++ b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json
@@ -0,0 +1,361 @@
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+ },
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+ }
+ ],
+ "extracted_scope": [
+ "Independent buffered tensor-byte comparison versus shared aligned/coalesced placement; separated-run, different-residue and nonconstant-payload fixture geometry",
+ "Resident and pending expert-slot lifetimes across begin/end, single-batch ownership, metadata versus partial-read failure and join-before-free cleanup",
+ "Actual I/O and reader-pool dispatch, per-token/batched callback reachability, per-k nonaliasing output storage and ordered accumulation",
+ "Tiny model reference, tolerance/argmax, batched bit-equality and exit-zero missing-fixture SKIP boundaries"
+ ],
+ "evidence_levels": {
+ "code_observation": "Pinned file bodies/regions, test definitions, callback dispatch predicates, read/publish/cleanup ownership",
+ "deduction": "A test using get alone cannot select the begin/end overlap branch; equal outputs from shared placement logic do not independently establish correct bytes",
+ "author_reports": "Historical common-corruption bug, gate repair, actual checkpoint layout and numerical/performance results remain attributed upstream reports",
+ "executed_cpu_tests": "none",
+ "device_model_execution": "none",
+ "agent_effects": "not_evaluated"
+ },
+ "claim_boundaries": [
+ "Buffered pread byte oracle shares the safetensors metadata/index; its independence is from aligned/coalesced placement, not from parsing.",
+ "Gate 6 byte-compares six tensors for fixture experts it obtains; do not describe its skip-on-missing behavior as exhaustive coverage.",
+ "Gate 8 snapshots resident w1 weights only; no all-tensor/all-eviction/all-timing proof follows.",
+ "Missing/invalid tensor metadata is rejected before victim selection; a partial I/O failure invalidates the chosen slot and is fatal to the model consumer.",
+ "Only one batch per cache is contracted. Returned residents and claimed pending slots have different lifetimes; end waits and publishes successful misses, and shutdown joins readers before freeing storage.",
+ "Expert computation uses shared scratch sequentially; reads overlap it. Per-k outputs do not alias the MoE input and are summed in k order.",
+ "Model gate wires begin/end, checks tolerant PyTorch logits plus argmax, then checks batched C logits bitwise against its validated per-token C path.",
+ "Tiny checkpoint/reference omit production-scale quality, full model domain, activation quantization and Hadamard behavior. Missing resources print SKIP and return 0."
+ ],
+ "rights": {
+ "repository_default": "Apache-2.0",
+ "attribution": "Ronak Parmar / ronak-create/deepseek-v4-in-c; cache/reader design port attributed upstream to Fareed Khan's kimi-k3-in-c (Apache-2.0)",
+ "redistribution": "Original attributed analysis and immutable links only; no upstream source code, prose, checkpoint/config/fixture payload, reference implementation or third-party header is redistributed",
+ "third_party": [
+ {
+ "path": "third_party/json.h",
+ "inspected_regions": [
+ [
+ 1,
+ 50
+ ]
+ ],
+ "observation": "No separate notice in inspected header; parser is a dependency, not extracted source",
+ "disposition": "exclude; no independent redistribution grant asserted"
+ },
+ {
+ "path": "third_party/dsv4_unicode.h",
+ "inspected_regions": [
+ [
+ 1,
+ 50
+ ]
+ ],
+ "observation": "Generated Unicode 15.0.0/Python 3.12.3 category data",
+ "disposition": "exclude; no data or tokenizer extraction"
+ },
+ {
+ "material": "DeepSeek checkpoints/config payloads and external inference/model.py or inference/kernel.py",
+ "disposition": "exclude; external model/source rights and official numerical equivalence not qualified"
+ }
+ ],
+ "notice_inventory": "No NOTICE or additional license file appears in the complete pinned tree inventory",
+ "scope": "Selected-file observations preserve declared provenance; the root license is not blanket clearance of third-party, checkpoint or external model/reference rights"
+ },
+ "source_script_disposition": [
+ {
+ "path": "tools/make_st_fixture.py",
+ "disposition": "reference-only",
+ "reason": "Explains fixture coverage; no script or generated payload copied"
+ },
+ {
+ "path": "tools/make_tiny_checkpoint.py",
+ "disposition": "reference-only",
+ "reason": "Explains the synthetic model-oracle producer; not executed or bundled"
+ },
+ {
+ "path": "tools/dsv4_ref.py",
+ "disposition": "reference-only",
+ "reason": "Identifies the repo-owned PyTorch comparator and its omissions; not copied or qualified as the official model reference"
+ }
+ ],
+ "existing_owner_boundary": "The weight-loading owner retains byte/readiness/lifetime responsibility. Generic benchmark acceptance, caller/oracle authority and baseline-only agreement limits remain existing inference-benchmark-design responsibilities; this increment creates no second owner or benchmark controller.",
+ "exclusions": [
+ "thermal/order drift",
+ "history/prefetch/useful-miss estimation",
+ "cache policy simulation",
+ "reader pool width performance",
+ "general benchmark controller",
+ "whole model mathematics or acceptance",
+ "new schema/runtime/backend/skill"
+ ],
+ "status": "candidate",
+ "empirical_validation": "not_run",
+ "efficacy": "not_evaluated"
+}
From fd7f8bad0a97b1f7e398a1cf6a494fefbf853ae2 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Tue, 3 Nov 2026 04:26:16 +0800
Subject: [PATCH 2/5] chore: regenerate skill discovery from source snapshot
Regenerate coverage and packaged skill discovery from actual source 8b290275cd757ae9baa3d7e75f98e8283846853d.
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Agent-assisted-by: Codex (gpt-6.1-sol, reasoning_effort=max)
---
docs/skill-coverage.md | 4 +-
.../repo_packs/inferrsi/knowledge/README.md | 4 +-
.../ascend-aclgraph-capture-replay.json | 4 +-
.../ascend/skills/ascend-device-health.json | 4 +-
.../skills/ascend-distributed-parallel.json | 4 +-
.../ascend/skills/ascend-graph-mode.json | 4 +-
.../skills/ascend-model-adaptation.json | 4 +-
.../skills/ascend-operator-profiling.json | 4 +-
.../ascend/skills/ascend-operator-tuning.json | 4 +-
.../skills/ascend-optimization-casebook.json | 4 +-
.../skills/ascend-performance-analysis.json | 4 +-
.../ascend-video-diffusion-optimization.json | 4 +-
.../ascend/skills/ascendc-tiling-design.json | 4 +-
.../skills/cann-attribution-overlap.json | 4 +-
.../knowledge/ascend/skills/torch-npu.json | 4 +-
.../torchnpu-device-memory-lifecycle.json | 4 +-
...torchnpu-pinned-host-memory-lifecycle.json | 4 +-
.../skills/assess-serving-preemption.json | 4 +-
.../assess-split-backward-schedule.json | 4 +-
.../skills/audit-fixed-workload-claim.json | 4 +-
.../audit-h3-metal-fasth3-semantics.json | 4 +-
.../skills/audit-h3-runtime-residency.json | 4 +-
.../skills/audit-llama-runtime-state.json | 4 +-
.../audit-recurrent-kv-finalization.json | 4 +-
.../common/skills/audit-sd-cpp-residency.json | 4 +-
.../audit-sglang-diffusion-lifetimes.json | 4 +-
.../skills/audit-vllm-kv-lifetimes.json | 4 +-
.../bound-windowed-attention-replay.json | 4 +-
.../budget-speculative-verification.json | 4 +-
.../skills/calibrate-serving-simulation.json | 4 +-
.../skills/cgroup-resource-controls.json | 4 +-
.../checkpoint-recovery-consistency.json | 4 +-
.../skills/choose-parallel-training-plan.json | 4 +-
.../skills/cite-check-downstream-pr.json | 4 +-
.../common/skills/claim-contract.json | 4 +-
.../knowledge/common/skills/comfy-ui.json | 4 +-
.../common/skills/competitor-scan.json | 4 +-
.../skills/dcp-async-save-performance.json | 4 +-
.../skills/dense-performance-evidence.json | 4 +-
.../diagnose-vllm-admission-pressure.json | 4 +-
.../skills/diffusers-invocation-state.json | 4 +-
.../common/skills/draft-acceptance-issue.json | 4 +-
.../knowledge/common/skills/dwarfstar.json | 4 +-
.../evaluate-elastic-serving-placement.json | 4 +-
.../skills/generation-cache-lifecycle.json | 4 +-
.../common/skills/host-memory-management.json | 4 +-
.../skills/host-overhead-optimization.json | 4 +-
.../knowledge/common/skills/husky.json | 4 +-
.../skills/inference-benchmark-design.json | 4 +-
.../inference-optimization-casebook.json | 4 +-
.../common/skills/kernel-writing-guide.json | 4 +-
.../common/skills/kv-tier-management.json | 4 +-
.../lazy-evaluation-stream-lifetimes.json | 4 +-
.../knowledge/common/skills/lily.json | 4 +-
.../knowledge/common/skills/lithos-metal.json | 4 +-
.../knowledge/common/skills/local-dream.json | 4 +-
.../knowledge/common/skills/mistral-rs.json | 4 +-
.../knowledge/common/skills/mlc-llm.json | 4 +-
.../knowledge/common/skills/mlx-swift-lm.json | 4 +-
.../common/skills/npu-skill-factory.json | 4 +-
.../skills/optimization-search-policy.json | 4 +-
.../common/skills/os-process-placement.json | 4 +-
.../skills/performance-ceiling-analysis.json | 4 +-
.../skills/plan-activation-residency.json | 4 +-
.../knowledge/common/skills/project-maya.json | 4 +-
.../knowledge/common/skills/pytorch.json | 4 +-
.../skills/repository-evolution-analysis.json | 4 +-
.../knowledge/common/skills/rsi-evidence.json | 4 +-
.../skills/skill-evolution-playbook.json | 4 +-
.../knowledge/common/skills/splash.json | 4 +-
.../common/skills/storage-io-measurement.json | 4 +-
.../skills/training-input-pipeline.json | 4 +-
.../skills/training-resource-budget.json | 4 +-
.../skills/video-diffusion-optimization.json | 4 +-
.../knowledge/common/skills/vllm-metal.json | 4 +-
.../skills/weight-loading-optimization.json | 94 ++++++++++++++-----
.../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-
.../skills/audit-flare-session-lifecycle.json | 4 +-
.../diagnose-attention-bottlenecks.json | 4 +-
.../cuda/skills/host-overhead-profiling.json | 4 +-
.../cuda/skills/reason-hopper-kernels.json | 4 +-
81 files changed, 228 insertions(+), 186 deletions(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 680cb11cf..ab5cde107 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:e36cf2e6e982084dbf4e52014a6342a61bc1b49151d52ac0bf03f8e7ea975cff`
+- Input digest: `sha256:927c6a5e2b937e2049b1a318d4a076d92844619fd1750a89ec0f2a7a191bdb53`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -139,7 +139,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [training-input-pipeline](../src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md) | common | Diagnose training input stalls and choose bounded queue, shard-cache and cache-ownership changes from DALI, Mosaic ... | Diagnosing training input stalls and choosing bounded queue, shard-cache and ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Observe / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize
3 SSD · Diagnose / Configure / Optimize
4 Network · Configure / Optimize
5 OS · Configure / Optimize | 1 · Systems sources (B1 / NVIDIA DALI @ `6fe47c48d3b0ca335f5e1afd3c77c750b2c7e041` ...)
1 · Systems sources (B2 / Mosaic Streaming @ `d99bf9c7cdf2dd4ed62a4960ed35270b93337a5f` ...)
1 · Systems sources (B3 / FFCV @ `3a12966b3afe3a81733a732e633317d747bfaac7` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [training-resource-budget](../src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md) | common | Choose training offload and resource-budget changes using pinned DeepSpeed configuration, attributed expert diagnosis ... | Choosing training offload and resource-budget changes from pinned DeepSpeed ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Diagnose / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize / Verify
3 SSD · Configure / Optimize
4 Network · Observe / Diagnose / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (CR1 / DeepSpeed ZeRO-Infinity @ `5f266e26d216a705d9c64cac88fb813ce ...)
1 · Systems sources (CR5 / Ascend MindSpeed adaptive memory — historical `core_r0.8.0` ...)
1 · Systems sources (ZeRO-Offload — [2101.06840v1](https://arxiv.org/abs/2101.06840v1))
2 · Methodology and corpus references (CR6 / Stas Bekman ML Engineering Open Book @ ...) | candidate · not_run · 9 readset(s) | no-eval |
| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | — | — | candidate · not_run · 0 readset(s) | no-SearchSpace-layer, no-Reference-Matrix-row, no-eval |
-| [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) | common | Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source ... | Diagnosing the serving-level weight load path from storage to device and choosing changes ... | failure_modes, input_contract, produced_artifact, refusal_point
5 advice | 1 Accelerator † guidance: Flare preparation and complete-session source contracts
2 RAM/Host † guidance: Flare preparation and complete-session source contracts
3 SSD · Observe / Profile / Diagnose / Optimize / Verify † guidance: Flare preparation and complete-session source contracts
4 Network · Configure / Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (foundation-model-stack/fastsafetensors @ 219e256)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (mindie-agent/mindie-agent @ 6a81b41) | candidate · not_run · 3 readset(s) | no-eval |
+| [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) | common | Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source ... | Diagnosing the serving-level weight load path from storage to device and choosing changes ... | failure_modes, input_contract, produced_artifact, refusal_point
6 advice | 1 Accelerator † guidance: Flare preparation and complete-session source contracts
2 RAM/Host † guidance: Flare preparation and complete-session source contracts
3 SSD · Observe / Profile / Diagnose / Optimize / Verify † guidance: Flare preparation and complete-session source contracts
4 Network · Configure / Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (foundation-model-stack/fastsafetensors @ 219e256)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (mindie-agent/mindie-agent @ 6a81b41) | candidate · not_run · 5 readset(s) | no-eval |
## Registered: Workflows (6)
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 06d738915..92342b985 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: [8115da15b9ef34978de500b08aa9f14ea790c35b](https://github.com/InferMatrixLab/InferRSI/tree/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library).
+Source snapshot: [8b290275cd757ae9baa3d7e75f98e8283846853d](https://github.com/InferMatrixLab/InferRSI/tree/8b290275cd757ae9baa3d7e75f98e8283846853d/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 8115da15b9ef34978de500b08aa9f14ea790c35b --check
+python tools/build_skill_index.py --source-revision 8b290275cd757ae9baa3d7e75f98e8283846853d --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 ee9392c0b..b946beb8d 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 70b46caa1..348574db5 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 f3a2f5092..7837cd084 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 6f7dedbe0..0f0f2e983 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 b2970a363..c27020e76 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 025c78bc9..0827de8db 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 b39027a2c..d96dfd5a5 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 37956bcf2..e0fe892ef 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 18fbb990e..7f3a3a8b5 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
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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 54dd5bc6f..1060c9d3b 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index 0de8de571..a355eef12 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json
index fba89f6ca..5f5ea5435 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
index deb5a8d02..353e618fb 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
@@ -20,8 +20,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json
index cf82999ed..9c96990d0 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": [
{
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- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
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"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 0da5a9009..7f6eed2b6 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": [
{
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- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 4b0644d21..50a768c9d 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": [
{
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- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index 7f38c7cb2..2621ed60f 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": [
{
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- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index f4c665268..0b9ccfb85 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
"sources": [
{
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- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index bb7e7f3a5..a029ca281 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
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 238d0d0b9..e2b829cc6 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": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 8efdd50cd..3ffab363a 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": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 f3e33ac15..53b60fbee 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": [
{
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- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 9a398fafc..ade940c0c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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",
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 da6a69568..68cdfdc72 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 @@
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- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 f3873bf51..f2571eeef 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 5f5885cf9..488a941c7 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index a2e12f98e..141759829 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 4c0129585..21cb146b7 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
"src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
index 57466f972..6380fc727 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 0f98dcd89..36de52c03 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 d0b8f03f3..6a586afef 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
@@ -16,8 +16,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index db7d7a4e0..f3b723aea 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 b9c760916..66340b450 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
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 fb37a8146..513019021 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 6b9978048..8e6988c78 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
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 3f35fb7c5..6e45fe35b 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 fa36bc454..4f2817465 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 6b458bdbc..74ea2b38e 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 6f367301f..47e383071 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 a6b8f26ef..81e0183ba 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
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 e8307d3f3..9b5ece43b 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 a412750b8..36c52013d 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json",
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 49c108bcc..54e69ec13 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
"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 f15b08ef6..a948caac4 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
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 e7c2ea831..171154ef3 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
"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 d6ecd221c..5de38f5eb 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 b671bc29f..4a0723498 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
@@ -35,8 +35,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"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 344bae3cb..226fe0738 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"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 d4d9423e2..1562bc16d 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
@@ -39,8 +39,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
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 5bbd97561..a574ecd23 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 76d071a22..04cdec3b0 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 cfb60ddca..1fe0606ec 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index 2cf62297d..546aced7d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index 18e4aa3bf..5a5abfa2d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index 592dd3812..1fd06bfec 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index 860b73efc..f3ea7a04f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index b5a9f7d91..74c13557b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.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 0b6fbb8ad..f5e933af4 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 e4f81d8d1..6b58aabea 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.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 36f83e9db..55486cb3c 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 683609a41..b08746bd1 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"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 23d3810b7..3fcace447 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index 17c8095d5..fa79e32fe 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
index 09306d843..d19b89e0c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/LICENSE",
"src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
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 87ac2caa3..111fc9934 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 3a66d4cde..c67d62c0c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 f360339fa..05df100fe 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 23c775be0..9a571f8ec 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 130c9cf61..7a4dbd8e6 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 25f5955b9..2bc8e1a1c 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 5027f5a98..9affcebef 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index ba51c5a5f..d2c51ec52 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/assets/campaign.template.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index e953111bf..99fb5e09c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
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 ecad06118..84df38182 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
@@ -8,7 +8,7 @@
"component": "skills",
"scenario": "skills.discovery",
"status": "imported",
- "summary": "Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source, format, placement, duplication), account startup fixed overhead separately from per-request cost with bytes-and-counts lines and hit-criteria warmup validation, verify sharded weight downloads against the safetensors index, apply device-side weight prefetch only on profiled memory-bound hot spots, and order CPU-tier offload candidates by change surface. Includes source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics and fastsafetensors broadcast/scatter/coalesced delivery. Use when startup/loading latency dominates; route DCP asynchronous save performance and distributed recovery validity to their separate skills.\n",
+ "summary": "Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source, format, placement, duplication), account startup fixed overhead separately from per-request cost with bytes-and-counts lines and hit-criteria warmup validation, verify sharded weight downloads against the safetensors index, apply device-side weight prefetch only on profiled memory-bound hot spots, and order CPU-tier offload candidates by change surface. Includes source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics and fastsafetensors broadcast/scatter/coalesced delivery; also audit streamed expert-cache byte correctness and begin/end overlap contracts. Use when startup/loading latency dominates or a streamed expert-cache change needs correctness verification; route DCP asynchronous save performance and distributed recovery validity to their separate skills.\n",
"tags": [
"storage",
"weight-loading",
@@ -21,7 +21,9 @@
"tensor-parallel",
"Flare",
"model-preparation",
- "prepared-runtime-package"
+ "prepared-runtime-package",
+ "expert-cache",
+ "loader-correctness"
],
"origin": [
"external"
@@ -29,17 +31,19 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/fastsafetensors-transfer-readset.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/flare-preparation-boundary.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/llama-loading-readset.md",
"src/inferrsi/data/skill_library/skill-index.json"
],
- "content_sha256": "a1bf0e2ec066d5f30225c6cc5fb603f830f48eb5e2aee3fc3d084ed9d8aebe2f"
+ "content_sha256": "b970ef27da2de14c20d3fe734cc5ee0cf8445c396f53dab588bd180943921833"
}
],
"index_type": "packaged-skill",
@@ -48,8 +52,10 @@
},
"checkout_ref": "checkout:weight-loading-optimization",
"source_files": {
- "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md": "a1bf0e2ec066d5f30225c6cc5fb603f830f48eb5e2aee3fc3d084ed9d8aebe2f",
- "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json": "ebcc5425d7b6409e5c509122e9dc76bed1caab09d73daf013d96086d7faaba2b",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md": "b970ef27da2de14c20d3fe734cc5ee0cf8445c396f53dab588bd180943921833",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json": "277ab1d6a51d4d0b96b903846f3a7f16f953fb3ba55546aa327461163e0bf42e",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md": "5e42c4a01f9ac810663979dee0658c4cbe87060594c16622ae6ec0b854e44b29",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json": "65bf0623616b4f633d8f51b30134798cbf71176716c8a8613209e2fc48ff84bd",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/fastsafetensors-transfer-readset.md": "5a39f14b102b0cee304541e011aa31e44e6b13527d1bee9987c3f3b66c064d3d",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/flare-preparation-boundary.md": "1d7922785a196bdbafdc9791fe79428465a5acc0292ca8f99446f8c764b35454",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/llama-loading-readset.md": "6c640f28ee3f0253a17b81461c865cb9f947367002cb75bf72550c4572d02e97",
@@ -57,7 +63,7 @@
},
"skill_metadata": {
"name": "weight-loading-optimization",
- "description": "Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source, format, placement, duplication), account startup fixed overhead separately from per-request cost with bytes-and-counts lines and hit-criteria warmup validation, verify sharded weight downloads against the safetensors index, apply device-side weight prefetch only on profiled memory-bound hot spots, and order CPU-tier offload candidates by change surface. Includes source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics and fastsafetensors broadcast/scatter/coalesced delivery. Use when startup/loading latency dominates; route DCP asynchronous save performance and distributed recovery validity to their separate skills.\n",
+ "description": "Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source, format, placement, duplication), account startup fixed overhead separately from per-request cost with bytes-and-counts lines and hit-criteria warmup validation, verify sharded weight downloads against the safetensors index, apply device-side weight prefetch only on profiled memory-bound hot spots, and order CPU-tier offload candidates by change surface. Includes source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics and fastsafetensors broadcast/scatter/coalesced delivery; also audit streamed expert-cache byte correctness and begin/end overlap contracts. Use when startup/loading latency dominates or a streamed expert-cache change needs correctness verification; route DCP asynchronous save performance and distributed recovery validity to their separate skills.\n",
"tags": [
"storage",
"weight-loading",
@@ -70,7 +76,9 @@
"tensor-parallel",
"Flare",
"model-preparation",
- "prepared-runtime-package"
+ "prepared-runtime-package",
+ "expert-cache",
+ "loader-correctness"
],
"status": "candidate",
"profile": "local-skill-v1",
@@ -133,14 +141,38 @@
],
"readset": "references/flare-preparation-boundary.md",
"license": "Apache-2.0"
+ },
+ {
+ "type": "git",
+ "url": "https://github.com/ronak-create/deepseek-v4-in-c",
+ "commit": "d0402056d0da4bf7edfd2d4977de479a0db9d201",
+ "paths": [
+ "LICENSE",
+ "README.md",
+ "Makefile",
+ "src/cache/dsv4_cache.c",
+ "src/cache/dsv4_cache.h",
+ "src/io/dsv4_st.c",
+ "src/io/dsv4_st.h",
+ "src/model/dsv4_layer.h",
+ "src/model/dsv4_layer.c",
+ "src/cli/dsv4_run.c",
+ "tests/unit/test_cache.c",
+ "tests/unit/test_model_oracle.c",
+ "tools/make_st_fixture.py",
+ "tools/make_tiny_checkpoint.py",
+ "tools/dsv4_ref.py"
+ ],
+ "readset": "references/deepseek-expert-cache-oracles.md",
+ "license": "Apache-2.0 (repository declaration and selected-file notices; third-party/model rights excluded)"
}
],
"empirical_validation": "not_run",
"applicability": {
- "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency",
+ "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency; for disk-streamed routed experts, audit independent byte identity, resident/pending slot ownership, ordered accumulation and actual oracle callback coverage",
"prerequisites": "Flag names and API entry paths are re-verified against the pinned source revisions, and torch_npu.npu_prefetch details against the target CANN version, before they are relied on; card state is checked before launch and process placement fixed before measuring, through ascend-device-health and os-process-placement; the Diffusers enable_model_cpu_offload path requires accelerate",
- "input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend",
- "produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain",
+ "input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend; for streamed expert-cache changes, the selected direct/buffered I/O and reader-pool path, tensor offsets and cache-slot budget, requested keys, source callback table, independent byte/numerical reference and checked fixture coverage",
+ "produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain; a source-bound expert-cache byte/state audit and oracle-path coverage record, with synthetic-fixture, fallback and SKIP limits",
"failure_modes": [
"Loading and warmup are amortized into per-request latency, or a host segment without timing points is treated as costing nothing",
"Warmup is accepted on total time while mismatched warmup shapes have warmed a different set of cache entries",
@@ -150,37 +182,43 @@
"A free-memory probe runs on an mmap-backed load, or a run whose first mlock failure latched with only a warning is treated as fully resident",
"Disk counters that include cache and pipes are read as physical writes, or a run without a page-cache drop is reported as a cold start",
"The ceil-block scatter partition is used without checking it against the model's expected shard layout, or ranks run different orders or plans so their collectives mismatch",
- "A faster H2D copy, local clone or rank-local filtered read is counted as a cross-rank communication gain"
+ "A faster H2D copy, local clone or rank-local filtered read is counted as a cross-rank communication gain",
+ "Serial and concurrent cache paths agree on identically corrupted placement bytes, or a contiguous fixture misses a separated-run alignment failure",
+ "Resident bytes or ordered per-k accumulation change while misses are pending, or an exit-zero SKIP/non-overlapped oracle is counted as overlap validation"
],
- "refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms",
- "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract"
+ "refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms; withholds expert-cache correctness/overlap conclusions when byte coverage, actual I/O/pool dispatch or model-oracle callback reachability is missing",
+ "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract; the DeepSeek source slice describes POSIX storage, C/OpenMP and pthread ownership; target validation must identify its actual direct/buffered and reader-pool paths"
},
"recommendations": [
"Report preparation/startup/readiness, warmups and measured work as separate numbers, with load latency split into init, header, io and get phases, the cold-cache protocol stated and the effective loading mode identical across compared runs.",
"Place each prefetch behind an enable_prefetch switch defaulting to False, start max_size at 50% of the theoretical size, verify a single operator first and step up to 0.7 and then 1.0 only after verified wins.",
"Try offload candidates in order of change surface: batch size, resolution, CFG/feature flags, CPU or layered offload, tensor-parallel degree, then activation checkpointing; re-estimate the un-overlapped transfer share after adopting each tier.",
"Record whole-set atomic publication, asynchronous checkpointing, multi-rank save coordination and crash durability as unknown for the fastsafetensors saver instead of assuming them.",
- "Before adopting coalesced delivery, compare it disabled and enabled with identical checkpoint, rank mapping, backend, topology, dtype, cache state, chunk/queue budgets and consumer retention, then measure complete startup under the same accounting protocol."
+ "Before adopting coalesced delivery, compare it disabled and enabled with identical checkpoint, rank mapping, backend, topology, dtype, cache state, chunk/queue budgets and consumer retention, then measure complete startup under the same accounting protocol.",
+ "For streamed expert-cache changes, compare against independent buffered tensor bytes, exercise separated-run geometry, check resident bytes during pending reads, preserve ordered per-k accumulation and verify that the numerical oracle selects the actual callbacks."
],
"limitations": [
"Source-derived candidate; no local efficacy validation.",
"Normalized provenance covers the existing llama.cpp loading slice at 3e390af18de1131dda27913c00511725b4274c8a and the fastsafetensors distributed-delivery slice at 219e2561a41ede2d5d8eba611c248bb0effbf580; other inherited claims remain unnormalized with original identities and limits retained.",
"The readsets record static mechanisms and source recommendations, not validated startup, memory, placement or backend performance.",
"The fastsafetensors delivery readset does not revalidate inherited I/O/save claims or qualify uneven scatter, accelerator/NPU compatibility, inter-node transport or agent efficacy.",
- "Flare adds source-only preparation/serving ownership and ABI/contract checks; live exporter handles, native backend execution, startup gains and model/dependency rights are not qualified."
+ "Flare adds source-only preparation/serving ownership and ABI/contract checks; live exporter handles, native backend execution, startup gains and model/dependency rights are not qualified.",
+ "The DeepSeek increment records source/test definitions only: its buffered byte oracle shares tensor metadata, its resident snapshot covers w1 bytes, and its tiny PyTorch/batched checks do not qualify the released model, backend performance or agent efficacy."
],
"provenance_readsets": [
"references/llama-loading-readset.md",
"references/fastsafetensors-transfer-readset.md",
- "references/flare-preparation-boundary.md"
+ "references/flare-preparation-boundary.md",
+ "references/deepseek-expert-cache-oracles.md",
+ "references/deepseek-expert-cache-source.json"
],
"consumption_mode": "packaged"
},
"applicability": {
- "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency",
+ "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency; for disk-streamed routed experts, audit independent byte identity, resident/pending slot ownership, ordered accumulation and actual oracle callback coverage",
"prerequisites": "Flag names and API entry paths are re-verified against the pinned source revisions, and torch_npu.npu_prefetch details against the target CANN version, before they are relied on; card state is checked before launch and process placement fixed before measuring, through ascend-device-health and os-process-placement; the Diffusers enable_model_cpu_offload path requires accelerate",
- "input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend",
- "produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain",
+ "input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend; for streamed expert-cache changes, the selected direct/buffered I/O and reader-pool path, tensor offsets and cache-slot budget, requested keys, source callback table, independent byte/numerical reference and checked fixture coverage",
+ "produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain; a source-bound expert-cache byte/state audit and oracle-path coverage record, with synthetic-fixture, fallback and SKIP limits",
"failure_modes": [
"Loading and warmup are amortized into per-request latency, or a host segment without timing points is treated as costing nothing",
"Warmup is accepted on total time while mismatched warmup shapes have warmed a different set of cache entries",
@@ -190,17 +228,20 @@
"A free-memory probe runs on an mmap-backed load, or a run whose first mlock failure latched with only a warning is treated as fully resident",
"Disk counters that include cache and pipes are read as physical writes, or a run without a page-cache drop is reported as a cold start",
"The ceil-block scatter partition is used without checking it against the model's expected shard layout, or ranks run different orders or plans so their collectives mismatch",
- "A faster H2D copy, local clone or rank-local filtered read is counted as a cross-rank communication gain"
+ "A faster H2D copy, local clone or rank-local filtered read is counted as a cross-rank communication gain",
+ "Serial and concurrent cache paths agree on identically corrupted placement bytes, or a contiguous fixture misses a separated-run alignment failure",
+ "Resident bytes or ordered per-k accumulation change while misses are pending, or an exit-zero SKIP/non-overlapped oracle is counted as overlap validation"
],
- "refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms",
- "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract"
+ "refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms; withholds expert-cache correctness/overlap conclusions when byte coverage, actual I/O/pool dispatch or model-oracle callback reachability is missing",
+ "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract; the DeepSeek source slice describes POSIX storage, C/OpenMP and pthread ownership; target validation must identify its actual direct/buffered and reader-pool paths"
},
"recommendations": [
"Report preparation/startup/readiness, warmups and measured work as separate numbers, with load latency split into init, header, io and get phases, the cold-cache protocol stated and the effective loading mode identical across compared runs.",
"Place each prefetch behind an enable_prefetch switch defaulting to False, start max_size at 50% of the theoretical size, verify a single operator first and step up to 0.7 and then 1.0 only after verified wins.",
"Try offload candidates in order of change surface: batch size, resolution, CFG/feature flags, CPU or layered offload, tensor-parallel degree, then activation checkpointing; re-estimate the un-overlapped transfer share after adopting each tier.",
"Record whole-set atomic publication, asynchronous checkpointing, multi-rank save coordination and crash durability as unknown for the fastsafetensors saver instead of assuming them.",
- "Before adopting coalesced delivery, compare it disabled and enabled with identical checkpoint, rank mapping, backend, topology, dtype, cache state, chunk/queue budgets and consumer retention, then measure complete startup under the same accounting protocol."
+ "Before adopting coalesced delivery, compare it disabled and enabled with identical checkpoint, rank mapping, backend, topology, dtype, cache state, chunk/queue budgets and consumer retention, then measure complete startup under the same accounting protocol.",
+ "For streamed expert-cache changes, compare against independent buffered tensor bytes, exercise separated-run geometry, check resident bytes during pending reads, preserve ordered per-k accumulation and verify that the numerical oracle selects the actual callbacks."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
@@ -211,7 +252,8 @@
"Normalized provenance covers the existing llama.cpp loading slice at 3e390af18de1131dda27913c00511725b4274c8a and the fastsafetensors distributed-delivery slice at 219e2561a41ede2d5d8eba611c248bb0effbf580; other inherited claims remain unnormalized with original identities and limits retained.",
"The readsets record static mechanisms and source recommendations, not validated startup, memory, placement or backend performance.",
"The fastsafetensors delivery readset does not revalidate inherited I/O/save claims or qualify uneven scatter, accelerator/NPU compatibility, inter-node transport or agent efficacy.",
- "Flare adds source-only preparation/serving ownership and ABI/contract checks; live exporter handles, native backend execution, startup gains and model/dependency rights are not qualified."
+ "Flare adds source-only preparation/serving ownership and ABI/contract checks; live exporter handles, native backend execution, startup gains and model/dependency rights are not qualified.",
+ "The DeepSeek increment records source/test definitions only: its buffered byte oracle shares tensor metadata, its resident snapshot covers w1 bytes, and its tiny PyTorch/batched checks do not qualify the released model, backend performance or agent efficacy."
],
"verification": {
"locally_verified": false,
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 686bf7f82..1726d2dcb 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index 8227a0045..b3312b6fd 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
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 eb8eb6dba..8617a8890 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 f79630e3d..435bdd301 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"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 7a0c4d427..4f427b8de 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/8115da15b9ef34978de500b08aa9f14ea790c35b/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "8115da15b9ef34978de500b08aa9f14ea790c35b",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/8b290275cd757ae9baa3d7e75f98e8283846853d/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "8b290275cd757ae9baa3d7e75f98e8283846853d",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
From 1003fa822a4377162112d94d5d064606301780a7 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Tue, 3 Nov 2026 18:24:52 +0900
Subject: [PATCH 3/5] knowledge: regenerate expert-cache projections from
combined sources
Rebuild the native catalog and coverage from the actual combined canonical source revision without importing other pending source targets.
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
---
docs/skill-coverage.md | 4 +-
.../repo_packs/inferrsi/knowledge/README.md | 4 +-
.../ascend-aclgraph-capture-replay.json | 4 +-
.../ascend/skills/ascend-device-health.json | 4 +-
.../skills/ascend-distributed-parallel.json | 4 +-
.../ascend/skills/ascend-graph-mode.json | 4 +-
.../skills/ascend-model-adaptation.json | 4 +-
.../skills/ascend-operator-profiling.json | 4 +-
.../ascend/skills/ascend-operator-tuning.json | 4 +-
.../skills/ascend-optimization-casebook.json | 4 +-
.../skills/ascend-performance-analysis.json | 4 +-
.../ascend-video-diffusion-optimization.json | 4 +-
.../ascend/skills/ascendc-tiling-design.json | 4 +-
.../skills/cann-attribution-overlap.json | 4 +-
.../knowledge/ascend/skills/torch-npu.json | 4 +-
.../torchnpu-device-memory-lifecycle.json | 4 +-
...torchnpu-pinned-host-memory-lifecycle.json | 4 +-
.../skills/assess-serving-preemption.json | 4 +-
.../assess-split-backward-schedule.json | 4 +-
.../skills/audit-fixed-workload-claim.json | 4 +-
.../audit-h3-metal-fasth3-semantics.json | 4 +-
.../skills/audit-h3-runtime-residency.json | 4 +-
.../skills/audit-llama-runtime-state.json | 4 +-
.../audit-recurrent-kv-finalization.json | 4 +-
.../common/skills/audit-sd-cpp-residency.json | 4 +-
.../audit-sglang-diffusion-lifetimes.json | 4 +-
.../skills/audit-vllm-kv-lifetimes.json | 4 +-
.../bound-windowed-attention-replay.json | 4 +-
.../budget-speculative-verification.json | 4 +-
.../skills/calibrate-serving-simulation.json | 4 +-
.../skills/cgroup-resource-controls.json | 4 +-
.../checkpoint-recovery-consistency.json | 4 +-
.../skills/choose-parallel-training-plan.json | 4 +-
.../skills/cite-check-downstream-pr.json | 4 +-
.../common/skills/claim-contract.json | 4 +-
.../knowledge/common/skills/comfy-ui.json | 4 +-
.../common/skills/competitor-scan.json | 4 +-
.../skills/dcp-async-save-performance.json | 4 +-
.../skills/dense-performance-evidence.json | 4 +-
.../diagnose-vllm-admission-pressure.json | 4 +-
.../skills/diffusers-invocation-state.json | 4 +-
.../common/skills/draft-acceptance-issue.json | 4 +-
.../knowledge/common/skills/dwarfstar.json | 4 +-
.../evaluate-elastic-serving-placement.json | 4 +-
.../skills/generation-cache-lifecycle.json | 4 +-
.../common/skills/host-memory-management.json | 4 +-
.../skills/host-overhead-optimization.json | 4 +-
.../knowledge/common/skills/husky.json | 4 +-
.../skills/inference-benchmark-design.json | 4 +-
.../inference-optimization-casebook.json | 4 +-
.../common/skills/kernel-writing-guide.json | 4 +-
.../common/skills/kv-tier-management.json | 4 +-
.../lazy-evaluation-stream-lifetimes.json | 4 +-
.../knowledge/common/skills/lily.json | 4 +-
.../knowledge/common/skills/lithos-metal.json | 4 +-
.../knowledge/common/skills/local-dream.json | 4 +-
.../knowledge/common/skills/mistral-rs.json | 4 +-
.../knowledge/common/skills/mlc-llm.json | 4 +-
.../knowledge/common/skills/mlx-swift-lm.json | 4 +-
.../common/skills/npu-skill-factory.json | 4 +-
.../skills/optimization-search-policy.json | 4 +-
.../common/skills/os-process-placement.json | 4 +-
.../skills/performance-ceiling-analysis.json | 4 +-
.../skills/plan-activation-residency.json | 4 +-
.../knowledge/common/skills/project-maya.json | 4 +-
.../knowledge/common/skills/pytorch.json | 4 +-
.../skills/repository-evolution-analysis.json | 4 +-
.../knowledge/common/skills/rsi-evidence.json | 4 +-
.../skills/skill-evolution-playbook.json | 4 +-
.../knowledge/common/skills/splash.json | 4 +-
.../common/skills/storage-io-measurement.json | 4 +-
.../skills/training-input-pipeline.json | 4 +-
.../skills/training-resource-budget.json | 4 +-
.../skills/video-diffusion-optimization.json | 4 +-
.../knowledge/common/skills/vllm-metal.json | 4 +-
.../skills/weight-loading-optimization.json | 94 ++++++++++++++-----
.../cuda/skills/audit-afd-p2p-exchanges.json | 4 +-
.../skills/audit-flare-session-lifecycle.json | 4 +-
.../diagnose-attention-bottlenecks.json | 4 +-
.../cuda/skills/host-overhead-profiling.json | 4 +-
.../cuda/skills/reason-hopper-kernels.json | 4 +-
81 files changed, 228 insertions(+), 186 deletions(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 50c3f1b6c..78f5068b3 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: `sha256:7640b171256091efd1514a33d5e434eef3feaed238fc92fe3eeba02fee94e9ff`
+- Input digest: `sha256:f202b77c134f0f7c9560e513b6c8df83359700db6f4d2239deffd5a4a0784a8d`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -142,7 +142,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [training-input-pipeline](../src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md) | common | Diagnose training input stalls and choose bounded queue, shard-cache and cache-ownership changes from DALI, Mosaic ... | Diagnosing training input stalls and choosing bounded queue, shard-cache and ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Observe / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize
3 SSD · Diagnose / Configure / Optimize
4 Network · Configure / Optimize
5 OS · Configure / Optimize | 1 · Systems sources (B1 / NVIDIA DALI @ `6fe47c48d3b0ca335f5e1afd3c77c750b2c7e041` ...)
1 · Systems sources (B2 / Mosaic Streaming @ `d99bf9c7cdf2dd4ed62a4960ed35270b93337a5f` ...)
1 · Systems sources (B3 / FFCV @ `3a12966b3afe3a81733a732e633317d747bfaac7` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [training-resource-budget](../src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md) | common | Choose training offload and resource-budget changes using pinned DeepSpeed configuration, attributed expert diagnosis ... | Choosing training offload and resource-budget changes from pinned DeepSpeed ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Diagnose / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize / Verify
3 SSD · Configure / Optimize
4 Network · Observe / Diagnose / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (CR1 / DeepSpeed ZeRO-Infinity @ `5f266e26d216a705d9c64cac88fb813ce ...)
1 · Systems sources (CR5 / Ascend MindSpeed adaptive memory — historical `core_r0.8.0` ...)
1 · Systems sources (ZeRO-Offload — [2101.06840v1](https://arxiv.org/abs/2101.06840v1))
2 · Methodology and corpus references (CR6 / Stas Bekman ML Engineering Open Book @ ...) | candidate · not_run · 9 readset(s) | no-eval |
| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | 1 Accelerator † guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
-| [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) | common | Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source ... | Diagnosing the serving-level weight load path from storage to device and choosing changes ... | failure_modes, input_contract, produced_artifact, refusal_point
5 advice | 1 Accelerator † guidance: Flare preparation and complete-session source contracts
2 RAM/Host † guidance: Flare preparation and complete-session source contracts
3 SSD · Observe / Profile / Diagnose / Optimize / Verify † guidance: Flare preparation and complete-session source contracts
4 Network · Configure / Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (foundation-model-stack/fastsafetensors @ 219e256)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (mindie-agent/mindie-agent @ 6a81b41) | candidate · not_run · 3 readset(s) | no-eval |
+| [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) | common | Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source ... | Diagnosing the serving-level weight load path from storage to device and choosing changes ... | failure_modes, input_contract, produced_artifact, refusal_point
6 advice | 1 Accelerator † guidance: Flare preparation and complete-session source contracts
2 RAM/Host † guidance: Flare preparation and complete-session source contracts
3 SSD · Observe / Profile / Diagnose / Optimize / Verify † guidance: Flare preparation and complete-session source contracts
4 Network · Configure / Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (foundation-model-stack/fastsafetensors @ 219e256)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (mindie-agent/mindie-agent @ 6a81b41) | candidate · not_run · 5 readset(s) | no-eval |
## Registered: Workflows (6)
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 86ee95d7e..63919ab40 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: [7aa3344bf84c42467f43b3a927e1c7d13642bd55](https://github.com/InferMatrixLab/InferRSI/tree/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library).
+Source snapshot: [0a14fc704dedc5146fefb31073de74c079d3690e](https://github.com/InferMatrixLab/InferRSI/tree/0a14fc704dedc5146fefb31073de74c079d3690e/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 7aa3344bf84c42467f43b3a927e1c7d13642bd55 --check
+python tools/build_skill_index.py --source-revision 0a14fc704dedc5146fefb31073de74c079d3690e --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 d628bdadd..54f7f8036 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 f4b372d19..719908789 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 4b940539c..13c4277a0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 5c1c8590b..fec744dd6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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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 971e9813a..0d738ae74 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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"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 e8d595cbc..05519c52f 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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"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 64816a247..901556dbe 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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"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 7521c9f69..e069a953f 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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"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 2a4a0ace2..1fa10f254 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": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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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 a2d677d4d..3b92c8f83 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index ea618b662..ff04a6779 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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"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 ca740b5b7..447644361 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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"src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
index 7c1cde5ed..c6e3be69c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
@@ -20,8 +20,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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"src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/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 d6676b490..c25c23423 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": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 d6ea1871c..16c0f6965 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 12aeca1fd..4713367c9 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 7c6e81473..8a6d94c79 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": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index a3b85ccdc..ce7cdcbe3 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
"src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index 50b90d31b..1d957187b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
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 c01e0e11f..9f09ac056 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json
@@ -30,8 +30,8 @@
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json
index 3adab00f6..434f9b33c 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": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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"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 d5ab3d293..51364123f 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 8b883145a..413858924 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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",
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 2dab44411..1e03e6765 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": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 a4074b797..e131cfeee 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 @@
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{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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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 3c226dfe4..8f3c18600 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 bb08f2ed5..9095e47ac 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json
index 3e86452fe..872496ee6 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": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 a88384b33..755f758e1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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"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 3572a1f8c..00ca329ec 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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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index d5ce0bdbf..38b46eb0c 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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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index ded00b5e0..b2c0a909b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 a7f2bfa5d..664414ce0 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
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 acdc57b97..de25a2c84 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 0f5b0fb34..dbc945a54 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
@@ -21,8 +21,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 064e2ca25..e9bc0586f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json
@@ -23,8 +23,8 @@
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- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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"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 b20edd811..4242aea66 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 70fd8e8a5..074589bce 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 3a883cf9a..a764ce390 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 e90c2488d..12a73ccdf 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
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 c456f30e9..7c4c5c26c 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 3482d1338..078172f1f 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": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
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"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json",
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 7d68adf8b..7f24491a5 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
"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 bb39eac1d..bc6c90217 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
@@ -30,8 +30,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 9f20ba9d7..cb590e56a 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": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 3dee4b666..8a637fdfd 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 3b2327374..bf3b4b287 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
@@ -35,8 +35,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"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 3d6372c43..955437c89 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"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 1040189df..36c357b8f 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
@@ -39,8 +39,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
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 1c1f0ac80..8fab84ef0 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 c3b8b61d3..da577a31a 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 8c592e80d..a0dab56b8 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index 26722f7f4..0e6f3c309 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index cb94c8a24..82e0bdb34 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index 636fbe213..15b363b9b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index b94c5f561..1d1fd8b29 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index fef01f452..32e6ce497 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.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 1adcbdc00..4037c4c68 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 8965fb642..de25f7220 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.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 8c0cf7b12..58153f298 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 ae1810d82..1c31251da 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"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 5ccb28ffe..c20290941 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index abec7ae74..a33f93158 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
index 97d160bec..ec31fd926 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/LICENSE",
"src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
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 27968f7c8..2b00bf655 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 465739baa..7b173a15e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 c470e93b8..85482a095 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 a9476f7cf..3f8b20331 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 fc715e09f..815a0a082 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 045b18bc4..e3266bc7d 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 a2429cac2..d41442777 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index 2fbb6eebc..7eaf26f4a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/assets/campaign.template.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index 179f342ea..d54264126 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
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 3cc50bdee..0d01c28f9 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
@@ -8,7 +8,7 @@
"component": "skills",
"scenario": "skills.discovery",
"status": "imported",
- "summary": "Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source, format, placement, duplication), account startup fixed overhead separately from per-request cost with bytes-and-counts lines and hit-criteria warmup validation, verify sharded weight downloads against the safetensors index, apply device-side weight prefetch only on profiled memory-bound hot spots, and order CPU-tier offload candidates by change surface. Includes source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics and fastsafetensors broadcast/scatter/coalesced delivery. Use when startup/loading latency dominates; route DCP asynchronous save performance and distributed recovery validity to their separate skills.\n",
+ "summary": "Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source, format, placement, duplication), account startup fixed overhead separately from per-request cost with bytes-and-counts lines and hit-criteria warmup validation, verify sharded weight downloads against the safetensors index, apply device-side weight prefetch only on profiled memory-bound hot spots, and order CPU-tier offload candidates by change surface. Includes source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics and fastsafetensors broadcast/scatter/coalesced delivery; also audit streamed expert-cache byte correctness and begin/end overlap contracts. Use when startup/loading latency dominates or a streamed expert-cache change needs correctness verification; route DCP asynchronous save performance and distributed recovery validity to their separate skills.\n",
"tags": [
"storage",
"weight-loading",
@@ -21,7 +21,9 @@
"tensor-parallel",
"Flare",
"model-preparation",
- "prepared-runtime-package"
+ "prepared-runtime-package",
+ "expert-cache",
+ "loader-correctness"
],
"origin": [
"external"
@@ -29,17 +31,19 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/fastsafetensors-transfer-readset.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/flare-preparation-boundary.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/llama-loading-readset.md",
"src/inferrsi/data/skill_library/skill-index.json"
],
- "content_sha256": "a1bf0e2ec066d5f30225c6cc5fb603f830f48eb5e2aee3fc3d084ed9d8aebe2f"
+ "content_sha256": "b970ef27da2de14c20d3fe734cc5ee0cf8445c396f53dab588bd180943921833"
}
],
"index_type": "packaged-skill",
@@ -48,8 +52,10 @@
},
"checkout_ref": "checkout:weight-loading-optimization",
"source_files": {
- "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md": "a1bf0e2ec066d5f30225c6cc5fb603f830f48eb5e2aee3fc3d084ed9d8aebe2f",
- "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json": "ebcc5425d7b6409e5c509122e9dc76bed1caab09d73daf013d96086d7faaba2b",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md": "b970ef27da2de14c20d3fe734cc5ee0cf8445c396f53dab588bd180943921833",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json": "277ab1d6a51d4d0b96b903846f3a7f16f953fb3ba55546aa327461163e0bf42e",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md": "5e42c4a01f9ac810663979dee0658c4cbe87060594c16622ae6ec0b854e44b29",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json": "65bf0623616b4f633d8f51b30134798cbf71176716c8a8613209e2fc48ff84bd",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/fastsafetensors-transfer-readset.md": "5a39f14b102b0cee304541e011aa31e44e6b13527d1bee9987c3f3b66c064d3d",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/flare-preparation-boundary.md": "1d7922785a196bdbafdc9791fe79428465a5acc0292ca8f99446f8c764b35454",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/llama-loading-readset.md": "6c640f28ee3f0253a17b81461c865cb9f947367002cb75bf72550c4572d02e97",
@@ -57,7 +63,7 @@
},
"skill_metadata": {
"name": "weight-loading-optimization",
- "description": "Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source, format, placement, duplication), account startup fixed overhead separately from per-request cost with bytes-and-counts lines and hit-criteria warmup validation, verify sharded weight downloads against the safetensors index, apply device-side weight prefetch only on profiled memory-bound hot spots, and order CPU-tier offload candidates by change surface. Includes source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics and fastsafetensors broadcast/scatter/coalesced delivery. Use when startup/loading latency dominates; route DCP asynchronous save performance and distributed recovery validity to their separate skills.\n",
+ "description": "Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source, format, placement, duplication), account startup fixed overhead separately from per-request cost with bytes-and-counts lines and hit-criteria warmup validation, verify sharded weight downloads against the safetensors index, apply device-side weight prefetch only on profiled memory-bound hot spots, and order CPU-tier offload candidates by change surface. Includes source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics and fastsafetensors broadcast/scatter/coalesced delivery; also audit streamed expert-cache byte correctness and begin/end overlap contracts. Use when startup/loading latency dominates or a streamed expert-cache change needs correctness verification; route DCP asynchronous save performance and distributed recovery validity to their separate skills.\n",
"tags": [
"storage",
"weight-loading",
@@ -70,7 +76,9 @@
"tensor-parallel",
"Flare",
"model-preparation",
- "prepared-runtime-package"
+ "prepared-runtime-package",
+ "expert-cache",
+ "loader-correctness"
],
"status": "candidate",
"profile": "local-skill-v1",
@@ -133,14 +141,38 @@
],
"readset": "references/flare-preparation-boundary.md",
"license": "Apache-2.0"
+ },
+ {
+ "type": "git",
+ "url": "https://github.com/ronak-create/deepseek-v4-in-c",
+ "commit": "d0402056d0da4bf7edfd2d4977de479a0db9d201",
+ "paths": [
+ "LICENSE",
+ "README.md",
+ "Makefile",
+ "src/cache/dsv4_cache.c",
+ "src/cache/dsv4_cache.h",
+ "src/io/dsv4_st.c",
+ "src/io/dsv4_st.h",
+ "src/model/dsv4_layer.h",
+ "src/model/dsv4_layer.c",
+ "src/cli/dsv4_run.c",
+ "tests/unit/test_cache.c",
+ "tests/unit/test_model_oracle.c",
+ "tools/make_st_fixture.py",
+ "tools/make_tiny_checkpoint.py",
+ "tools/dsv4_ref.py"
+ ],
+ "readset": "references/deepseek-expert-cache-oracles.md",
+ "license": "Apache-2.0 (repository declaration and selected-file notices; third-party/model rights excluded)"
}
],
"empirical_validation": "not_run",
"applicability": {
- "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency",
+ "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency; for disk-streamed routed experts, audit independent byte identity, resident/pending slot ownership, ordered accumulation and actual oracle callback coverage",
"prerequisites": "Flag names and API entry paths are re-verified against the pinned source revisions, and torch_npu.npu_prefetch details against the target CANN version, before they are relied on; card state is checked before launch and process placement fixed before measuring, through ascend-device-health and os-process-placement; the Diffusers enable_model_cpu_offload path requires accelerate",
- "input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend",
- "produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain",
+ "input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend; for streamed expert-cache changes, the selected direct/buffered I/O and reader-pool path, tensor offsets and cache-slot budget, requested keys, source callback table, independent byte/numerical reference and checked fixture coverage",
+ "produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain; a source-bound expert-cache byte/state audit and oracle-path coverage record, with synthetic-fixture, fallback and SKIP limits",
"failure_modes": [
"Loading and warmup are amortized into per-request latency, or a host segment without timing points is treated as costing nothing",
"Warmup is accepted on total time while mismatched warmup shapes have warmed a different set of cache entries",
@@ -150,37 +182,43 @@
"A free-memory probe runs on an mmap-backed load, or a run whose first mlock failure latched with only a warning is treated as fully resident",
"Disk counters that include cache and pipes are read as physical writes, or a run without a page-cache drop is reported as a cold start",
"The ceil-block scatter partition is used without checking it against the model's expected shard layout, or ranks run different orders or plans so their collectives mismatch",
- "A faster H2D copy, local clone or rank-local filtered read is counted as a cross-rank communication gain"
+ "A faster H2D copy, local clone or rank-local filtered read is counted as a cross-rank communication gain",
+ "Serial and concurrent cache paths agree on identically corrupted placement bytes, or a contiguous fixture misses a separated-run alignment failure",
+ "Resident bytes or ordered per-k accumulation change while misses are pending, or an exit-zero SKIP/non-overlapped oracle is counted as overlap validation"
],
- "refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms",
- "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract"
+ "refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms; withholds expert-cache correctness/overlap conclusions when byte coverage, actual I/O/pool dispatch or model-oracle callback reachability is missing",
+ "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract; the DeepSeek source slice describes POSIX storage, C/OpenMP and pthread ownership; target validation must identify its actual direct/buffered and reader-pool paths"
},
"recommendations": [
"Report preparation/startup/readiness, warmups and measured work as separate numbers, with load latency split into init, header, io and get phases, the cold-cache protocol stated and the effective loading mode identical across compared runs.",
"Place each prefetch behind an enable_prefetch switch defaulting to False, start max_size at 50% of the theoretical size, verify a single operator first and step up to 0.7 and then 1.0 only after verified wins.",
"Try offload candidates in order of change surface: batch size, resolution, CFG/feature flags, CPU or layered offload, tensor-parallel degree, then activation checkpointing; re-estimate the un-overlapped transfer share after adopting each tier.",
"Record whole-set atomic publication, asynchronous checkpointing, multi-rank save coordination and crash durability as unknown for the fastsafetensors saver instead of assuming them.",
- "Before adopting coalesced delivery, compare it disabled and enabled with identical checkpoint, rank mapping, backend, topology, dtype, cache state, chunk/queue budgets and consumer retention, then measure complete startup under the same accounting protocol."
+ "Before adopting coalesced delivery, compare it disabled and enabled with identical checkpoint, rank mapping, backend, topology, dtype, cache state, chunk/queue budgets and consumer retention, then measure complete startup under the same accounting protocol.",
+ "For streamed expert-cache changes, compare against independent buffered tensor bytes, exercise separated-run geometry, check resident bytes during pending reads, preserve ordered per-k accumulation and verify that the numerical oracle selects the actual callbacks."
],
"limitations": [
"Source-derived candidate; no local efficacy validation.",
"Normalized provenance covers the existing llama.cpp loading slice at 3e390af18de1131dda27913c00511725b4274c8a and the fastsafetensors distributed-delivery slice at 219e2561a41ede2d5d8eba611c248bb0effbf580; other inherited claims remain unnormalized with original identities and limits retained.",
"The readsets record static mechanisms and source recommendations, not validated startup, memory, placement or backend performance.",
"The fastsafetensors delivery readset does not revalidate inherited I/O/save claims or qualify uneven scatter, accelerator/NPU compatibility, inter-node transport or agent efficacy.",
- "Flare adds source-only preparation/serving ownership and ABI/contract checks; live exporter handles, native backend execution, startup gains and model/dependency rights are not qualified."
+ "Flare adds source-only preparation/serving ownership and ABI/contract checks; live exporter handles, native backend execution, startup gains and model/dependency rights are not qualified.",
+ "The DeepSeek increment records source/test definitions only: its buffered byte oracle shares tensor metadata, its resident snapshot covers w1 bytes, and its tiny PyTorch/batched checks do not qualify the released model, backend performance or agent efficacy."
],
"provenance_readsets": [
"references/llama-loading-readset.md",
"references/fastsafetensors-transfer-readset.md",
- "references/flare-preparation-boundary.md"
+ "references/flare-preparation-boundary.md",
+ "references/deepseek-expert-cache-oracles.md",
+ "references/deepseek-expert-cache-source.json"
],
"consumption_mode": "packaged"
},
"applicability": {
- "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency",
+ "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency; for disk-streamed routed experts, audit independent byte identity, resident/pending slot ownership, ordered accumulation and actual oracle callback coverage",
"prerequisites": "Flag names and API entry paths are re-verified against the pinned source revisions, and torch_npu.npu_prefetch details against the target CANN version, before they are relied on; card state is checked before launch and process placement fixed before measuring, through ascend-device-health and os-process-placement; the Diffusers enable_model_cpu_offload path requires accelerate",
- "input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend",
- "produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain",
+ "input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend; for streamed expert-cache changes, the selected direct/buffered I/O and reader-pool path, tensor offsets and cache-slot budget, requested keys, source callback table, independent byte/numerical reference and checked fixture coverage",
+ "produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain; a source-bound expert-cache byte/state audit and oracle-path coverage record, with synthetic-fixture, fallback and SKIP limits",
"failure_modes": [
"Loading and warmup are amortized into per-request latency, or a host segment without timing points is treated as costing nothing",
"Warmup is accepted on total time while mismatched warmup shapes have warmed a different set of cache entries",
@@ -190,17 +228,20 @@
"A free-memory probe runs on an mmap-backed load, or a run whose first mlock failure latched with only a warning is treated as fully resident",
"Disk counters that include cache and pipes are read as physical writes, or a run without a page-cache drop is reported as a cold start",
"The ceil-block scatter partition is used without checking it against the model's expected shard layout, or ranks run different orders or plans so their collectives mismatch",
- "A faster H2D copy, local clone or rank-local filtered read is counted as a cross-rank communication gain"
+ "A faster H2D copy, local clone or rank-local filtered read is counted as a cross-rank communication gain",
+ "Serial and concurrent cache paths agree on identically corrupted placement bytes, or a contiguous fixture misses a separated-run alignment failure",
+ "Resident bytes or ordered per-k accumulation change while misses are pending, or an exit-zero SKIP/non-overlapped oracle is counted as overlap validation"
],
- "refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms",
- "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract"
+ "refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms; withholds expert-cache correctness/overlap conclusions when byte coverage, actual I/O/pool dispatch or model-oracle callback reachability is missing",
+ "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract; the DeepSeek source slice describes POSIX storage, C/OpenMP and pthread ownership; target validation must identify its actual direct/buffered and reader-pool paths"
},
"recommendations": [
"Report preparation/startup/readiness, warmups and measured work as separate numbers, with load latency split into init, header, io and get phases, the cold-cache protocol stated and the effective loading mode identical across compared runs.",
"Place each prefetch behind an enable_prefetch switch defaulting to False, start max_size at 50% of the theoretical size, verify a single operator first and step up to 0.7 and then 1.0 only after verified wins.",
"Try offload candidates in order of change surface: batch size, resolution, CFG/feature flags, CPU or layered offload, tensor-parallel degree, then activation checkpointing; re-estimate the un-overlapped transfer share after adopting each tier.",
"Record whole-set atomic publication, asynchronous checkpointing, multi-rank save coordination and crash durability as unknown for the fastsafetensors saver instead of assuming them.",
- "Before adopting coalesced delivery, compare it disabled and enabled with identical checkpoint, rank mapping, backend, topology, dtype, cache state, chunk/queue budgets and consumer retention, then measure complete startup under the same accounting protocol."
+ "Before adopting coalesced delivery, compare it disabled and enabled with identical checkpoint, rank mapping, backend, topology, dtype, cache state, chunk/queue budgets and consumer retention, then measure complete startup under the same accounting protocol.",
+ "For streamed expert-cache changes, compare against independent buffered tensor bytes, exercise separated-run geometry, check resident bytes during pending reads, preserve ordered per-k accumulation and verify that the numerical oracle selects the actual callbacks."
],
"limitations": [
"This generated abstract points to the complete packaged skill; external evidence and upstream repositories remain source links.",
@@ -211,7 +252,8 @@
"Normalized provenance covers the existing llama.cpp loading slice at 3e390af18de1131dda27913c00511725b4274c8a and the fastsafetensors distributed-delivery slice at 219e2561a41ede2d5d8eba611c248bb0effbf580; other inherited claims remain unnormalized with original identities and limits retained.",
"The readsets record static mechanisms and source recommendations, not validated startup, memory, placement or backend performance.",
"The fastsafetensors delivery readset does not revalidate inherited I/O/save claims or qualify uneven scatter, accelerator/NPU compatibility, inter-node transport or agent efficacy.",
- "Flare adds source-only preparation/serving ownership and ABI/contract checks; live exporter handles, native backend execution, startup gains and model/dependency rights are not qualified."
+ "Flare adds source-only preparation/serving ownership and ABI/contract checks; live exporter handles, native backend execution, startup gains and model/dependency rights are not qualified.",
+ "The DeepSeek increment records source/test definitions only: its buffered byte oracle shares tensor metadata, its resident snapshot covers w1 bytes, and its tiny PyTorch/batched checks do not qualify the released model, backend performance or agent efficacy."
],
"verification": {
"locally_verified": false,
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 42b227ef5..93bf02e2c 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index 0fc99822c..79fe02f57 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
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 19f847d38..ce4e81c41 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 7fac0bc38..b85f5d20d 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"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 55040913f..d730c9ed9 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/7aa3344bf84c42467f43b3a927e1c7d13642bd55/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "7aa3344bf84c42467f43b3a927e1c7d13642bd55",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
"paths": [
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
"src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/metadata.json",
From da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Tue, 3 Nov 2026 20:00:55 +0900
Subject: [PATCH 4/5] knowledge: correct DeepSeek applicability and owner
mappings
Keep source platform prerequisites separate from device dependencies.
Attribute the source matrix rows to the existing owner for native coverage.
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
---
docs/reference-matrix.md | 2 +-
docs/searchspace-matrix.md | 4 ++--
.../methods/weight-loading-optimization/metadata.json | 4 ++--
3 files changed, 5 insertions(+), 5 deletions(-)
diff --git a/docs/reference-matrix.md b/docs/reference-matrix.md
index 4d05d0332..017abf09c 100644
--- a/docs/reference-matrix.md
+++ b/docs/reference-matrix.md
@@ -551,4 +551,4 @@ create a repo runtime descriptor, backend port or measured resource effect.
| Source | Inspected scope | Canonical extraction and boundary |
| --- | --- | --- |
-| [ronak-create/deepseek-v4-in-c](https://github.com/ronak-create/deepseek-v4-in-c/tree/d0402056d0da4bf7edfd2d4977de479a0db9d201) @ `d0402056d0da4bf7edfd2d4977de479a0db9d201` (Apache-2.0 root and selected-file declarations; third-party/model rights excluded) | Bounded source inspection, 2026-11-03: byte/fixture geometry, begin/end slot lifetime, actual model/oracle callback wiring and tiny-reference limits; [selected hashes, regions and rights](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json) | [weight-loading-optimization reference](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md): independent buffered bytes, usable residents during misses, ordered accumulation and oracle reachability. Source-derived candidate/not_run; historical corruption reports are not reproduced tests, and tiny fixtures do not establish released-model quality or performance. |
+| [ronak-create/deepseek-v4-in-c](https://github.com/ronak-create/deepseek-v4-in-c/tree/d0402056d0da4bf7edfd2d4977de479a0db9d201) @ `d0402056d0da4bf7edfd2d4977de479a0db9d201` (Apache-2.0 root and selected-file declarations; third-party/model rights excluded) | Bounded source inspection, 2026-11-03: byte/fixture geometry, begin/end slot lifetime, actual model/oracle callback wiring and tiny-reference limits; [selected hashes, regions and rights](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json) | [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) ([expert-cache oracle reference](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md)): independent buffered bytes, usable residents during misses, ordered accumulation and oracle reachability. Source-derived candidate/not_run; historical corruption reports are not reproduced tests, and tiny fixtures do not establish released-model quality or performance. |
diff --git a/docs/searchspace-matrix.md b/docs/searchspace-matrix.md
index ea89f2924..9f7e16201 100644
--- a/docs/searchspace-matrix.md
+++ b/docs/searchspace-matrix.md
@@ -617,6 +617,6 @@ NOASSERTION and InferRSI's repository license.
## DeepSeek streamed expert-cache verification
-| Resource context | Stage / scoped question | Canonical owner | Evidence boundary |
+| Resource | Stage / scoped question | Canonical owner | Evidence boundary |
| --- | --- | --- | --- |
-| SSD / Storage + RAM / Host | Diagnose / Verify: independent tensor-byte identity after aligned/coalesced reads, resident versus pending slot lifetime, ordered consumer accumulation and actual oracle callback coverage | [weight-loading-optimization reference](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md) and [source record](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json); DeepSeek source at `d0402056d0da4bf7edfd2d4977de479a0db9d201` | Source-derived candidate / empirical not_run; byte oracle shares tensor metadata, resident snapshot covers w1, and tiny PyTorch/batched checks are source definitions. No measured resource gain, full-model quality, native/device execution or agent efficacy is established. |
+| SSD / Storage + RAM / Host | Diagnose / Verify: independent tensor-byte identity after aligned/coalesced reads, resident versus pending slot lifetime, ordered consumer accumulation and actual oracle callback coverage | [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) ([expert-cache oracle reference](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md)) and [source record](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json); DeepSeek source at `d0402056d0da4bf7edfd2d4977de479a0db9d201` | Source-derived candidate / empirical not_run; byte oracle shares tensor metadata, resident snapshot covers w1, and tiny PyTorch/batched checks are source definitions. No measured resource gain, full-model quality, native/device execution or agent efficacy is established. |
diff --git a/src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json
index b5e1b7326..fa7edd96e 100644
--- a/src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json
+++ b/src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json
@@ -104,7 +104,7 @@
],
"empirical_validation": "not_run",
"applicability": {
- "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency; for disk-streamed routed experts, audit independent byte identity, resident/pending slot ownership, ordered accumulation and actual oracle callback coverage",
+ "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency; for disk-streamed routed experts, audit independent byte identity, resident/pending slot ownership, ordered accumulation and actual oracle callback coverage; the DeepSeek source slice describes POSIX storage, C/OpenMP and pthread ownership; target validation must identify its actual direct/buffered and reader-pool paths",
"prerequisites": "Flag names and API entry paths are re-verified against the pinned source revisions, and torch_npu.npu_prefetch details against the target CANN version, before they are relied on; card state is checked before launch and process placement fixed before measuring, through ascend-device-health and os-process-placement; the Diffusers enable_model_cpu_offload path requires accelerate",
"input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend; for streamed expert-cache changes, the selected direct/buffered I/O and reader-pool path, tensor offsets and cache-slot budget, requested keys, source callback table, independent byte/numerical reference and checked fixture coverage",
"produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain; a source-bound expert-cache byte/state audit and oracle-path coverage record, with synthetic-fixture, fallback and SKIP limits",
@@ -122,7 +122,7 @@
"Resident bytes or ordered per-k accumulation change while misses are pending, or an exit-zero SKIP/non-overlapped oracle is counted as overlap validation"
],
"refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms; withholds expert-cache correctness/overlap conclusions when byte coverage, actual I/O/pool dispatch or model-oracle callback reachability is missing",
- "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract; the DeepSeek source slice describes POSIX storage, C/OpenMP and pthread ownership; target validation must identify its actual direct/buffered and reader-pool paths"
+ "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract"
},
"recommendations": [
"Report preparation/startup/readiness, warmups and measured work as separate numbers, with load latency split into init, header, io and get phases, the cold-cache protocol stated and the effective loading mode identical across compared runs.",
From f486031ff9865c8f280a501272dc0e632d86f983 Mon Sep 17 00:00:00 2001
From: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Date: Tue, 3 Nov 2026 20:22:52 +0900
Subject: [PATCH 5/5] knowledge: regenerate corrected DeepSeek source
projections
Generate native coverage and catalog from real corrected source
da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c.
Signed-off-by: Dong1017 <55723162+Dong1017@users.noreply.github.com>
Agent-assisted-by: Codex / gpt-6.1-sol [effort=max] (author)
---
docs/skill-coverage.md | 4 ++--
.../data/repo_packs/inferrsi/knowledge/README.md | 4 ++--
.../skills/ascend-aclgraph-capture-replay.json | 4 ++--
.../ascend/skills/ascend-device-health.json | 4 ++--
.../ascend/skills/ascend-distributed-parallel.json | 4 ++--
.../knowledge/ascend/skills/ascend-graph-mode.json | 4 ++--
.../ascend/skills/ascend-model-adaptation.json | 4 ++--
.../ascend/skills/ascend-operator-profiling.json | 4 ++--
.../ascend/skills/ascend-operator-tuning.json | 4 ++--
.../skills/ascend-optimization-casebook.json | 4 ++--
.../ascend/skills/ascend-performance-analysis.json | 4 ++--
.../ascend-video-diffusion-optimization.json | 4 ++--
.../ascend/skills/ascendc-tiling-design.json | 4 ++--
.../ascend/skills/cann-attribution-overlap.json | 4 ++--
.../knowledge/ascend/skills/torch-npu.json | 4 ++--
.../skills/torchnpu-device-memory-lifecycle.json | 4 ++--
.../torchnpu-pinned-host-memory-lifecycle.json | 4 ++--
.../common/skills/assess-serving-preemption.json | 4 ++--
.../skills/assess-split-backward-schedule.json | 4 ++--
.../common/skills/audit-fixed-workload-claim.json | 4 ++--
.../skills/audit-h3-metal-fasth3-semantics.json | 4 ++--
.../common/skills/audit-h3-runtime-residency.json | 4 ++--
.../common/skills/audit-llama-runtime-state.json | 4 ++--
.../skills/audit-recurrent-kv-finalization.json | 4 ++--
.../common/skills/audit-sd-cpp-residency.json | 4 ++--
.../skills/audit-sglang-diffusion-lifetimes.json | 4 ++--
.../common/skills/audit-vllm-kv-lifetimes.json | 4 ++--
.../skills/bound-windowed-attention-replay.json | 4 ++--
.../skills/budget-speculative-verification.json | 4 ++--
.../skills/calibrate-serving-simulation.json | 4 ++--
.../common/skills/cgroup-resource-controls.json | 4 ++--
.../skills/checkpoint-recovery-consistency.json | 4 ++--
.../skills/choose-parallel-training-plan.json | 4 ++--
.../common/skills/cite-check-downstream-pr.json | 4 ++--
.../knowledge/common/skills/claim-contract.json | 4 ++--
.../inferrsi/knowledge/common/skills/comfy-ui.json | 4 ++--
.../knowledge/common/skills/competitor-scan.json | 4 ++--
.../common/skills/dcp-async-save-performance.json | 4 ++--
.../common/skills/dense-performance-evidence.json | 4 ++--
.../skills/diagnose-vllm-admission-pressure.json | 4 ++--
.../common/skills/diffusers-invocation-state.json | 4 ++--
.../common/skills/draft-acceptance-issue.json | 4 ++--
.../knowledge/common/skills/dwarfstar.json | 4 ++--
.../skills/evaluate-elastic-serving-placement.json | 4 ++--
.../common/skills/generation-cache-lifecycle.json | 4 ++--
.../common/skills/host-memory-management.json | 4 ++--
.../common/skills/host-overhead-optimization.json | 4 ++--
.../inferrsi/knowledge/common/skills/husky.json | 4 ++--
.../common/skills/inference-benchmark-design.json | 4 ++--
.../skills/inference-optimization-casebook.json | 4 ++--
.../common/skills/kernel-writing-guide.json | 4 ++--
.../common/skills/kv-tier-management.json | 4 ++--
.../skills/lazy-evaluation-stream-lifetimes.json | 4 ++--
.../inferrsi/knowledge/common/skills/lily.json | 4 ++--
.../knowledge/common/skills/lithos-metal.json | 4 ++--
.../knowledge/common/skills/local-dream.json | 4 ++--
.../knowledge/common/skills/mistral-rs.json | 4 ++--
.../inferrsi/knowledge/common/skills/mlc-llm.json | 4 ++--
.../knowledge/common/skills/mlx-swift-lm.json | 4 ++--
.../knowledge/common/skills/npu-skill-factory.json | 4 ++--
.../common/skills/optimization-search-policy.json | 4 ++--
.../common/skills/os-process-placement.json | 4 ++--
.../skills/performance-ceiling-analysis.json | 4 ++--
.../common/skills/plan-activation-residency.json | 4 ++--
.../knowledge/common/skills/project-maya.json | 4 ++--
.../inferrsi/knowledge/common/skills/pytorch.json | 4 ++--
.../skills/repository-evolution-analysis.json | 4 ++--
.../knowledge/common/skills/rsi-evidence.json | 4 ++--
.../common/skills/skill-evolution-playbook.json | 4 ++--
.../inferrsi/knowledge/common/skills/splash.json | 4 ++--
.../common/skills/storage-io-measurement.json | 4 ++--
.../common/skills/training-input-pipeline.json | 4 ++--
.../common/skills/training-resource-budget.json | 4 ++--
.../skills/video-diffusion-optimization.json | 4 ++--
.../knowledge/common/skills/vllm-metal.json | 4 ++--
.../common/skills/weight-loading-optimization.json | 14 +++++++-------
.../cuda/skills/audit-afd-p2p-exchanges.json | 4 ++--
.../cuda/skills/audit-flare-session-lifecycle.json | 4 ++--
.../skills/diagnose-attention-bottlenecks.json | 4 ++--
.../cuda/skills/host-overhead-profiling.json | 4 ++--
.../cuda/skills/reason-hopper-kernels.json | 4 ++--
81 files changed, 167 insertions(+), 167 deletions(-)
diff --git a/docs/skill-coverage.md b/docs/skill-coverage.md
index 78f5068b3..f68a063d5 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:f202b77c134f0f7c9560e513b6c8df83359700db6f4d2239deffd5a4a0784a8d`
+- Input digest: `sha256:b09848a0636bd5f34e2876c351050600b58903b48cc68c476fceffde4836ccec`
- Regenerate: `python tools/build_skill_coverage.py`
- Verify without writing: `python tools/build_skill_coverage.py --check`
@@ -142,7 +142,7 @@ optimization is fully covered or that any procedure has measured benefit.
| [training-input-pipeline](../src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md) | common | Diagnose training input stalls and choose bounded queue, shard-cache and cache-ownership changes from DALI, Mosaic ... | Diagnosing training input stalls and choosing bounded queue, shard-cache and ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Observe / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize
3 SSD · Diagnose / Configure / Optimize
4 Network · Configure / Optimize
5 OS · Configure / Optimize | 1 · Systems sources (B1 / NVIDIA DALI @ `6fe47c48d3b0ca335f5e1afd3c77c750b2c7e041` ...)
1 · Systems sources (B2 / Mosaic Streaming @ `d99bf9c7cdf2dd4ed62a4960ed35270b93337a5f` ...)
1 · Systems sources (B3 / FFCV @ `3a12966b3afe3a81733a732e633317d747bfaac7` ...) | candidate · not_run · 1 readset(s) | no-eval |
| [training-resource-budget](../src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md) | common | Choose training offload and resource-budget changes using pinned DeepSpeed configuration, attributed expert diagnosis ... | Choosing training offload and resource-budget changes from pinned DeepSpeed ... | failure_modes, input_contract, produced_artifact, refusal_point
4 advice | 1 Accelerator · Diagnose / Configure / Optimize
2 RAM/Host · Observe / Diagnose / Configure / Optimize / Verify
3 SSD · Configure / Optimize
4 Network · Observe / Diagnose / Verify
5 OS · Diagnose / Configure | 1 · Systems sources (CR1 / DeepSpeed ZeRO-Infinity @ `5f266e26d216a705d9c64cac88fb813ce ...)
1 · Systems sources (CR5 / Ascend MindSpeed adaptive memory — historical `core_r0.8.0` ...)
1 · Systems sources (ZeRO-Offload — [2101.06840v1](https://arxiv.org/abs/2101.06840v1))
2 · Methodology and corpus references (CR6 / Stas Bekman ML Engineering Open Book @ ...) | candidate · not_run · 9 readset(s) | no-eval |
| [video-diffusion-optimization](../src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md) | common | Run and verify goal-driven video diffusion optimization, backend-agnostic. Use when the user asks for latency, RTF ... | Backend-agnostic video diffusion inference and serving optimization | — | 1 Accelerator † guidance: Video diffusion campaign guidance (unvalidated) | — | candidate · not_run · 0 readset(s) | no-Reference-Matrix-row, no-eval |
-| [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) | common | Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source ... | Diagnosing the serving-level weight load path from storage to device and choosing changes ... | failure_modes, input_contract, produced_artifact, refusal_point
6 advice | 1 Accelerator † guidance: Flare preparation and complete-session source contracts
2 RAM/Host † guidance: Flare preparation and complete-session source contracts
3 SSD · Observe / Profile / Diagnose / Optimize / Verify † guidance: Flare preparation and complete-session source contracts
4 Network · Configure / Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (foundation-model-stack/fastsafetensors @ 219e256)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (mindie-agent/mindie-agent @ 6a81b41) | candidate · not_run · 5 readset(s) | no-eval |
+| [weight-loading-optimization](../src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md) | common | Optimize the serving-level weight load path from storage to device: judge the load path on four dimensions (source ... | Diagnosing the serving-level weight load path from storage to device and choosing changes ... | failure_modes, input_contract, produced_artifact, refusal_point
6 advice | 1 Accelerator † guidance: Flare preparation and complete-session source contracts
2 RAM/Host † guidance: Flare preparation and complete-session source contracts; DeepSeek streamed expert-cache verification
3 SSD · Observe / Profile / Diagnose / Optimize / Verify † guidance: Flare preparation and complete-session source contracts; DeepSeek streamed expert-cache verification
4 Network · Configure / Optimize / Verify | 1 · Systems sources (Ascend/MindIE-SD @ 8481d39)
1 · Systems sources (NVIDIA/TensorRT-LLM @ f33e0e5fd)
1 · Systems sources (ascend-ai-coding/awesome-ascend-skills @ 75ec89c)
1 · Systems sources (foundation-model-stack/fastsafetensors @ 219e256)
1 · Systems sources (ggml-org/llama.cpp @ `3e390af18de1131dda27913c00511725b4274c8a` (MIT ...)
1 · Systems sources (mindie-agent/mindie-agent @ 6a81b41)
DeepSeek streamed expert-cache oracle contracts ([ronak-create/deepseek-v4-in-c](https://github.com/ronak-create/deepse ...) | candidate · not_run · 5 readset(s) | no-eval |
## Registered: Workflows (6)
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md b/src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md
index 63919ab40..d9fab0529 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: [0a14fc704dedc5146fefb31073de74c079d3690e](https://github.com/InferMatrixLab/InferRSI/tree/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library).
+Source snapshot: [da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c](https://github.com/InferMatrixLab/InferRSI/tree/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/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 0a14fc704dedc5146fefb31073de74c079d3690e --check
+python tools/build_skill_index.py --source-revision da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c --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 54f7f8036..7d3f92ce8 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/ascend-aclgraph-capture-replay/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 719908789..842742ac3 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/ascend-device-health/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 13c4277a0..0f92a3d63 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/ascend-distributed-parallel/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 fec744dd6..03fecc2ab 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/ascend-graph-mode/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 0d738ae74..71ecf2a88 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/ascend-model-adaptation/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 05519c52f..68190174e 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-profiling/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 901556dbe..304f74ba0 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/ascend-operator-tuning/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 e069a953f..00986f629 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/ascend-optimization-casebook/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json
index 1fa10f254..673e9a1a3 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/ascend-performance-analysis/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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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 3b92c8f83..1200a6e15 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/hardware/ascend/ascend-video-diffusion-optimization/SKILL.md",
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json
index ff04a6779..9b162ebda 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/ascendc-tiling-design/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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"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 447644361..74399fe83 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/cann-attribution-overlap/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
index c6e3be69c..a872081b0 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torch-npu.json
@@ -20,8 +20,8 @@
"sources": [
{
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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"src/inferrsi/data/skill_library/frameworks/torch-npu/torch-npu/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 c25c23423..87539d040 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": [
{
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-device-memory-lifecycle/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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"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 16c0f6965..3922adc5c 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": [
{
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/ascend/torchnpu-pinned-host-memory-lifecycle/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json
index 4713367c9..f00fa3d2a 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": [
{
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/assess-serving-preemption/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json
index 8a6d94c79..7c0f8012b 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": [
{
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/assess-split-backward-schedule/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
index ce7cdcbe3..76278ba2d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-fixed-workload-claim.json
@@ -20,8 +20,8 @@
"sources": [
{
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/audit-fixed-workload-claim/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
index 1d957187b..74da68d7b 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-metal-fasth3-semantics.json
@@ -29,8 +29,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/LICENSE",
"src/inferrsi/data/skill_library/repositories/h3-metal/audit-h3-metal-fasth3-semantics/SKILL.md",
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 9f09ac056..0f273d01c 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": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/h3-c/audit-h3-runtime-residency/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 434f9b33c..441ef0fce 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": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/llama-cpp/audit-llama-runtime-state/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 51364123f..eb7dd73e3 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": [
{
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/vllm-rlt/audit-recurrent-kv-finalization/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 413858924..a4e9e0271 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/stable-diffusion-cpp/audit-sd-cpp-residency/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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",
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 1e03e6765..14cdfecdb 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 @@
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/sglang/audit-sglang-diffusion-lifetimes/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 e131cfeee..a67290e60 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/vllm/audit-vllm-kv-lifetimes/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 8f3c18600..15c21d3b6 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/SKILL.md",
"src/inferrsi/data/skill_library/repositories/deepinfer/bound-windowed-attention-replay/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
index 9095e47ac..19af50af2 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json
@@ -23,8 +23,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/deepinfer/budget-speculative-verification/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 872496ee6..d6146cee0 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": [
{
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/calibrate-serving-simulation/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 755f758e1..f2ae26d7e 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json
@@ -25,8 +25,8 @@
"sources": [
{
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/host/cgroup-resource-controls/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json
index 00ca329ec..b4760d52f 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": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/checkpoint-recovery-consistency/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json
index 38b46eb0c..d73f83b20 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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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/SKILL.md",
"src/inferrsi/data/skill_library/methods/choose-parallel-training-plan/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
index b2c0a909b..648576239 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/workflows/cite-check-downstream-pr/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 664414ce0..a0c18746c 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
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/workflows/claim-contract/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 de25a2c84..76dc89e5a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json
@@ -22,8 +22,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/comfy-ui/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 dbc945a54..53ee2be01 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
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/workflows/competitor-scan/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 e9bc0586f..deeeba562 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/frameworks/pytorch/dcp-async-save-performance/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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"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 4242aea66..8acbafd5f 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/dense-performance-evidence/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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"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 074589bce..fb4cd8634 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": [
{
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/vllm/diagnose-vllm-admission-pressure/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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"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 a764ce390..90f5a7abb 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": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/frameworks/diffusers/diffusers-invocation-state/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
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"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 12a73ccdf..d893e3148 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
@@ -22,8 +22,8 @@
"sources": [
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- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/workflows/draft-acceptance-issue/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 7c4c5c26c..a84567687 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 078172f1f..a6137af0b 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/SKILL.md",
"src/inferrsi/data/skill_library/methods/evaluate-elastic-serving-placement/metadata.json",
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 7f24491a5..1644bd9b5 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-lm/generation-cache-lifecycle/SKILL.md",
"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 bc6c90217..8a2f99bb2 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
@@ -30,8 +30,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/host/host-memory-management/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 cb590e56a..ee410743f 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/hardware/host/host-overhead-optimization/SKILL.md",
"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 8a637fdfd..bd2ea9b0f 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/husky/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 bf3b4b287..d6f7a09d2 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
@@ -35,8 +35,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-benchmark-design/SKILL.md",
"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 955437c89..aaacf8be8 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/methods/inference-optimization-casebook/SKILL.md",
"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 36c357b8f..04a5d0300 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
@@ -39,8 +39,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/SKILL.md",
"src/inferrsi/data/skill_library/methods/kernel-writing-guide/cases/causal-conv1d-dispatch-state.md",
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 8fab84ef0..d74b49129 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/lmcache/kv-tier-management/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 da577a31a..053ce31e2 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/frameworks/mlx/lazy-evaluation-stream-lifetimes/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 a0dab56b8..2fc4a8fbc 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/lily/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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/lithos-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
index 0e6f3c309..b3a461446 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lithos-metal.json
@@ -21,8 +21,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/repositories/lithos-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/lithos-metal/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
index 82e0bdb34..85f37f785 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/local-dream.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/repositories/local-dream/SKILL.md",
"src/inferrsi/data/skill_library/repositories/local-dream/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
index 15b363b9b..9f5bb5284 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mistral-rs.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/repositories/mistral-rs/LICENSE",
"src/inferrsi/data/skill_library/repositories/mistral-rs/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
index 1d1fd8b29..db326d836 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlc-llm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlc-llm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlc-llm/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
index 32e6ce497..af447b01c 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/mlx-swift-lm.json
@@ -27,8 +27,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/LICENSE",
"src/inferrsi/data/skill_library/repositories/mlx-swift-lm/SKILL.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 4037c4c68..63f78286e 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/workflows/npu-skill-factory/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 de25f7220..30352312e 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/methods/optimization-search-policy/SKILL.md",
"src/inferrsi/data/skill_library/methods/optimization-search-policy/cases/sarathi-chunk-budget.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 58153f298..932d9ffa7 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/host/os-process-placement/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 1c31251da..0671ea1c1 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/methods/performance-ceiling-analysis/SKILL.md",
"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 c20290941..ab0dc6979 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/methods/plan-activation-residency/SKILL.md",
"src/inferrsi/data/skill_library/methods/plan-activation-residency/metadata.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
index a33f93158..b4472e941 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json
@@ -25,8 +25,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/repositories/project-maya/LICENSE",
"src/inferrsi/data/skill_library/repositories/project-maya/SKILL.md",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
index ec31fd926..8dd8ec9f1 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/pytorch.json
@@ -24,8 +24,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/LICENSE",
"src/inferrsi/data/skill_library/frameworks/pytorch/pytorch/SKILL.md",
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 2b00bf655..ef7317771 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": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/repository-evolution-analysis/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 7b173a15e..11606780a 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json
@@ -22,8 +22,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/workflows/rsi-evidence/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 85482a095..f1393f0d5 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/skill-evolution-playbook/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 3f8b20331..51e682fb8 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/splash/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 815a0a082..ae8afb0a5 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/host/storage-io-measurement/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 e3266bc7d..1e20fb90a 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/training-input-pipeline/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 d41442777..82018d322 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/training-resource-budget/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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/video-diffusion-optimization.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
index 7eaf26f4a..de748bfe8 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/video-diffusion-optimization.json
@@ -26,8 +26,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/video-diffusion-optimization/assets/campaign.template.json",
diff --git a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
index d54264126..70f39e26f 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json
@@ -26,8 +26,8 @@
"sources": [
{
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- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE",
"src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md",
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 0d01c28f9..29714ff10 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
@@ -31,8 +31,8 @@
"sources": [
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"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json",
@@ -53,7 +53,7 @@
"checkout_ref": "checkout:weight-loading-optimization",
"source_files": {
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md": "b970ef27da2de14c20d3fe734cc5ee0cf8445c396f53dab588bd180943921833",
- "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json": "277ab1d6a51d4d0b96b903846f3a7f16f953fb3ba55546aa327461163e0bf42e",
+ "src/inferrsi/data/skill_library/methods/weight-loading-optimization/metadata.json": "007142544806e5b065b8c48b6e467f49c65b4a55465d09d7a88e0997287bb212",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-oracles.md": "5e42c4a01f9ac810663979dee0658c4cbe87060594c16622ae6ec0b854e44b29",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/deepseek-expert-cache-source.json": "65bf0623616b4f633d8f51b30134798cbf71176716c8a8613209e2fc48ff84bd",
"src/inferrsi/data/skill_library/methods/weight-loading-optimization/references/fastsafetensors-transfer-readset.md": "5a39f14b102b0cee304541e011aa31e44e6b13527d1bee9987c3f3b66c064d3d",
@@ -169,7 +169,7 @@
],
"empirical_validation": "not_run",
"applicability": {
- "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency; for disk-streamed routed experts, audit independent byte identity, resident/pending slot ownership, ordered accumulation and actual oracle callback coverage",
+ "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency; for disk-streamed routed experts, audit independent byte identity, resident/pending slot ownership, ordered accumulation and actual oracle callback coverage; the DeepSeek source slice describes POSIX storage, C/OpenMP and pthread ownership; target validation must identify its actual direct/buffered and reader-pool paths",
"prerequisites": "Flag names and API entry paths are re-verified against the pinned source revisions, and torch_npu.npu_prefetch details against the target CANN version, before they are relied on; card state is checked before launch and process placement fixed before measuring, through ascend-device-health and os-process-placement; the Diffusers enable_model_cpu_offload path requires accelerate",
"input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend; for streamed expert-cache changes, the selected direct/buffered I/O and reader-pool path, tensor offsets and cache-slot budget, requested keys, source callback table, independent byte/numerical reference and checked fixture coverage",
"produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain; a source-bound expert-cache byte/state audit and oracle-path coverage record, with synthetic-fixture, fallback and SKIP limits",
@@ -187,7 +187,7 @@
"Resident bytes or ordered per-k accumulation change while misses are pending, or an exit-zero SKIP/non-overlapped oracle is counted as overlap validation"
],
"refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms; withholds expert-cache correctness/overlap conclusions when byte coverage, actual I/O/pool dispatch or model-oracle callback reachability is missing",
- "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract; the DeepSeek source slice describes POSIX storage, C/OpenMP and pthread ownership; target validation must identify its actual direct/buffered and reader-pool paths"
+ "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract"
},
"recommendations": [
"Report preparation/startup/readiness, warmups and measured work as separate numbers, with load latency split into init, header, io and get phases, the cold-cache protocol stated and the effective loading mode identical across compared runs.",
@@ -215,7 +215,7 @@
"consumption_mode": "packaged"
},
"applicability": {
- "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency; for disk-streamed routed experts, audit independent byte identity, resident/pending slot ownership, ordered accumulation and actual oracle callback coverage",
+ "scope": "Diagnosing the serving-level weight load path from storage to device and choosing changes to it when startup or loading latency dominates: locating the cost by source, format, placement and duplication, accounting once-per-process loading and warmup apart from per-request cost, verifying sharded downloads, restricting device-side prefetch to profiled memory-bound hot spots and ordering CPU-tier offload; also covers source-scoped disk-loading modes, pinned staging, synchronous checkpoint save semantics, fastsafetensors broadcast/scatter/coalesced delivery and the separation of model preparation from serving. Request-time host overhead belongs to host-overhead-profiling, DCP asynchronous save performance to dcp-async-save-performance and distributed recovery validity to checkpoint-recovery-consistency; for disk-streamed routed experts, audit independent byte identity, resident/pending slot ownership, ordered accumulation and actual oracle callback coverage; the DeepSeek source slice describes POSIX storage, C/OpenMP and pthread ownership; target validation must identify its actual direct/buffered and reader-pool paths",
"prerequisites": "Flag names and API entry paths are re-verified against the pinned source revisions, and torch_npu.npu_prefetch details against the target CANN version, before they are relied on; card state is checked before launch and process placement fixed before measuring, through ascend-device-health and os-process-placement; the Diffusers enable_model_cpu_offload path requires accelerate",
"input_contract": "The current load path's byte source, file format, host-first or direct device placement and duplicated copies across processes or instances; startup timings for loading and warmup with byte and access counts per segment, and the expected warmup hit criteria; the safetensors index weight_map and the downloaded shard set; a profile showing memory-bound hot spots and the adjacent compute or communication segments; free device memory and whether an OOM occurs during construction or inference; for cross-rank delivery, the file-to-loader-group-rank map, tensor names, shapes, dtypes and call order, the required replicated or sliced output, the model's expected shard layout and the collective backend; for streamed expert-cache changes, the selected direct/buffered I/O and reader-pool path, tensor offsets and cache-slot budget, requested keys, source callback table, independent byte/numerical reference and checked fixture coverage",
"produced_artifact": "The located load-path cost on the four dimensions with its matching lever, a startup ledger that keeps fixed overhead apart from per-request cost, a structural shard-completeness result naming the missing shards, a prefetch proposal behind an enable_prefetch switch defaulting to False or a recorded decision not to prefetch, an offload candidate order, the recorded loading mode, a distributed delivery choice with its proposed verification, and a preparation/serving record of serialized and rebuilt state, live resource owners and ABI/prepared-contract versions; proposed changes and verification targets, not a measured startup or delivery gain; a source-bound expert-cache byte/state audit and oracle-path coverage record, with synthetic-fixture, fallback and SKIP limits",
@@ -233,7 +233,7 @@
"Resident bytes or ordered per-k accumulation change while misses are pending, or an exit-zero SKIP/non-overlapped oracle is counted as overlap validation"
],
"refusal_point": "Withholds a load-path win until the verification checklist holds and keeps the distributed-delivery checks as verification targets rather than results; does not force prefetch without a safe dependency window and disables it when neither a smaller size nor a moved position removes a regression; records unsupported save behaviors as unknown; rejects mismatched execution ABI or prepared-contract versions instead of editing their tags; and implies no Ascend support from the llama.cpp or fastsafetensors mechanisms; withholds expert-cache correctness/overlap conclusions when byte coverage, actual I/O/pool dispatch or model-oracle callback reachability is missing",
- "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract; the DeepSeek source slice describes POSIX storage, C/OpenMP and pthread ownership; target validation must identify its actual direct/buffered and reader-pool paths"
+ "hardware": "NPU for the device-side prefetch API (torch_npu.npu_prefetch, checked against the target CANN version) and the Diffusers offload playbook; the prefetch and fastsafetensors methodology transfers while the fastsafetensors and llama.cpp APIs do not, and cross-rank completion follows each collective backend's own wait contract"
},
"recommendations": [
"Report preparation/startup/readiness, warmups and measured work as separate numbers, with load latency split into init, header, io and get phases, the cold-cache protocol stated and the effective loading mode identical across compared runs.",
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 93bf02e2c..a5176136e 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/afd-plugin/audit-afd-p2p-exchanges/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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/audit-flare-session-lifecycle.json b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
index 79fe02f57..9a568ff0d 100644
--- a/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
+++ b/src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-flare-session-lifecycle.json
@@ -29,8 +29,8 @@
"sources": [
{
"type": "git",
- "url": "https://github.com/InferMatrixLab/InferRSI/blob/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"paths": [
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/LICENSE",
"src/inferrsi/data/skill_library/repositories/flare-local-inference/audit-flare-session-lifecycle/SKILL.md",
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 ce4e81c41..e45f2e4c0 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/cuda/diagnose-attention-bottlenecks/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 b85f5d20d..f461f6296 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/cuda/host-overhead-profiling/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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 d730c9ed9..4a8c787ac 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/0a14fc704dedc5146fefb31073de74c079d3690e/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
- "commit": "0a14fc704dedc5146fefb31073de74c079d3690e",
+ "url": "https://github.com/InferMatrixLab/InferRSI/blob/da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c/src/inferrsi/data/skill_library/hardware/cuda/reason-hopper-kernels/SKILL.md",
+ "commit": "da3356920acac5bbf6f3ac6a4fd6de636a6d1c1c",
"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",