Branch: opus/meta-skill-bootstrap | Integration date: 2026-10-16 | Comparison anchor: d96ff8d3
Current skill links resolve to the complete categorized skill library. Hardware-specific procedures live under their hardware owner; this relocation does not change the source-inspection or maturity claims below.
The 22-owner hardware source inventory separates direct implementation reads, retained supplier reads, skill/document imports and mirror/pack lineage. It is source navigation, not a third matrix or a validation score; native and service results remain separately qualified.
Paper source inspection below is carried from Dot's 2026-10-15 readsets and the owner's scoped review, not repeated full-paper extraction. The 2026-10-16 integration adds links and reconciles candidate guidance; packaging checks and publication status are reported separately. No paper result is a local measurement.
One of exactly two primary matrices (decision D01, 2026-10-15). The official
name and path are Reference Matrix, docs/reference-matrix.md. The user
subsequently authorized this filename change on 2026-10-15, superseding only
D02's temporary filename-retention clause; the two-matrix contract is unchanged.
- SearchSpace Matrix (
docs/searchspace-matrix.md) — resource × optimization-stage coverage. - Reference Matrix (this file) — sources, inspected scope, provenance, and extraction: repositories, papers, official documentation, PRs, and expert material; where the intelligence comes from and what remains unread. Skills, knowledge, and cases link the two (D03). Methodology sources live in §2, not in a third matrix.
Status key (per cell): mined (source intelligence extracted into a candidate skill/case — not experimentally validated) · located-not-mined (relevant material identified, not yet extracted) · unknown (not investigated at this revision) · out-of-scope (reference does not establish that layer within its approved scope).
Reading rules:
- Sparse / skill-doc-only checkouts carry curated methodology, not implementation code. Not present in a sparse checkout does NOT mean absent upstream.
- A cloned repo is not necessarily a mined repo.
- Negative findings are scoped to the paths and revisions actually inspected (see "Negative findings" below).
- Upstream benchmark numbers are author-reported, never local validation.
| Reference (origin @ revision) | Inspected scope | Accelerator | RAM / Host | SSD / Storage | Communication | OS / System |
|---|---|---|---|---|---|---|
cann/hccl @ 96fab0a2acb761e7f8ab0f94aeb5138f200a345b (CANN Open Software License Agreement Version 2.0) |
Direct canonical GitCode implementation read, 2026-10-30; 17-file readset, multi-rank path; simulator test definitions inspected, not run | mined (narrow) — AICPU mesh scratch/chunking and local reduction ownership; no general accelerator or graph qualification | out-of-scope — HCCL scratch is not host RAM | out-of-scope | mined (one native path) — positive-count, multi-rank OPBASE AICPU mesh one-shot AllReduce selection, peer writes, joins and local reduction -> ascend-distributed-parallel; HCOMM/ACL physical transport, legacy/other engines and numerical/performance behavior unqualified | out-of-scope — collective threads are not OS placement |
pytorch/pytorch @ ba56102387ef21a3b04b357e5b183d48f0afefc7 (v2.8.0, BSD-3-Clause) |
Direct bounded implementation/document read, 2026-10-30; CPU/CUDA copy, caching host allocator and stream/device-storage contract; nine-file readset | mined (narrow) — copy-stream ordering and device allocator lifetime; no graph/kernel qualification | mined — host mutation versus allocator release, completion-gated pinned-block reuse and D2H readiness → host-memory-management; candidate, CUDA/native/service not_run | out-of-scope — pinned DRAM is not SSD coverage | out-of-scope — local H2D/D2H is not network transport | out-of-scope — allocator lifetime is not OS placement |
python/cpython @ 60403a5409ff2c3f3b07dd2ca91a7a3e096839c7 (v3.13.0, PSF-2.0) |
Direct official documentation read, 2026-10-30; free-threading readset; no interpreter implementation read | out-of-scope | mined (document only) — build/runtime GIL checks and extension compatibility boundaries → host-memory-management; no interpreter/inference-stack execution |
out-of-scope | out-of-scope | out-of-scope — free threading does not establish affinity/NUMA controls |
Ascend/torchair @ e1118e8b0fc1b95190ab53b732c0872989550e20 (BSD-3-Clause) |
Direct bounded Python implementation/document/test-definition read, 2026-10-30; 12-file readset, call-chain map | mined — configuration versus backend callable, generated ACL runtime, capture key/recapture, persistent eager fallback, input staging and output lifetime → ascend-graph-mode; TorchNPU/CANN native graph/allocator and GE executor uninspected; NPU/model/service not_run | out-of-scope — host launch attribution is not host allocator coverage | out-of-scope — graph startup is not a storage implementation | out-of-scope — graph call sites do not establish native collectives | out-of-scope — graph scheduling is not OS scheduling |
vllm-project/vllm @ 537a79f0fc5ba564d2bef43d54915b2f80f9f77d (root Apache-2.0; in-file Tri Dao adaptation notice and separate vendored FLA MIT notice) |
Direct bounded source inspection, 2026-10-27; Qwen3-Next caller, in-tree conv wrappers, GDN metadata, state shapes, row-resolution helper, selector defaults and two upstream test intents; source ledger | mined — effective prefill/decode selection, mixed/speculative phase guards, state-row initialization and accepted-token offset → kernel-writing-guide; four source cases; native execution not_run, agent efficacy not_evaluated | out-of-scope — device state is not host-RAM evidence | out-of-scope | out-of-scope — packed state metadata is not network evidence | out-of-scope — metadata phase classification is not OS scheduling |
huggingface/transformers @ 0dad7b822255a0ae261ec45ae937371e859ffd1a (v5.10.2) and 856157a2f3e9594954310df18fdccc31ffddebe9 (v5.17.0), Apache-2.0 |
Bounded source inspection, 2026-10-29: imported Qwen3.5 module, original-package/Hub binding, forward/cache/padding and local numeric contracts; 13 files matched to server Git blobs, exact readset; two existing worker seams are secondary context only | mined (narrow) — constructor versus global binding, independent conv/GDN fallback, first/cached/chunk phases and cache-free classification conditions → kernel-writing-guide, contract and five source cases; candidate, native/model/numerical/performance not_run, efficacy not_evaluated | out-of-scope — device states do not establish host-memory optimization | out-of-scope | out-of-scope | out-of-scope — layer state is not OS scheduling |
sgl-project/sglang @ 16176278d0180f1a1a578e53e6eef432577876c2 (Apache-2.0; conv adaptation notices credit vLLM and Tri Dao) |
Bounded source inspection, 2026-10-29; Qwen3.5/Qwen3-Next caller, GDN phase/architecture policy, separate conv wrappers, state shapes/row mapping and selected upstream test intent; readset and file identities | mined (narrow) — per-runner prefill/decode, CUDA/Triton conv stride/alias branches, state write-back and conditional one-shot prefill transfer → kernel-writing-guide, four source cases; HF-worker/engine cross-map adds separate PPLX caller context (worker license UNKNOWN); candidate/not_run, agent efficacy not_evaluated | out-of-scope — device state is not host RAM | out-of-scope | out-of-scope — row metadata is not network evidence | out-of-scope — engine phase classification is not OS scheduling |
NVlabs/kda @ acdd79343c5e9d0c7cb96289f26fd3f1051ce785 → mit-han-lab/KernelWiki gitlink @ 76d27b56f804e7e7295d4c570e1e5d7eef4b0a75 |
Direct bounded distillation, 2026-10-23; cutoff 2026-04-27. All 48 synthesis headers and 2,217 source headers screened; 171 SM90 source headers retained, selected bodies and independently matched DeepGEMM/CUTLASS code plus versioned NVIDIA sections inspected. Readset/coverage/license qualifications; remaining PR bodies/algorithms unmined; KW pin has no root LICENSE, KDA MIT/sanitization assertions qualified | mined (conditional) — Hopper TMA/mbarrier/WGMMA ownership, resource/layout/pipeline/software scheduling and selected FP8 scaling → reason-hopper-kernels; SM100 recipes and unsafe snippet generalizations excluded; native/precision/performance not_run | out-of-scope — device registers/SMEM/HBM are not host RAM | out-of-scope — no storage implementation extracted | out-of-scope — CTA/cluster synchronization is not network transport | out-of-scope — tile scheduling is not OS scheduling |
antirez/h3.c @ 8974cc055ea9c02fcd14cc27dfda3e1027c05153 (MIT; retained ccv BSD-3-Clause notice) |
Direct bounded source distillation, 2026-10-23; 34 selected file bytes matched to pinned Git blobs; readset/architecture. Loader, generation/cache, TE/vision/input-output VAEs, AdaLN, selected Metal/int8/SSD paths and native test assertions; full kernels/driver/media internals unread. Prior model-header observations reused, not rerun | mined — joint audio/video schedule and row-map dependencies, BF16 rounding/fusion versus numerical approximation, actual TensorOps dispatch → audit-h3-runtime-residency; native/quality/performance not_run | mined — shared/file-backed weights, Qwen prefetch ring, phase/cache/preview overlap and complete host output; tensor counters are not physical footprint or 64 GiB qualification | mined — exact raw BF16/F32 schema, direct/mapped reads and two-slot BF16 matrix streaming with completion/join boundaries; uncached-read request is not measured cache bypass or useful overlap | out-of-scope — local GPU/I/O ordering is not network transport | out-of-scope — no OS scheduling/control implementation extracted |
lithos-ai/lithos-metal @ 6653b7df5f2c4392ec7b038960f2796b1499923f (Apache-2.0; notices retained) |
Bounded compiler/Program/StepState/DSpark, backend identity and serving/pack/prefix/idle paths; selected contract/runtime assertions; readset. Candidate; software/CPU/synthetic Metal checks do not qualify full-model numerics, DSpark or service performance | mined — chip-qualified task fusion, normalized controls, hazards/scratch and committed generation state → lithos-metal; empirical efficacy not_run | mined — program/pipeline versus GPU allocation and exact host-prefix ownership; unified-memory residency/performance unqualified | mined — derived pack validity, exact-prefix disk identity/integrity, bounded persistence and quota; weight-byte authentication and crash durability not established | out-of-scope — HTTP adapters are not distributed transport | out-of-scope — idle lifecycle is not OS scheduling |
zuiho-kai/h3-metal @ 4ba47a3eabdbebf801ac6664b31f8ec168bc57a8 (inspected MIT; retained BSD-3-Clause notice; machine resolver unavailable) |
Bounded source distillation, 2026-10-28; 21 identity-checked files with selected ranges; scope/readset. Fork-specific FastH3 params, tensor/schedule/RoPE and VSA dispatch, test/script limits; full engine/external FastVideo/model surface not mined | mined — requested versus effective controls, ambient conflicts, head-interleaved QKV/FC1 swap/BF16 schedule, real partial VSA tiles/double top-k and dense-plus-coarse fallback → audit-h3-metal-fasth3-semantics; native/numerical/quality/performance not_run | out-of-scope — tile arithmetic is not measured host footprint or memory-fit qualification | out-of-scope — FastH3 disables requested SSD parameter; no new storage optimization or payload validation | out-of-scope — local attention/dispatch is not network transport | out-of-scope — runtime selection is not OS scheduling |
Comfy-Org/ComfyUI @ b1a247c9cf9dbfda4b2c0a0c1d50950667eeaa0c (GNU GPL v3) |
Source-reading archive, inspected 2026-10-21; bounded execution/cache/graph/model-management/static-dynamic-patcher/sampler paths and selected tests; readset; not full-model/custom-node/provider-native coverage | mined — managed weight/patch identity, partial unload versus detach and dynamic-backend boundary → comfy-ui; device behavior unverified | mined — output versus object identity, ancestor fingerprints, lazy consumer references and retention versus validity; host/pin ownership | out-of-scope — no storage implementation extracted | out-of-scope — no transport implementation extracted | out-of-scope — workflow scheduling is not OS scheduling |
leejet/stable-diffusion.cpp @ b13a48219d5cdf408edcb93da6cd69b612ed03d3 (MIT) |
Supplied archive, inspected 2026-10-22: 18 bounded paths plus separately identity-checked README (19 blobs); historical receipt preserved. 2026-10-23 extension: 12 selected C++ blobs plus retained MIT text identity-checked, with line-scoped catalog/non-ZIP safetensors read/staging/mapping and immediate consumer cleanup; readsets. File identity is not full-file review; archive/submodules, model kernels and other-format implementations remain outside the bounded audit | mined — native weight/runtime capacity, protected segment/prefetch lifetime → audit-sd-cpp-residency; native/backend behavior unverified | mined — parameter storage versus compute staging and retained runtime ownership; loader host read/conversion buffers versus mapped owners; host peaks unmeasured | mined — bounded catalog stamps versus content identity, range admission versus actual reads, mapping/shared-owner and newly created block cleanup → loader/storage boundaries; full other-format parsing, native failure/SSD/performance qualification remain open | out-of-scope — device copies are not network transport | out-of-scope — runner scheduling is not OS scheduling |
| NVIDIA/TensorRT-LLM @ f33e0e5fd | skill-doc-only (.claude/skills/) |
mined — evidence taxonomy, kernel writing, casebook, roofline refs → dense-performance-evidence, kernel-writing-guide, inference-optimization-casebook, performance-ceiling-analysis |
mined — host overhead verdict + line-profiling loop → host-overhead-profiling, host-overhead-optimization |
mined — weight-movement/overlap + KV host-cache patterns → weight-loading-optimization; disk-level: negative (see below) |
out-of-scope — host/device weight-movement overlap remains in RAM/Storage, not network coverage | mined — CPU affinity rule + env preflight → os-process-placement |
| Ascend/MindIE-SD @ 8481d39 | skill-doc-only (.agents/skills/) |
mined — 5-layer analysis, bottleneck casebook → ascend-performance-analysis, ascend-optimization-casebook |
mined — host-opt async/pattern sections → weight-loading-optimization |
mined — load-path judgment, fixed-overhead accounting, offload tiers, weights-prep → weight-loading-optimization |
mined — USP strategy, masking formula, topology rules → ascend-distributed-parallel |
mined — device health, card-group contracts, measurement discipline → ascend-device-health |
| ascend-ai-coding/awesome-ascend-skills @ 75ec89c | Historical skill/document import (skills/, external/cannbot/), not whole native repository mining; separate communication-wrapper source slice pinned to 75ec89ce9d401be8ac95980e1c3f42f8d4315057 |
mined — graph mode, operator profiling/tuning, tiling design → ascend-graph-mode, ascend-operator-profiling, ascend-operator-tuning, ascendc-tiling-design |
assessed/deferred — KV overview and async-stream recipe lack a complete transfer/completion implementation and retain cannbot license UNKNOWN; boundary/readset; no new RAM capability | mined — device-side prefetch + diffusers CPU-offload playbook → weight-loading-optimization; disk-level: negative |
mined (wrapper-source only) — native/PyTorch test selection, tensor-byte meaning, timing/oracle coverage and rank-map counterexamples → ascend-distributed-parallel; full-pin readset; no native-collective or transport audit |
mined — env checks, device-busy preflight, thread/env tables → os-process-placement |
cann/cannbot @ c0e2ad23ee1a73e3c0f84c8df1cc459e2aae3110 (selected official plugin: CANN-2.0) |
Direct canonical Git source inspection, 2026-10-23; fixed-stage model-inference workflow, three role instructions, registered callbacks and archive helper; readset/trace/license; dependent skills/recipes and host execution unread/unrun | mined (one source-derived rule) — current-stage execution, actual quality result and comparable baseline versus lexical callback completion → ascend-performance-analysis; no numerical/backend/performance qualification | out-of-scope — no host-memory mechanism extracted | out-of-scope — progress-file I/O is not storage optimization | out-of-scope — workflow instructions do not establish collective/transport implementation | out-of-scope — agent workflow is not OS scheduling |
| vllm-project/vllm-ascend @ bc8115ed | skill-doc-only (.agents/); version/responsibility routing |
mined — FP8/KV-replication/multimodal adaptation → ascend-model-adaptation |
unknown — runtime host logic not in sparse checkout | mined — FP8 paired-tensor loading pattern → ascend-model-adaptation (Configure cell); runtime loader not in checkout |
unknown | mined — Dockerfile thread/env ship defaults → os-process-placement (historical defaults only) |
vllm-project/vllm @ 7f730b4cea9a66520a9200265928ebe016b48a39 (Apache-2.0) |
Dot bundle-mediated; scheduler.py admission/budgets/preemption/deferred frees and connector v1/base.py contracts/consumers; concrete connector, worker, cache-manager internals, config schema and tests unread |
mined — independent admission budgets and async-KV readiness → diagnose-vllm-admission-pressure; completion/retention/failure ownership → audit-vllm-kv-lifetimes; conditional proposals and unrun verification only |
out-of-scope — device KV is not host RAM | out-of-scope — external-hit API establishes no physical tier | out-of-scope — connector contract is not transport implementation | out-of-scope — engine scheduling is not OS priority control |
vllm-project/vllm-ascend @ 8a8e1e05ecb64a30804c99c8f362909f9a0cb5bf (Apache-2.0; separate runtime pin) |
Dot bundle-mediated; compilation/acl_graph.py, pinned graph-mode guide and selected test_acl_graph.py cases; tests inspected by supplier, not run; caller/ENPU ordering and helpers untraced; native single-tier spec/worker, registration and DMA binding read directly (seven-file ledger); external vLLM dependencies unpinned; separate model-adapter routing |
mined — effective dispatch, caller-owned stable inputs, branch-specific replay/update order and capture-resource failures → ascend-aclgraph-capture-replay; separate from the older skill-doc pin |
mined — normal event-query-gated CPU descriptor-pool ownership and wait/recycle distinction → host-memory-management; source candidate, native tests not run; shared/tiering and allocator behavior excluded | out-of-scope | out-of-scope — offloader synchronization is not network evidence | out-of-scope — ACLGraph runtime supplies no new OS-control evidence; older Dockerfile/thread-env defaults remain scoped to bc8115ed |
Ascend/pytorch (TorchNPU) @ 67511c53cd4c88014f6123de7097677e60e85faa (upstream attribution notices retained in source notes) |
Dot bundle-mediated; device/host allocators and bounded copy/record-stream/config/stats/binding/test paths in linked ledgers; underlying ATen host allocator and broader capture/IPC/driver behavior unread | mined — stream-use lifetime versus ordering, HBM counters/fragmentation and feature-gated controls → torchnpu-device-memory-lifecycle; tests unrun |
mined — owned/external pinned buffers, host-specific counters, default/expandable paths and unresolved registration-version warning → torchnpu-pinned-host-memory-lifecycle; tests unrun |
out-of-scope | out-of-scope — H2D/D2H, registration and IPC are not network coverage | out-of-scope — no OS-priority implementation |
Dao-AILab/causal-conv1d @ cd81f0413cad2fc1e6f17e785ac39f59aae690cd (BSD-3-Clause) |
Bounded source distillation, 2026-10-27; 10 retained files / 119,136 bytes matched to Git blobs; forward/update wrappers, compiled gates, selected packed/state branches, CUDA build/binding paths and test intent; readset/notice | mined (narrow) — forward versus in-place update, dtype/layout/packed history, gathered state rows and circular cursors; build targets versus observed dispatch → kernel-writing-guide; native/integration/numerical/performance not_run; sm_89 compatibility unqualified | out-of-scope — device convolution state is not host RAM | out-of-scope — wheel retrieval is not storage optimization | out-of-scope — no transport implementation extracted | out-of-scope — request-state ownership is not OS scheduling |
mindspore-ai/akg @ 5aa15f3fe4d856eb60cd3b27447e04f5f1fb4dff (Apache-2.0) |
Earlier discovery retained; 2026-10-23 bounded AKG-MLIR CUDA Affine tiling pass/options/pipeline/driver and one static elementwise FileCheck fixture; readset | mined (narrow) — target/option/loop gates, full point-loop bounds and guarded body placement → kernel-writing-guide; compiler/device execution and gains unverified; no Ascend qualification | unknown — host implementation not extracted | negative — scanned 2026-10-15, no LLM storage material (carried finding, not rescanned) | unknown — transport not extracted | negative — 2026-10-15 OS scan: identifier false-positives only (carried finding, not rescanned) |
| mindie-agent/mindie-agent @ 6a81b41 | full | out-of-scope — agent tooling, not serving performance | out-of-scope | mined (narrow) — logical-vs-physical I/O + cache-flush measurement caveat → weight-loading-optimization |
out-of-scope | out-of-scope |
| hahnyuan/LLM-Viewer @ 1893e4b | full | mined — roofline model + hardware params → performance-ceiling-analysis (L1) |
out-of-scope | out-of-scope | out-of-scope | out-of-scope |
| ebugger/Empirical-Roofline-Toolkit @ 0771fa9 | full | mined — empirical roofline method → performance-ceiling-analysis (L2) |
out-of-scope | out-of-scope | out-of-scope | out-of-scope |
| foundation-model-stack/fastsafetensors @ 219e256 | full (shallow pin, wave 5) | out-of-scope — loading/collective delivery only | mined (partial) — pinned bounce-buffer staging, reader NUMA binding → weight-loading-optimization §7 |
mined — loading I/O mechanics (no-mmap design, bounce reader, GDS, readiness overlap, partial reads, static planner) + measurement protocol → weight-loading-optimization §7; wave-6 approved saver.py semantics → §8 (carried evidence; not re-mined this wave) |
mined (source-only) — file owner → whole-tensor broadcast / TP scatter; PyTorch coalesced-run selection, readiness, storage ownership and early close → weight-loading-optimization §9; full-pin readset; local copies excluded, transport/performance unverified |
mined (narrow) — reader worker NUMA binding + O_DIRECT per-filesystem policy → weight-loading-optimization §7 |
| LMCache/LMCache @ c3b875a | full (shallow pin, wave 5) | out-of-scope — approved scope was CPU/local-storage KV management | mined — L1 DRAM tier, admission dial, watermark eviction, multi-L1 overflow → kv-tier-management |
mined — L2 local adapters (fs/nixl/raw_block/dax), serde capacity lever, persist/recover → kv-tier-management |
out-of-scope — remote adapters noted only | mined (narrow) — MP process/thread concurrency model (isolation, client-affinity pools, TTL locks) → kv-tier-management |
sgl-project/sglang @ df13d5dce31abfeff0e701a62e8c39a136758e6c (Apache-2.0; independent diffusion supplement) |
Bounded multimodal_gen monolithic client/scheduler/worker, composed pipeline and stage/component-use call chain; readset; supplier checked one selected blob, not whole tree | mined — stage/use readiness, retention and executor rank boundaries → audit-sglang-diffusion-lifetimes; native tests not run | mined — host request/job/scheduler-object and finalizer lifetimes only; device memory is not RAM | out-of-scope — output-file API is not storage-I/O intelligence | out-of-scope — H2D/IPC and barrier declarations do not qualify network transport | out-of-scope — engine queues are not OS scheduling |
ggml-org/llama.cpp @ 3e390af18de1131dda27913c00511725b4274c8a (MIT; loading/host snapshot) |
full (shallow pin, wave 5); owner scope/pin map; static inspection 2026-10-22 carried | out-of-scope — approved scope was loading modes and host placement | mined — mmap/mlock residency, lazy tensors, host weight placement (--cpu-moe family), KV host offload → weight-loading-optimization §6 |
mined — loading modes (mmap/mlock/dio/lazy), page-cache interactions, fit-probe bypass → weight-loading-optimization §6 |
out-of-scope | mined — NUMA modes (distribute/isolate/numactl), gen-vs-batch thread/affinity splits, numa_balancing rule → os-process-placement |
ggml-org/llama.cpp @ 707616feb5f379e99ff7442680a55b4a1704c7c9 (MIT; separate runtime snapshot, static inspection 2026-10-21 carried) |
Owner scope/pin map; reading bundle; bounded context/memory/graph/scheduler and server task/slot call path; native assertions inspected, not run; all model builders, memory variants and backend kernels/capture caches not audited | mined — partial-ubatch progress, topology/input graph-reuse gates and backend copy/event obligations → audit-llama-runtime-state; actual backend execution unverified |
mined (narrow) — host-owned task/result waiters and slot prompt-token bookkeeping; stateful retention versus cancellation; device KV is not host RAM | out-of-scope — older loading owner/pin retained | out-of-scope — scheduler copies do not establish network/RPC coverage | out-of-scope — no new placement or OS controls |
| axboe/fio @ acb7a302 | pack-mediated (wave 6; HOWTO.rst targeted sections + examples/aio-read.fio) |
out-of-scope | located-not-mined — cache-state and run-shape material partially feeds the ledger/run-classification rules | mined — workload matching, requested-vs-achieved depth, cache-state ledger, run-shape classification, output schema/units → storage-io-measurement |
out-of-scope | out-of-scope |
| sysstat/sysstat @ efd0c445 | pack-mediated (wave 6; man/iostat.in, man/pidstat.1) |
out-of-scope | mined (narrow) — per-process I/O/fault attribution caveats → storage-io-measurement §8 |
mined — per-device attribution, saturation guards (%util/%iowait) → storage-io-measurement §6-7 |
out-of-scope | mined (narrow) — CPU-side scheduling-pressure vs disk-hypothesis rules (%wait, context switches) → storage-io-measurement §8 |
Linux cgroup v2 docs — kernel.org live 2026-10-15 (revision unidentified) + v6.12 cgroup-v2.rst (reproducible baseline) |
pack-mediated (wave 6; core/CPU/Memory/IO/Cpuset interface sections) | out-of-scope | mined — memory pressure/events triage, high/low/max semantics → cgroup-resource-controls |
mined (conditional) — io.max caps gated on confirmed block-backed traffic → cgroup-resource-controls |
out-of-scope | mined — cpu.max/weight quota-vs-contention (cpu.stat vs .local), requested/effective cpuset, hierarchy/delegation preflight → cgroup-resource-controls |
cann/oam-tools @ 8440935f (!302 import; later master f3cf4115 labeled [V2], never merged into !302 claims) |
pack-mediated (wave 6; cann-perf-breakdown, cann-multistream-optimize, cann-npu-perfanalysis + selected references/scripts). Lineage: jinyingqi/* originals → !302 import — one lineage, not independent corroboration; original SHAs/byte equivalence unverified |
mined — representative-step selection, code_ref source ownership, attribution-aware diagnosis, dependency DAG (data/state/event/collective_order), bounded overlap, correctness-first acceptance, metric separation, device-memory domain qualification → cann-attribution-overlap |
out-of-scope (host RAM not established; device HBM/UB evidence must not fill the RAM row) | out-of-scope | mined — exposed-communication diagnosis, wait pollution, evidence-gated compute/comm overlap → cann-attribution-overlap |
mined (bridge only) — host-event coverage of device bubbles, uncertainty-aware → cann-attribution-overlap |
C1 / DCP async-save-only approval — pytorch/pytorch @ 7d239835e773c91689eb298692097f4a3340491f; live async recipe retrieved 2026-10-15 |
state_dict_saver.py async path, staging.py, directly called _state_dict_stager.py, _async_thread_executor.py, filesystem.py staging/finalization; BSD-style implementation license |
mined — training-visible staging pause/mutation boundary → dcp-async-save-performance; no NPU qualification |
mined — separate staging/upload futures, cached pinned CPU buffers, reuse only after prior upload, CPU/RAM contention | mined — bounded in-flight saves and upload timing, writer-specific completion/durability distinction; no distributed restore audit | out-of-scope — D2H and same-host IPC are not network coverage | mined (narrow) — background-worker contention and caller-owned stager cleanup; no OS scheduling changes |
B1 / NVIDIA DALI @ 6fe47c48d3b0ca335f5e1afd3c77c750b2c7e041 (Apache-2.0) |
pipeline.py constructor/API, executor_statistics, queue deserialization; Python surface only |
mined — CPU/GPU stage overlap and executor-mode gates → training-input-pipeline |
mined — queue/buffer sizing and per-output real/reserved memory statistics; legacy stats require exec_dynamic=False |
out-of-scope | out-of-scope — host/device copies and local buffers are not network evidence | out-of-scope |
B2 / Mosaic Streaming @ d99bf9c7cdf2dd4ed62a4960ed35270b93337a5f (Apache-2.0) |
dataset.py configuration, cache admission/eviction, prepare/ready/yield loops |
out-of-scope | mined — per-worker sample look-ahead versus memory/cache budget → training-input-pipeline |
mined — raw+compressed shard admission, cache minimum and LRU/redownload trade-off | mined — remote dataset download look-ahead/cache-churn decisions only; no collective optimization | out-of-scope |
B3 / FFCV @ 3a12966b3afe3a81733a732e633317d747bfaac7 (Apache-2.0; historical 2024 pin) |
loader.py configuration/manager selection, complete os_cache.py; process-cache algorithm not read |
out-of-scope | mined — dataset-fits-RAM versus process cache, batches-ahead buffers → training-input-pipeline |
mined — read-only mmap and documented quasi-random read-locality choice; .beton required |
out-of-scope | mined — cache ownership and traversal configuration; distributed QUASI_RANDOM excluded, current compatibility unverified |
C3 / DLRover FlashCheckpoint @ e35b1ad90e2928ca6bacf5d22117f713566c5cb0 (Apache-2.0) |
DDP/full engine → common-directory saver → POSIX storage; full/sharded CPU/Gloo replicas and restore consumer; readset | located-not-mined — HCCL device branch observed; NPU compatibility not validated | mined — memory readiness/step gates and replica byte/metadata ownership → checkpoint-recovery-consistency; restored values unverified |
mined — queued save versus shard/done/tracker completion; serializer/synchronization boundaries, no durability proof | mined — actual full/sharded Gloo byte/metadata paths and world-position groups; gather/consumer correctness and throughput unverified | mined — worker versus helper/host lifetime; fallback daemon cannot persist after parent exits |
C4 / NVIDIA Resiliency Extension @ 49af0b03f14550d36a60dcfebd573848b5fd8435 (Apache-2.0 source headers; Megatron-Core lineage) |
local base_manager.py complete-iteration selection/save/finalizer and local_manager.py dirty/final file lifecycle |
mined (contract only) — CUDA D2H synchronized before async request returns; no NPU qualification | mined — snapshot/replica lifetime constraints → checkpoint-recovery-consistency |
mined — clean/dirty publication, complete-rank generation selection and incomplete-save rejection; no power-loss proof | mined — all-rank availability/finalization and replica failure domains, not transport throughput | out-of-scope |
CR1 / DeepSpeed ZeRO-Infinity @ 5f266e26d216a705d9c64cac88fb813cefdbac4b (Apache-2.0) |
complete short offload_config.py, official ZeRO-3 live offload-field docs; no runtime/checkpoint audit |
mined — parameter stage-3 and optimizer stage-1/2/3 boundaries → training-resource-budget |
mined — CPU optimizer budget, pinned RAM, element-count residency and gated core share | mined — NVMe buffer pools and tiled read/compute/write overlap intent; buffer-size units unresolved in approved excerpt | out-of-scope — CPU/device transfer is not network coverage | mined — CPU resource-budget qualification; no privileged changes |
CR5 / Ascend MindSpeed adaptive memory — historical core_r0.8.0 document @ 53193db8bf5def407c4041a9beb3f4c9e9773daf (root default BSD-3-Clause terms; identified file exceptions) |
2026-10-15 document inspection retained; 2026-10-30 pinned readset: feature guard, allocator/callback, saved-storage rescue, wrapper and affinity branch | mined (historical source candidate) — spare-memory/recompute/swap decision and effective selection → training-resource-budget; changed-layer comparison rejected as controlled gain |
mined — eligible shared-storage CPU rescue/return and allocator prerequisites; no whole-model validation | out-of-scope | out-of-scope — NPU/CPU copies not network evidence | mined (historical conditions) — validation versus dispatch exclusions; 910A/910B binding, topology/tools and CPU-share assumptions; no current compatibility claim |
InferMatrixLab/vllm-rlt (legacy ThinkFlowLab/vllm-rlt) @ 4a350344027960a48384626aa646f1765fda6d4f (root Apache-2.0; model attribution in NOTICE) |
Bounded manager/runner/scheduler/Ouro/host-metadata/Torch-consumer chain; candidate, source map, construction/cases; historical intake retained | source-guidance — synchronous LAST_EXITED copying versus SHARED, written-prefix validity, later deeper attention and normal release/wait/free; candidate, native runtime and efficacy not_run | out-of-scope — host bookkeeping does not establish host-RAM coverage | out-of-scope — no storage mechanism extracted | out-of-scope — local tensor copies; no transport mechanism extracted | out-of-scope — no OS mechanism extracted |
vllm-project/afd-plugin @ df8d6a0c403c3ca1b4ed9cf1687e7204908bebec (Apache-2.0 selected Python readset; retained MIT CAM subset notice) |
Fixed-pin topology/factory/runner/metadata/DeepSeek dense proxy and P2pNccl reads; full ledger; historical intake retained | mined (bounded source-only candidate) — role/world/subgroup rank ledger and eager dense-FFN per-stage/per-peer payload ownership → audit-afd-p2p-exchanges; native/backend/model validation not_run | out-of-scope — no host-memory mechanism extracted | out-of-scope — no storage mechanism extracted | source call chain mined — actual NCCL-backed send/recv consumer identified; underlying completion, graph and multi-host/physical transport unqualified; no Network coverage credit | out-of-scope — no OS mechanism extracted |
Wave-8 implementation provenance (Dot bundles integrated 2026-10-15): admission, KV lifetimes, ACLGraph, device HBM, pinned host RAM. These preserve the supplier's 2026-10-15 code/docs inspection; upstream reads were not repeated locally. F denotes pinned behavior or an identified contract; P denotes an unvalidated procedure. The three source pins are independent, not a tested dependency set. This batch extracts no paper-derived mechanism; papers linked by discovery material remain unmined, with no coverage credit.
Home-repo note: InferMatrixLab/InferRSI @ 4c8e128 is the scaffold this branch lives
in (evidence/claim discipline, benchmark hygiene, RunSpec) — not an external
mining source. The local sibling clone at codex/skill-eval-bootstrap
(82218b4) is a different fork lineage; see §2.
The compiler/checkpoint scope map
links the f15b476814ebc5eade36fb40512e379ebf79dd60 technical-document dependency
card with the separately inspected 7d239835e773c91689eb298692097f4a3340491f
DCP implementation readset and its independently retrieved live recipe.
It preserves document versus implementation evidence, source/recipe dates and
attribution, and different mutation, completion and measurement boundaries.
The two sources do not establish a tested combined runtime stack.
The source and shared-assumption map
connects the historical f33e0e5fd skill-document row to the separately pinned
c9b18eefa731dc59b0091bdfff6d890aa9d1e98e PD/KV-transfer peer card.
It distinguishes startup and request-time denominators, local H2D and network
transport, and the workload/layout/resource controls needed for a PD comparison.
Original prefix precision, missing methodology inspection dates, mixed-source
attribution, owner readsets and candidate/imported limits remain unchanged.
Use the existing engine/scheduler/KV responsibility map
to distinguish the 2521446ac8c92937b5a32b7dc2a84ef7fa8e99c5 engine guide
(inspection 2026-10-14) from the 7f730b4cea9a66520a9200265928ebe016b48a39
admission and connector-lifetime ledgers (supplier inspection 2026-10-15).
The existing source rows and paper inventories keep their own evidence scope;
navigation does not repeat an upstream inspection or qualify concrete
worker/connector conformance, cross-pin compatibility or a physical transport.
mined below means scoped extraction into the linked candidate artifacts;
the evidence column distinguishes retained packs from direct public-paper reads.
Readsets preserve exact sections, equations, tables, source hashes where supplied,
metric denominators and unreported limitations. Versions are paper identities,
not fabricated implementation SHAs or a version-matched runtime stack.
| Original source / version | Inspected scope and local evidence | Mechanism / consumer | Evidence limits |
|---|---|---|---|
| Vidur — 2405.05465v2 | A readset; §§3–7, A.1–A.2 | mined — operator/queue model calibration and joint-SLO shortlist → calibrate-serving-simulation, ceiling analysis | Empirical prediction, not physical bound; near-capacity CPU overhead and 12.65% maximum error in the specified appendix case; no current runtime calibration |
| Mooncake — FAST '25 proceedings, pp. 155-170 | Direct public-paper read, retained qualification 2026-10-31; source condition and readset, §2.2, Table 1, Eqs. 1-2 | mined — conditional prefix-KV transfer versus saved-prefill-work comparison → performance-ceiling-analysis |
Analytical gate only; current inputs and E2E benefit unverified. SSD mechanics excluded. Original transfer-gates extraction history remains positive; missing synthesis novelty UNKNOWN. Raw-paper redistribution permission UNKNOWN. |
| FlexGen — ICML 2023 / PMLR 202:31094–31116, official ten-author edition | Direct scoped public-paper qualification, 2026-10-31; condition, exact digest and readset, §§3–4.3 and selected Appendix A.3 formulas; Figures 1–3, Algorithm 1, Eq. 1, Tables 2–3 | mined — joint weights/KV/activation placement, resident plus working-storage peaks and offline latency/throughput conditions → performance-ceiling-analysis |
Source-derived candidate; empirical not_run. Perfect-overlap fitted model, relaxed-placement OOM and unresolved bls < 20 versus 32 × 8 wording retained; no current runtime, quality or gain qualification. Attributed CC BY 4.0 synthesis; missing-archive novelty UNKNOWN. |
| Orca — OSDI 2022 proceedings | Exact readset; §§3–6, Algorithm 1 | mined — iteration eligibility, selective batching, FCFS/reservation → assess-serving-preemption | Historical engine/harness and normalized-median denominators; not present vLLM behavior or fairness proof |
| Sarathi-Serve — OSDI 2024 proceedings, pp. 117–134 | Fresh official-edition grounding, 2026-10-30; full text and artifact appendix; §§4.1–4.3, §5 setup, Figures 9/14 and Table 4 checked for the case record | mined — decode/partial-prefill/new-request token accounting and chunk-cost tradeoffs → one optimization-search-policy case | Source-derived candidate; empirical not_run. Combined design has worse P50 TTFT than hybrid-only in both Table 4 traces; no current-engine, universal-budget or fairness claim. Raw source reuse rights UNKNOWN; no archive recovery or novelty over unavailable supplier synthesis claimed. |
| FastServe — 2305.05920v3 | Exact readset | mined — service priority, promotion and suspended-state host residency → serving-preemption candidate | Aggregate tail improvement is not tenant fairness; same-engine contrast distinct from historical-vLLM comparison |
| Llumnix — 2406.03243v1 | Exact readset | mined — replica migration, virtual headroom, pre-copy/downtime and host staging → evaluate-elastic-serving-placement | Virtual headroom is not physical capacity; normal-class cost and evaluated-artifact fault-tolerance limit retained |
| LoongServe — 2404.09526v2 | Exact readset | mined — elastic sequence groups, phase-dependent state placement and ongoing attention communication → elastic-placement candidate | Distributed device KV is not host RAM; group transitions have different migration costs; no current engine/NPU claim |
| ZeRO-Offload — 2101.06840v1 | C readset, ZO1–ZO3 mechanisms | mined — CPU optimizer ownership, update/return pipeline and separately gated delayed updates → training-resource-budget | Restricted graph-cut model; Table 1 discrepancy; delayed updates change semantics; not the DeepSpeed config pin |
| Checkmate — 1910.02653v3 | C readset, CM1–CM2 | mined — event-level retain/recompute and dependency versus capacity feasibility → plan-activation-residency | Static-cost model and rounded-plan limits; activation rematerialization is not recovery checkpointing |
| OLLA — 2210.12924v2 | C readset, OL1–OL2 | mined — lifetime shortening and static address packing → activation-residency candidate | Device address placement is not host/SSD tiering; runtime amortization estimate is not measured E2E gain |
| Alpa — 2201.12023v3 | C readset, AL1–AL2 | mined — stage/mesh/sharding and cross-mesh resharding → choose-parallel-training-plan | Conditional hierarchical plan, not global optimum; intra-op compute simplification does not describe all stage costs |
| Zero Bubble — 2401.10241v1 | C readset, ZB1–ZB3 | mined — split input/weight gradients, activation caps, V schedules and optimizer rollback → assess-split-backward-schedule | Calculated bubbles versus measured throughput; activation cap versus total HBM; rollback is distinct from stale updates |
| FlashAttention — 2205.14135v2 | D readset and mechanisms | mined — online statistics, tiled IO and backward recomputation → diagnose-attention-bottlenecks | Scoped dense exact-attention/fast-memory assumptions; operation mix can change after IO reduction |
| FlashAttention-2 — 2307.08691v1 | Same D readset | mined — non-matmul work, output ownership and independent query tiles → attention diagnosis | Combined interventions are not isolated causal ablations; Accelerator only |
| FlashAttention-3 — 2407.08608v2 | Same D readset; author-reported cases | mined — async dependencies, compiler/register trade-offs and FP8 layout/accuracy → attention diagnosis | Hopper primitives establish no Ascend support; synthetic accuracy is not model-quality validation |
FlashVector's host materialization/assembly and Agentic Kernel Optimization's regime-specific kernel cases are cross-links to the same source identities in §2 below, not independent corroboration. B/C decision cases are hypothetical; D experiments are author-reported. No new SSD or OS mechanism is credited from A–F; Network links require actual inter-node state/collective transfer.
Missing foundation input: the approved earlier archive
omnirsi-paper-intelligence-2026-10-15.zip (ZeRO-Infinity, FlexGen, Sarathi-Serve,
DistServe, PagedAttention, Mooncake) is referenced by the packs but absent from
the supplied local directory. Its six-paper extraction and standalone candidates
are not imported or counted here. Existing DeepSpeed configuration evidence and
Mooncake transport discovery are not substitutes for those paper readsets.
The separate public-source Mooncake condition above does not recover that archive
or import its earlier standalone candidate.
The separate public-source FlexGen reference above also leaves the foundation archive and its supplier synthesis unavailable; it neither imports that synthesis nor establishes novelty against its unseen text.
The separate Sarathi-Serve case above uses a freshly pinned official edition; it does not recover or import that archive or its supplier-authored synthesis.
Separately, the fresh official OSDI 24 DistServe edition is retained in the
phase-placement reference
under optimization-search-policy (candidate, empirical validation not_run).
The 2026-10-30 full-paper qualification and selected visual checks support the
independent-versus-paired-stage feasible sets, joint-SLO per-GPU denominator and
simulation limits; the source record
retains the exact edition, readset and UNKNOWN rights. This source requalification
does not recover the archive, establish novelty over its unseen synthesis or
validate a current serving engine.
- Disk-level storage I/O mechanics (mmap/pinned staging buffers,
shard-parallel loading, fio/iostat/page-cache benchmarking, checkpoint
save/restore I/O, disk-tier offload): zero material in the 8 first-layer
repos listed above, as visible in their checkout coverage (TRT-LLM
.claude/, MindIE-SD.agents/, vllm-ascend.agents/are skill-doc-only sparse checkouts). Queries used: safetensors, mmap, memory_map, pinned, O_DIRECT, posix_fadvise, readahead, page cache, fio, iostat, nvme, startup time, load latency, async save. Recorded 2026-10-15; also embedded insrc/inferrsi/data/skill_library/methods/weight-loading-optimization/SKILL.md. - cgroups / cpuset / isolcpus / nice / ionice / SCHED_FIFO: zero hits in
the same 8 repos and scope.
os-process-placementcovers placement, affinity, thread env, and container flags/ulimits only. - Wave evidence files (grep logs, per-theme verdicts, mechanism extractions) are session-local under the research tmp directory and not committed to this branch.
- Wave-5 approved mining (2026-10-15) closed part of the first negative finding: loading modes and mmap/mlock placement (llama.cpp), pinned-staging parallel-read mechanics and a load-path measurement protocol (fastsafetensors), runtime KV-to-disk tiering (LMCache).
- Wave-6 pack-mediated mining (2026-10-15) closed the rest: checkpoint
save/restore semantics (
weight-loading-optimization§8) and block-device measurement methodology (storage-io-measurement). Pack mediation: the gate owners supplied read-only research packs (fio, sysstat, kernel cgroup-v2 docs, cann/oam-tools); receiving a pack is not mining — extraction into the linked skills happened in this workspace. Pack facts are documentation-level; no benchmarks were run, no caches manipulated, no settings changed. - Approval is scoped per
reference × inspected subject × SearchSpace gap— repository paths, paper sections, documentation versions and expert-case boundaries are recorded rather than treating every reference as a repository.
Role key: history learning · corpus · distillation · evolution · search · evaluation · reference. Methodology references are not scored against the SSD/OS systems columns.
| Reference (upstream @ revision) | Role | Used for | Consumed by |
|---|---|---|---|
| LearningToCommit/LearningToCommit @ 7e5a1d7 | history learning | temporal-split method (train/test cutoff discipline) | repository-evolution-analysis |
| yetone/magpie @ 77800032 | corpus | carried 3,428-commit history and subsystem analysis; not causal proof of speed or automation | repository-evolution-analysis; new coordination case pending Dot delivery and owner review |
| VectorSpaceLab/AREX-Skill @ ac3fe1af | distillation | repo→skill distillation model, artifact lifecycle, refresh/provenance policy | npu-skill-factory |
| microsoft/SkillOpt @ 343db22 | evolution | bounded-edit skill evolution | npu-skill-factory, skill-evolution-playbook, dense-performance-evidence, optimization-search-policy |
| Qwen-Applications/Trace2Skill @ 3d0b52a | evolution | Trace2Skill pool consolidation | skill-evolution-playbook |
| JiusiServe/vllm-evolve @ 43cc82c | search | scheduling-algorithm evolution, search policy | optimization-search-policy, dense-performance-evidence, inference-benchmark-design |
Dong1017/OmniRSI @ codex/skill-eval-bootstrap (82218b4) |
evaluation | skill_distill / skill_eval harness, no_skill/human/distilled contract, Tier A pilot | npu-skill-factory (evaluation contract) |
| InferMatrixLab/InferRSI PR #9 @ 4ad551a9 | reference | skill_library/ layout + knowledge records |
npu-skill-factory (bundle layout) |
| RRSI — arXiv 2609.24972v3 | search; mined via reviewed Pack F | bounded harness proposals; calibrated noise/cost/novelty gates; grouped-ablation limits, replacing the earlier generic constraint summary | optimization-search-policy; exact ledger |
| arXiv 2608.01867 (CRISP) | search | critical-step classification | optimization-search-policy |
A1 / Agent Skills @ 69ef37e9424c0a7ea9dd2293b559e43ec8176379 |
reference; Dot A-approved minimal consumption | Specification frontmatter/body/progressive disclosure and client guide catalog/activation/resource sections directly verified 2026-10-15; format guidance, not an execution permission grant | src/inferrsi/skill_catalog.py, existing CLI/arguments; metadata projection + explicit selection + resource resolution; no installer/router/client configuration |
CR6 / Stas Bekman ML Engineering Open Book @ ee7517e0f562ff0e7d56c3e88c619d0c0c496ba7 (CC BY-SA 4.0 declared by source skill) |
expert methodology | skills/ml-engineering/SKILL.md scoped principles, skills/evaluate-cluster/SKILL.md first 100 lines, targeted performance README MFU/HFU/NUMA/GC sections; scripts identified only, excluded storage/input/recovery lanes not mined |
training-resource-budget + explicitly attributed/share-alike references/stas-decision-notes.md; Accelerator/RAM/Network/OS diagnosis and proposed verification, no local results |
The following paper versions supplement, rather than replace or certify, the
repository pins above. mined means accepted candidate content. Source inspection
is supplier/owner evidence dated 2026-10-15; no methodology efficacy was measured
in InferRSI. These rows do not create hardware coverage merely from experimental
hardware or agent-development activity.
| Original source / version | Inspected scope / source notes | Accepted contribution and consumer | Boundary |
|---|---|---|---|
| Vidur v2 (same identity as §1) | A readset | mined — calibration/queueing uncertainty and constrained shortlist → ceiling/calibration/search | A cross-link, not a second independent source |
| InferenceBench — 2607.20468v1 | Audit, A readset §§1–6, A–G | mined — bounded search, independent timing integrity, incumbent/final-artifact preservation → search policy and benchmark design | Within-vLLM two-hour main comparison differs from per-engine grid; displayed date/ID anomaly unresolved |
| FlashVector — 2609.17391v1 | Audit, §§4–5, Algorithm 1, Tables 1–4 | mined — noise-aware cross-layer redirection, host assembly/materialization, full-stack validation → ceiling/host guidance | Component versus service denominators; Model B SLO inconsistency retained; no Network from gRPC alone |
| Agentic Kernel Optimization — 2608.14560v1 | Audit, main text and A–C | mined — regime dispatch, exactness/timing integrity and stalled-direction correction → search/ceiling cases | PyTorch versus FlashInfer baselines differ; SM utilization versus throughput is unresolved without matched definitions; date anomaly retained |
| Repo-To-Skill — 2609.02749v1 | Ledger, E readset §§2–5, A.1–A.2 | mined — case/knowledge/amendment/new-skill admission and independent verification axes → factory | Task-conditioned benchmark pools are not the entire public library; no AREX execution |
| Learning to Commit — 2603.26664v1 | Ledger, §§1–5 | mined — contrastive historical lesson, scope/contradiction/expiration → repository evolution | Accepted implementation is not a timeless invariant; chronology does not prove every contamination path absent |
| Trace2Skill — 2603.25158v5 | Ledger, E readset §§2–4, A–I | mined — causal error analysis, successful-behavior preservation, consolidation and interaction checks → evolution playbook | Consensus is not acceptance; no universal trace count; code pin not matched to paper |
| SkillOpt — 2605.23904v2 | Ledger, §§3–4, A–C | mined — bounded edits, versioned rejection context and optimizer-memory separation → factory/evolution/evidence | Protocol and cost-denominator discrepancies retained; no automatic promotion |
| Dream-RSI — 2609.14858v2 | F2 ledger | mined — prefix-safe replay and supported actions → search-policy interface knowledge | Replay does not generate unseen branches or prove online improvement; no controller implemented |
| AIDE² — 2609.26457v1 | F3 ledger | mined — inner/private/outer evaluation and solver-versus-improver distinction → evolution/search | Task-solving gains coexist with an inconclusive improver experiment; costs differ by benchmark |
| JitRL — 2601.18510v4 | F4 ledger | mined — candidate-scoring/reward access and finite-memory evidence → adaptation-interface knowledge | Logit/scoring access is a prerequisite, not a Markdown capability; conditional theorem and matched counter-results retained |
Applied owner-review decisions: R1–R6. E-U1 maps to repository evolution; E-U2 to factory admission; E-U3/E-U4 to the evolution playbook; E-U5 to the evidence-cost note. Pack F's semantic amendment is reconciled with search policy, not applied blindly or turned into a new framework. The source packs' integration notes remain historical proposals; the current bodies and these two matrices record their actual destinations.
A1 preserves Dot A's Vercel/OpenCode observations as supplied context only; those clients were not installed, configured or independently runtime-tested. Their version-specific APIs are not advertised as this CLI's behavior. No third matrix or automatic discovery/update layer was added.
Direct wave-7 source readsets and restrictions: inputs B1–B3, recovery C3–C4, cross-resource CR1/CR5/CR6. CR6's adapted note retains named attribution and CC BY-SA 4.0 share-alike; CR5 retains its 2026-10-15 documentation snapshot; the 2026-10-30 bounded source follow-up resolves the historical full pin/default license and selected allocator/wrapper/affinity paths. Current runtime compatibility remains unqualified.
DCP source/version reconciliation, exact links and tutorial snapshot hash:
dcp-async-save-performance/references/sources.md.
The live tutorial and pinned implementation differ on caller-side state-dict
construction and cleanup details; claims follow the inspected implementation.
Approval is save-performance only, not the broader C1 recovery proposal.
Notes:
- Same-name repos are not the same project: InferMatrixLab/InferRSI (upstream scaffold) ≠ Dong1017/OmniRSI (sibling evaluation fork). The two local magpie checkouts share HEAD 77800032.
- Wave-5 additions (fastsafetensors, LMCache, llama.cpp) are systems sources and appear in §1 only, under their approved scopes.
Local records below were inspected on 2026-10-16 after merging upstream main
c13027983b853fee3700de6aabde52b72e61885a. Their source inspections remain carried
at the dates/pins in each record; original repositories/papers were not reread.
That reconciliation added navigation to already imported mechanisms, not new
candidate skills or measured coverage, and left catalog IDs, tiers, languages
and licenses unchanged. The later English-only library update retains the
English procedures linked below.
| Canonical source group | Locally inspected scope / extraction | Canonical material and limits |
|---|---|---|
diffusers / dependency @ efe46a5b177af67c64b3666da8ddddac7ee12163 |
Group/leaf offload and asynchronous prefetch offer different memory-latency tradeoffs; hook compatibility and host allocation must be evaluated. | diffusers.cuda.diffusion.group_offload_transfer_overlap; imported, locally_verified=false; preserve source readset and counter-signals |
flashattention / dependency @ 1fc0221183e799363001394a12dd9e78e15f5dda |
Select an attention generation using its actual GPU, dtype and interface requirements; package names and installation paths are not interchangeable. | flashattention.cuda.attention.generation_specific_dispatch; imported, locally_verified=false; preserve source readset and counter-signals |
flashinfer / dependency @ 3637083a3a3d08538cce60937cd876b17779c6f0 |
Paged attention separates planning from execution; auto dispatch and CUDA graph buffer ownership are part of the reproducibility boundary. | flashinfer.cuda.llm.paged_decode_dispatch; imported, locally_verified=false; preserve source readset and counter-signals |
pytorch / dependency @ f15b476814ebc5eade36fb40512e379ebf79dd60 |
CUDA graph replay can reduce host launch overhead, but shape specialization, pointer stability and output lifetime remain independent constraints. | pytorch.cuda.compiler.cudagraph_shapes_and_lifetimes; imported, locally_verified=false; preserve source readset and counter-signals |
transformers / dependency @ 2126f65b0ab267e113e78a002447fc7094de83d5 |
Dynamic, static, offloaded and quantized KV caches have different contracts; select by workload and API support rather than a universal ranking. | transformers.common.llm.kv_cache_strategy_contracts; imported, locally_verified=false; preserve source readset and counter-signals |
triton / dependency @ 4eda6cc91e86553a2517d1c764ea2967985553ad |
Fuse a bandwidth-bound reduction when its working set fits on chip; choose launch geometry using the compiled resource footprint. | triton.common.kernel.bandwidth_fusion_resource_limits; imported, locally_verified=false; preserve source readset and counter-signals |
cache_dit / peer @ a57c826d3527736a0d1f1b0243d47568c350eb5f |
DBCache skips intermediate transformer work using residual similarity, with computed boundary blocks and warmup controlling approximation. | cache_dit.common.diffusion.residual_cache_calibration; imported, locally_verified=false; preserve source readset and counter-signals |
lmdeploy / peer @ 822dddb8b3bc895eaf6cffb45a5514768e7ecb84 |
KV compression can increase cache capacity yet reduce throughput; distinguish engine-specific quantizers and validate long-context quality. | lmdeploy.cuda.llm.kv_quantization_capacity_cost; imported, locally_verified=false; preserve source readset and counter-signals |
sglang / peer @ f7ad4345b86d147a1c3095a3cebabca9a33ebaa1 |
Move reusable prefix KV across device, host and storage tiers while accounting for sharing scope, layout conversion and prefetch policy. | sglang.cuda.llm.hierarchical_prefix_cache; imported, locally_verified=false; preserve source readset and counter-signals |
tensorrt_llm / peer @ c9b18eefa731dc59b0091bdfff6d890aa9d1e98e |
Separate prefill and decode resources when workload interference dominates the added transfer, queueing and layout-conversion costs. | tensorrt_llm.cuda.llm.prefill_decode_disaggregation; imported, locally_verified=false; preserve source readset and counter-signals |
xdit / peer @ f7c16aa958379a9f0a0302350fe0e1bfcec5f23c |
USP, CFG splitting and PipeFusion have different topology, memory and quality tradeoffs; qualify each before combining them. | xdit.cuda.diffusion.parallelism_freshness_and_topology; imported, locally_verified=false; preserve source readset and counter-signals |
strata / contribution @ 296b59d2f73c8f04a805df29c2fa97655adace78 |
Family geometry, expert residency, CPU/PCIe balance and native engine gates; three existing abstracts inspected | strata.common.llm.architecture_search_space; strata.common.llm.controlled_execution_tuning; strata.common.llm.engine_validation_contract; English source procedures retained, no device/service validation |
vllm / contribution @ 2521446ac8c92937b5a32b7dc2a84ef7fa8e99c5 |
V1 token/KV ownership, bounded serving measurements and extension gates; three existing abstracts inspected | vllm.common.llm.bounded_serving_measurement; vllm.common.llm.extension_correctness_gates; vllm.common.llm.runtime_and_kv_ownership; English source procedures retained, no device/service validation |
sglang / contribution @ 16176278d0180f1a1a578e53e6eef432577876c2 |
Radix/HiCache state, TP/DP/EP and controlled tuning; three existing abstracts inspected | sglang.common.llm.parallelism_and_extension; sglang.common.llm.runtime_radix_hicache; sglang.common.llm.tuning_and_validation; English source procedures retained, no device/service validation |
sglang_omni / contribution @ 2cfb3b67becb437b70751defe37e63d3af4eedb0 |
Stage DAG/process transport, preparation/abort lifecycle and audio quality; three existing abstracts inspected | sglang_omni.common.audio.serving_and_streaming_quality; sglang_omni.common.omni.extension_lifecycle_validation; sglang_omni.common.omni.pipeline_state_and_transport; English source procedures retained, no device/service validation |
vllm_omni / contribution @ 52194f24fa42e14d1c5e096f4bea4dc7f95cffa1 |
Stage/replica ownership, diffusion state/output and streaming audio measurement; three existing abstracts inspected | vllm_omni.common.audio.streaming_serving_measurement; vllm_omni.common.diffusion.step_state_and_output_validation; vllm_omni.common.omni.stage_ownership_and_search; English source procedures retained, no device/service validation |
| Internal Drama3 issue #10 | Recorded continuous-admission versus drain occupancy; diagnostic section inspected, original trace not reread | One reusable case; INCONCLUSIVE campaign, reported artifact hash, no new gain claim |
| Main audio source guidance | Scheduler-step, graph/state/stream ownership, actual dispatch and complete-service limits at the record's source pin | Existing audio record; imported guidance stays unverified |
Rejected-direction extraction reuses the same pinned main source summaries: Qwen B300, Qwen Ascend and Drama3 B300. These are three additional Case bundles, not new source mechanisms, skills, independent corroboration or hardware validation. Each separates recorded disposition from a proposed diagnostic check and retains the source limits.
The knowledge-base contract owns field and mode semantics. Missing early six-paper input stays blocked. Historical reports and A–F readsets, comparisons and cases remain preserved; catalog translation/import does not add independent corroboration or a new source-mechanism count.
Supplement scope only; no new mined coverage or measured cell is credited. The Drama3 NPU readiness supplement maps the RFC-pinned GPU source and existing imported records to a stage/state execution map, a state-correctness contract and a measurement/quality contract.
| Source group | Pin / scope | Lineage note |
|---|---|---|
| david6666666/drama-3-single-b300-inference | 58a1882a4d941f8d21bfce6be37d3d5e7c9fde80; RFC-selected commits only (a6e660cc, ec51ba1e, a7118fb7, 6ff8d808, 33f6d723) and benchmark.py/results; no broad history scan |
External GPU reference engine motivating NPU questions; shares the design family of the existing vllm_omni.cuda.audio.concurrency_scaling_state_and_overlap import (not independent corroboration) |
The supplement links the existing Drama3 B300 rejected-directions case rather than restating it; that case shares this campaign lineage.
The two primary matrices are unchanged in authority; this is a reconciliation
note, not a third inventory. All NPU status for Drama3 remains unverified.
| Source / revision | Inspected scope | Extraction and limits |
|---|---|---|
ml-explore/mlx @ bff10220c742907f0c68e55ff174aaea56f74e3d (MIT) |
ops.cpp::add, Python eval bindings, transforms.cpp::eval_impl, array availability/detach, CPU/Metal/CUDA eval retention paths, selected native test source and build conditions |
lazy-evaluation-stream-lifetimes, with pinned readset: three framework mechanisms; CODE and unexecuted TEST-SOURCE, empirical validation not_run; no model/service/performance or installed-backend qualification |
This framework owner does not implement MLX discovery or claim the separate MLX-LM application/cache layer. The generated abstract is a discovery projection, not an additional source or validated mechanism.
The source and responsibility map
links the original engine guide (52194f24fa42e14d1c5e096f4bea4dc7f95cffa1,
inspected 2026-10-14) and this incremental abort readset
(18c3bd5d2d4323bc7adca1ac3c465c4a53bbfb6e, inspected 2026-10-22).
Follow the validation route
for actual caller, receipt and cleanup questions. Existing readsets and the
three catalog records retain their own source attribution and validation limits.
| Source / revision | Inspected scope | Reuse, extraction and limits |
|---|---|---|
vllm-project/vllm-omni @ 18c3bd5d2d4323bc7adca1ac3c465c4a53bbfb6e (Apache-2.0) |
Engine-base abort/ack APIs, correlated waiter/router, orchestrator companion and logical cleanup, stage-pool partial outputs and queued release; selected upstream test source and test bootstrap | Extend existing omni-validation with three bounded mechanisms and pinned readset. Reuse the original 52194f24... engine guide and catalog ownership; no new skill or parallel database. CODE / TEST-SOURCE only; actual device, connector, model, service and performance not_run. Full duplex/session behavior and native abort guarantees deferred. |
| Source / revision | Inspected scope | Extraction and limits |
|---|---|---|
ml-explore/mlx-lm @ ab7f7048dc341ced2d84b1887eeb17d60b0d1b02 (MIT) |
generate_step/stream_generate, BatchGenerator stage/removal and row filtering, cache factory/KV/BatchKV/LRU prefix paths, selected server model-key/batching/stop branches and native test source |
generation-cache-lifecycle, with pinned readset: three application mechanisms; CODE and unexecuted TEST-SOURCE; empirical validation not_run, no model/service/backend or matched-performance qualification |
MLX-LM owns request/token/cache policy. This source pin does not qualify its compatibility with the separately pinned MLX framework or implement discovery. The generated abstract is a projection, not independent corroboration.
| Source / revision | Inspected scope | Extraction and limits |
|---|---|---|
huggingface/diffusers @ aea7b70be0f594bcdc15a6f2677ee2ca85e49e8e (Apache-2.0) |
FluxPipeline construction/call, register_modules/components/from_pipe, FlowMatchEulerDiscreteScheduler schedule/index/step and Flux interrupt/callback/normal output tail; selected native fixture and dependency declarations | diffusers-invocation-state, with pinned source map: CODE and unexecuted TEST-SOURCE; candidate, empirical validation not_run. The supplied manifest verifies a selected pipeline_utils Git blob, not the full archive tree. No model, concurrent-call, backend or performance qualification. |
The existing Diffusers offload card retains its earlier source pin. This bounded invocation readset does not establish caller serialization, general thread safety or exception cleanup. The generated abstract adds discovery, not corroboration.
For entry selection, use the two-pin responsibility comparison. The offload dependency record retains its 2026-10-15 documentation access; the invocation source map retains its 2026-10-22 archive read. These dates are not refreshed by navigation checks, and normal-tail hooks do not establish offload compatibility or exceptional/asynchronous cleanup.
| Source / revision | Inspected scope | Reuse, extraction and limits |
|---|---|---|
deepseek-ai/DeepInfer @ 8b16149741a4935e1dec8cea27853f273b374c5b (Apache-2.0; direct vendors retain separate licenses) |
Bounded DFlash producer/verification budget, scheduler confidence/round counters, worker ZOS metadata repair, YoCo boundary/full-layout KV, SWA metadata/ring sizing and released serving hooks; selected test/harness source | Two source-derived candidates: verification budget, bounded query replay; reuse host scheduling case and capability audit. Their F labels mean pinned CODE, P means proposed procedure; test/harness reading is not execution. Native/model/device/sampling/quality/performance not_run. |
The source-reading bundle preserves six direct vendor snapshots but omits nine media assets and ten nested gitlinks. Parent-code observations do not certify those dependencies, a build-complete checkout or a complete serving system. The three peer cards summarize related source observations; generated abstracts point to the complete procedures. Neither independently corroborates or promotes the candidate mechanisms.
| Source / revision | Inspected scope | Reuse, extraction and limits |
|---|---|---|
| Issue #60 report, 2026-10-21; eight Git source inventories in the owner metadata | Task/quality/workload separation across text, agentic coding, work agents, TTS, full-duplex interaction and image/video; selected pinned AIPerf/realtime/FDB/video sources rechecked and the current InferRSI metric contract inspected | Extend inference-benchmark-design with task selection and command templates. Candidate guidance; source review and bounded smoke do not qualify all tasks or establish a performance gain. Replay scores, reference parity and task quality retain separate meanings. |
| NVIDIA/NeMo-Speech.cpp @ 20999cc9, inspected 2026-11-01 | Selected cache-aware encoder/config, runner, SDK bounds, endpoint policy, geometry test/CMake and ASR benchmark; complete 14-file readset and Apache-2.0 / parakeet MIT attribution retained in the reference | Extend inference-benchmark-design with cache-aware ASR stream boundaries: first/steady mel geometry and decoded clock, stream-slot reset/reuse, EOU/EOF/reset and model-test SKIP boundaries. Source-derived candidate / empirical not_run; benchmark figures remain author-reported with precision, FE and trial limits. No model/device/quality/long-audio/load/service qualification. |
The three-pin responsibility comparison links the existing LLM engine snapshot, CUDA HiCache peer and bounded diffusion readset. Original contribution access (2026-10-14), HiCache access (2026-10-15) and diffusion archive inspection (2026-10-22) remain separate. This navigation adds no upstream reinspection, common dependency tuple or validation result; source maps, notices and imported/candidate states stay with their owners.
| Source / revision | Inspected scope | Reuse, extraction and limits |
|---|---|---|
antirez/ds4 @ ee7e8405232c8971000cc7ba2b945b00bf6d20d3; AREX-Skill method @ ac3fe1afa80fb9a09775ecfb2b6cc3ba850a2db6 |
Selected SSD budgeting, shared prefill workspace, session/token/image identity, disk KV/tool replay, speculation and topology/test contracts | DwarfStar operating graph with bounded source hashes, bundled request helper and owner-local references. Actual portable create/verify method, not an unexecuted CLI run. Native C adaptation and partial drafting were user-approved. Accelerated/model/physical-distributed/quality/performance verification remains blocked; CPU checks do not establish those claims. Source MIT notice retained; NO_LICENSE is the unauthenticated resolver fallback, not a legal conclusion. |
| Source / revision | Inspected scope | Reuse, extraction and limits |
|---|---|---|
incoai/splash @ 39a97385f8560cf8a93972cec9b0a963c9195250; AREX method @ ac3fe1afa80fb9a09775ecfb2b6cc3ba850a2db6 |
Selected format/memory planning, scheduler/cache/state/persistence, API/security/protocol, DFlash2/ANE/numerical and benchmark contracts | Splash graph with bounded file hashes, three safe offline helpers and retained notices. Actual compatible-agent portable workflow with user-approved native/source-module adaptation. Python checks are not Metal/ANE/model/disk-state or service qualification; required native evidence remains blocked. Source Apache-2.0 and third-party notices are independent of the NO_LICENSE unauthenticated-CLI fallback. |
| Source / revision | Inspected scope | Reuse, extraction and limits |
|---|---|---|
perplexityai/pplx-garden lily/ @ 1ed972ed3f0bd5616c997c9507c25616c63394fc; AREX method @ ac3fe1afa80fb9a09775ecfb2b6cc3ba850a2db6 |
Selected exact architecture/affine packing, Metal ownership, strict API/session prefixes, native-test gating and versioned benchmark methods | Lily graph, bounded hashes, safe offline helpers and Apache-2.0/NOTICE retention. Actual portable native-Rust/Metal adaptation, not a DisCo CLI/model run. Cargo/native/model/quality/performance evidence unavailable; later long-context prefill negatives and runner/report version mismatch are retained. NO_LICENSE is the unauthenticated resolver fallback, not a legal finding. |
| Source / version | Inspected scope | Reuse and limits |
|---|---|---|
| Official https://husky.underdog.ai/; displayed2026-09-20, read2026-10-27; unversioned | Public-page report only; no canonical source repository, implementation revision or retained receipts identified | Document-research candidate, bounded attribution and original verification questions. User-approved AREX-informed document adaptation, not complete repo-to-skill/native verification. Source license UNKNOWN; NO_LICENSE resolver unavailable. No new measured coverage. |
| Source / revision | Inspected scope | Reuse, extraction and limits |
|---|---|---|
loopx-project/loopx @ f094b2cfb2acde7a4a0d4d875bba52f64ac31ba9 (Apache-2.0; original NOTICE and historical MIT text retained) |
Direct bounded source inspection, 2026-10-26: TypeScript run/spend owners, Python adapters and health guidance, selected canonical Todo provider/read seams, direct local accounting transaction/admission dependencies, retired Todo-event guard/document, and named tests; exact bytes and inspected sections in source ledger | mined — existing rsi-evidence owner gains authority/projection distinctions, ordered next-action and local receipt-recovery mechanisms with counterexamples; optimization-search-policy links that owner. Source-derived candidate; empirical not_run, agent efficacy not evaluated. No LoopX installation/execution, external exactly-once, provider hard cost cap, new runtime or hardware/network coverage is established. |
The current readset does not replace RFC #137's historical
a6f28057b49fe03bb234fa6ce1bac5d61df0c58f reference or implement its checkpoint
proposal. Provider storage internals, distributed leases, UI and the complete
controller remain outside this extraction. Reading test assertions and packaging
resources do not reproduce runtime behavior or promote the candidate.
| Source / revision | Inspected scope | Reuse and limits |
|---|---|---|
mw00/project-maya @ 249f9a87d1a9d72bec2b684d704b0aa9296b1c9c, VERSION1.1.34; AREX @ ac3fe1afa80fb9a09775ecfb2b6cc3ba850a2db6 |
Bounded GLM/DS4/MM3 model/residency/state/control and quality/calibration evidence, plus shallow new Qwen dispatch/format/guard/license map | Complete candidate,82-file source inventory, source MIT notices and3 offline helpers. Actual portable native-C++ adaptation with4 original pure host policy tests passed. Required GPU/model/state/vision/quality/service evidence remains blocked; no DisCo CLI/model run or automatic promotion. NO_LICENSE is the actual unavailable gh resolver fallback, not legal absence. |
| Source / revision | Inspected scope | Reuse and limits |
|---|---|---|
vllm-project/vllm-metal @ e7df7a6ff215f99c7842552d230fdbc709835934, package0.32.0; AREX @ ac3fe1afa80fb9a09775ecfb2b6cc3ba850a2db6 |
Selected platform/config/ABI/loading, cache/offload owner-consumer and speculative/deferred/GQA measurement contracts; explicit analysis spans in the readset | Candidate graph, upstream Apache-2.0 notice and3 offline helpers. Installed pure Python API/parser checks only; dependency health failed and required Apple MLX/Metal/MPS/model/quality/service evidence remains blocked. Actual portable workflow adaptation, not DisCo CLI/model or managed import. NO_LICENSE is the actual unauthenticated resolver fallback. |
| Source / revision | Inspected scope | Reuse and limits |
|---|---|---|
EricLBuehler/mistral.rs @ 9459891e7697238225885518119682ac8209a612, workspace 0.9.5; AREX @ ac3fe1afa80fb9a09775ecfb2b6cc3ba850a2db6 |
Selected Rust owner/native MSL consumer/test assertions for decode, prefill and actual-model preparation; bounded readset. Candle 66a8cf184a5a519671454066b1b9efd446ec9f5c is declared lineage, not a full dependency audit |
Candidate graph, root MIT and component Apache-2.0/NOTICE, three offline helpers. Actual portable Rust/source adaptation; no Rust compilation, native Metal/kernel/model/quality/service or efficacy run. Required backend blocked; no DisCo CLI/model or managed import. NO_LICENSE is actual unauthenticated resolver fallback. |
| Source / revision | Inspected scope | Reuse and limits |
|---|---|---|
ml-explore/mlx-swift-lm @ 3d066d3a0ffdc7e70c476a3d31488ea62dfdd0ac; AREX @ ac3fe1afa80fb9a09775ecfb2b6cc3ba850a2db6 |
Selected actual container/mutex/iterator/worker/loop and embedded GatedDelta MSL/host/caller/test contracts; bounded readset. MLX Swift manifest range is not a resolved dependency pin | Candidate graph, retained MIT, two offline support helpers, source-only masked-output parity gap. Actual partial Swift/source adaptation; no compile/original host-control/native/Metal/model/quality/service or efficacy run. Required native blocked; no DisCo CLI/model/managed import. NO_LICENSE is actual unauthenticated resolver fallback. |
| Source / revision | Selected scope | Reuse and boundary |
|---|---|---|
mlc-ai/mlc-llm @ 8978ea9aec626d64096aaa92fbc89bda2e3ea802; TVM gitlink mlc-ai/relax @ 201fa0001c81431ccce05419b442c47779ea917c |
Canonical artifact/task/parameter metadata and consumer boundary; Apple target/export; generic cache lowering/config; actual pinned TVM Metal codegen/module/storage/stream/test assertions. Exact two-owner readset | Candidate graph, both Apache LICENSE/NOTICE owners, three declaration helpers. Opt-in WebLLM manifest is not native ABI support; kind=metal fallback may not run. No original compiled CPU/native/compiler/Metal/model/fit/quality/service or efficacy execution; native blocked. |
| Source / revision | Inspected scope | Reuse, extraction and limits |
|---|---|---|
NVIDIA/flare-local-inference → NVIDIA/local-inference @ bce032c014bae34502ba22d3304fa084d5b40afe (Apache-2.0) |
Bounded source inspection, 2026-10-28: preparation/package documentation, actual ABI/prepared validators and call path, cache/scheduler/worker, offload geometry/index/record/transfer, server test assertions and qualification/provenance; 20-file pin/blob/readset ledger | mined — existing weight-loading preparation owner plus one Flare session candidate: full KV/recurrent/convolution/tail state, cancellation/transfer/fences, five restore-admission outcomes and timing/namespace/cost diagnostics. Research prototype SM120/SM121, GDS deferred; native/model/device/service and efficacy not_run/not evaluated. Root source license does not grant model/dependency rights. |
The redirect preserves the fixed source commit; no ABI/version upgrade is implied. Construction and evaluation plan uses AREX methods with InferRSI's native registration/projections. This does not create a repo runtime descriptor, backend port or measured resource effect.
| Reference (origin @ revision) | Inspected scope | Extraction and remaining limits |
|---|---|---|
xororz/local-dream @ db162df4d9bb6efc6595250423d8df26241f4c27; AREX-Skill @ ac3fe1afa80fb9a09775ecfb2b6cc3ba850a2db6 |
Selected Android backend/host/generation consumers, native dispatch/shared-lock/cancellation/prompt-cache/selected residency, separate core/DiT packaging/ABI and host-test definitions; bounded readset and rights, exact identity ledger. Dependency bodies, full app and guide site excluded | local-dream candidate plus one declaration-only helper. Actual source CC BY-NC 4.0; API NOASSERTION is not permission or relicensing. Android/MNN/QNN/Hexagon/model/media/fit/thermal/service/performance and skill efficacy not_run. No measured resource cell or managed DisCo import. |