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knowledge: distill vllm-metal with portable AREX workflow - #219

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david6666666 merged 4 commits into
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knowledge/vllm-metal
Oct 28, 2026
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david6666666 merged 4 commits into
mainfrom
knowledge/vllm-metal

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@david6666666

@david6666666 david6666666 commented Oct 28, 2026 •

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Governing issue

Refs #218

User-authorized first sequential Metal-engine candidate delivery. h3-metal was canceled and is absent. Other engines remain separate issues/PRs. No engine, policy/workflow changes or unrelated PR #209/#210 acceptance is included.

Delivered

Pinned vllm-project/vllm-metal e7df7a6ff215f99c7842552d230fdbc709835934 (0.32.0):38-file byte readset with explicit analysis spans, upstream Apache-2.0 LICENSE, English root + platform-config/cache-lifecycle/qualification routes, substantive references/troubleshooting,3 bounded offline helpers and10 hard assertion cases. Review reports stay outside the runtime tree.

68 registered roots,104 skill documents and116 catalog records. Both catalog/index and skill-coverage regenerated from published corrected source c7d556434e3c922479455635670a0e9e9d2485ae. Actual AREX portable create→prepare→manual stable-ID coordination→whole-graph integration→verify at ac3fe1afa80fb9a09775ecfb2b6cc3ba850a2db6; not DisCo CLI/model execution or managed DisCo import.

Verified at head1a23

-58 selected original pure config/env/macOS-default assertions passed after graph integration. Files copied byte-for-byte to isolated pytest directory; heavyweight upstream torch/numpy conftest deliberately omitted. Parser/default scope only, not actual macOS/native inference.

  • Corrected head 1a23a54d2ae8272bdc10eb772fd197460ad7dc00:32focused graph/index tests; final serial full suite 1540 passed,10 skipped,154 subtests; Ruff src/tests/tools; both generator checks; recursive license gate4SKILLs: passed.
  • Standard isolated sdist/wheel build, ownenv noneditable reinstall and outside-checkout -I installed checker:116records passed. All23runtime resources byte-identical in final wheel, SHA256 f8acadff59f5c65fb064340e51755941829553d06ac8e5a4c0773e1356101636.
  • Independent read-only reviewer review_vllm_metal_skill approved the bounded candidate at exact1a23 after delta review, no open findings; independently reran32focused tests/index68/coverage/diff checks. This is an attributed content recommendation, not a GitHub APPROVE, native validation or efficacy result.
  • Latest Ready477: all4 full/installed jobs on Python3.10/3.11 SUCCESS. Its checkout log proves tested merge 09b1fb3694ab8dac4597794bb536963d2988d19a has parents current main 57f47bea46f2048321907bd6b192683e3e636311 + this exact head. Python3.10 full run:1591passed,11skipped,183subtests.
  • Main advanced from3f3a289 to57f47be through10 policy/reporting and SkillEval tool/test/docs files only; no skill input/catalog/matrix/package/runtime overlap. Current-base merged CI covers integration; candidate source/review remains unchanged. This assessment does not accept or reopen those unrelated scopes.
  • Current-head knowledge-model-policy success is checked separately before integration. Admission is declaration compliance only.

Failure history retained

Initial f027 Ready run40673959308 failed2tests: license-apply YAML wrapping versus strict single-line description assertion, and missed candidate-state count62→63. All4descriptions restored without weakening the test; both projections refreshed. Initial local full suite additionally failed a watched-tree digest assertion during overlapping activity; unchanged-head isolated rerun passed, and corrected final full suite ran serially with no concurrent build/checkout/collection and passed. No baseline/root-cause claim is invented.

Required gaps and provenance

BLOCKED_REQUIRED_BACKEND: actual Apple MLX/Metal/MPS kernels/model loading, native cache transfer/pending-write/sleep-wake, real worker dispatch/parity, model quality and HTTP service/performance. Candidate remains partial_cpu_only; broad skill efficacy unmeasured. Detailed format/quantization/MoE/DFlash/DSpark/multimodal/diffusion/STT/pooling/LoRA/distributed paths remain bounded routes or explicit long-tail gaps.

Actual installed pure API/signature metadata inspection passed, but its source inspection environment's pip check failed missing inference packages, FastAPI requirement mismatch and unsupported Linux platform. No broad repair/native build attempted. NO_LICENSE is the actual unauthenticated gh resolver fallback, not legal absence; source Apache-2.0 retained independently. No weights/model download, GPU/paid-provider calls, service startup or host/toolchain install.

Git CLI push lacked credentials; supported GitHub object/branch APIs published exact matching trees with existing DCO/actual author trailers, followed by fetch/zero-diff readback. No authentication workaround or permission bypass.

Knowledge authorship

{
  "schema_version": 1,
  "head_sha": "1a23a54d2ae8272bdc10eb772fd197460ad7dc00",
  "human_only": false,
  "material_ai_authors": [
    {"tool":"Codex / author_metal_knowledge","model_id":"gpt-6.1-sol","effort":"xhigh","role":"author"},
    {"tool":"Codex / vllm_cache_route","model_id":"gpt-6.1-sol","effort":"xhigh","role":"author"}
  ]
}

Coordinator authorized normal squash integration after current-head/base/review/CI/admission checks. Issue acceptance/closure and engine/campaign PASS remain separate.

Add bounded platform, cache lifecycle and qualification procedures with source identity, safe support helpers and explicit Apple native gaps.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author_metal_knowledge author)
Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (vllm_cache_route author)
Signed-off-by: WeiQing Chen <530634352@qq.com>
Regenerate both projections from the published bounded source graph.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author_metal_knowledge author)
Signed-off-by: WeiQing Chen <530634352@qq.com>
@github-actions

github-actions Bot commented Oct 28, 2026 •

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Skill evaluation

Advisory: obtain missing evidence

Retained evidence availability: planned / unexecuted. No approval or merge authorization is issued.

  • Retained evidence is planned / unexecuted.
  • No supported comparison cases were selected.
  • Uncovered/unsupported scope needs a case or explicit reviewer disposition.

PLANNED: execution is not authorized by knowing this hash.
Outcomes: {"fix":0,"inconclusive":0,"missing_pair":0,"regression":0,"unchanged_correct":0,"unchanged_incorrect":0}
Earlier revision results are stale for this plan.

Selected comparisons: 0 · Estimated task calls: 0.
Uncovered/unsupported changes: 152. Gaps never count as passes.

Applicable only while these revisions and inputs match the current PR.
Execution requires exact plan, versions and budget approval; not a hard provider token or monetary cap. Cost remains unknown.
Pipeline evidence only; offline fixed outputs do not establish skill efficacy.
Evidence and logs · Retention: 30 days.
Outcomes are historical; verifiable only before Unix time 1795776515 while the linked artifact is available. Expired evidence is unverified.

Plan bindings, budget, frozen exam and advisory details

Unchanged-correct is valid neutral evidence, not incremental benefit.
Content/source review and authorship admission remain separate.
Trusted regrading checks retained answers, not model/hardware provenance or a hostile executor; this is not an efficacy certification.

Per-case outcomes (discovery excluded; regressions and gaps first):

[]

Showing at most 20 of 0 pairs; the evidence link contains all outcomes, including omitted regressions/gaps.

Plan SHA-256: 09d9449aa0c5ae4485cb30221a8e1d036c19de9492acba682f5c8e5371156db6
Base: 3f3a2899d432291f43b74ee8761140032f2eba3f · Head: 1a23a54d2ae8272bdc10eb772fd197460ad7dc00
Trusted implementation: 57f47bea46f2048321907bd6b192683e3e636311

Model/settings: {"effort":"xhigh","name":"gpt-6.1-sol"}
Budget: {"comparisons":0,"estimated_calls":0,"limits_per_comparison":{"campaign_seconds":600,"max_task_calls":2,"repeats":1,"timeout_seconds":180,"token_stop_new_trials":20000}}

Skill Comparison Cases Estimated calls
Uncovered / unsupported paths (152)
  • uncovered: "docs/knowledge-base.md"
  • uncovered: "docs/reference-matrix.md"
  • uncovered: "docs/searchspace-matrix.md"
  • uncovered: "docs/skill-coverage.md"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/README.md"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-aclgraph-capture-replay.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-device-health.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-distributed-parallel.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-graph-mode.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-model-adaptation.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-profiling.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-operator-tuning.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-optimization-casebook.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-performance-analysis.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascend-video-diffusion-optimization.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/ascendc-tiling-design.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/cann-attribution-overlap.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-device-memory-lifecycle.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/ascend/skills/torchnpu-pinned-host-memory-lifecycle.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-serving-preemption.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/assess-split-backward-schedule.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-h3-runtime-residency.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-llama-runtime-state.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-recurrent-kv-finalization.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sd-cpp-residency.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-sglang-diffusion-lifetimes.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/audit-vllm-kv-lifetimes.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/bound-windowed-attention-replay.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/budget-speculative-verification.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/calibrate-serving-simulation.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cgroup-resource-controls.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/checkpoint-recovery-consistency.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/choose-parallel-training-plan.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/cite-check-downstream-pr.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/claim-contract.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/comfy-ui.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/competitor-scan.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dcp-async-save-performance.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dense-performance-evidence.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diagnose-vllm-admission-pressure.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/diffusers-invocation-state.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/draft-acceptance-issue.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/dwarfstar.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/evaluate-elastic-serving-placement.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/generation-cache-lifecycle.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-memory-management.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/host-overhead-optimization.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/husky.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-benchmark-design.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/inference-optimization-casebook.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kernel-writing-guide.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/kv-tier-management.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lazy-evaluation-stream-lifetimes.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/lily.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/npu-skill-factory.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/optimization-search-policy.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/os-process-placement.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/performance-ceiling-analysis.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/plan-activation-residency.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/project-maya.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/repository-evolution-analysis.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/rsi-evidence.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/skill-evolution-playbook.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/splash.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/storage-io-measurement.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-input-pipeline.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/training-resource-budget.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/vllm-metal.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/common/skills/weight-loading-optimization.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/audit-afd-p2p-exchanges.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/diagnose-attention-bottlenecks.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/host-overhead-profiling.json"
  • uncovered: "src/inferrsi/data/repo_packs/inferrsi/knowledge/cuda/skills/reason-hopper-kernels.json"
  • uncovered: "src/inferrsi/data/skill_library/README.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/LICENSE"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/SKILL.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/metadata.json"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/references/repo-provenance.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/references/repo-routing-metadata.json"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/references/scope-and-notices.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/references/source-identity.json"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/cache-lifecycle/SKILL.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/cache-lifecycle/references/cache-and-offload.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/cache-lifecycle/references/helper-contract.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/cache-lifecycle/references/troubleshooting.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/cache-lifecycle/scripts/screen_pool_budget.py"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/platform-config/SKILL.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/platform-config/references/configuration.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/platform-config/references/platform-and-loading.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/platform-config/references/troubleshooting.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/platform-config/scripts/check_environment_plan.py"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/qualification/SKILL.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/qualification/references/dispatch-and-measurement.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/qualification/references/record-schema.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/qualification/references/speculation-and-pipeline.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/qualification/references/troubleshooting.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/vllm-metal/sub-skills/qualification/scripts/summarize_serving_records.py"
  • uncovered: "src/inferrsi/data/skill_library/skill-index.json"
  • uncovered: "tests/check_installed.py"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/final/final-skill-report.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/final/human-review.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/final/publication-checklist.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/integration/backend-plan.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/integration/classification.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/integration/coverage-depth-matrix.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/integration/difficult-case-plan.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/integration/environment-handoff.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/integration/integration-notes.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/integration/long-tail-gap-register.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/integration/native-candidate-map.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/integration/source-script-import-map.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/integration/troubleshooting-coverage-map.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/license-resolution.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/self-refine/iteration-1.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/verification/license-applied.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/verification/native-verification-report.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/verification/source-test-byte-identity.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/reports/verification/verification-report.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/index.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/integration/incomplete-accounting/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/integration/incomplete-accounting/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/integration/incomplete-accounting/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/integration/selector-versus-lazy-native/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/integration/selector-versus-lazy-native/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/integration/selector-versus-lazy-native/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/root/import-is-not-backend/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/root/import-is-not-backend/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/root/import-is-not-backend/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/root/new-feature-depth/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/root/new-feature-depth/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/root/new-feature-depth/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/cache-lifecycle/chunk-floor-shortage/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/cache-lifecycle/chunk-floor-shortage/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/cache-lifecycle/chunk-floor-shortage/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/cache-lifecycle/explicit-cache-and-unsafe-reuse/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/cache-lifecycle/explicit-cache-and-unsafe-reuse/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/cache-lifecycle/explicit-cache-and-unsafe-reuse/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/platform-config/boolean-and-aggregate-errors/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/platform-config/boolean-and-aggregate-errors/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/platform-config/boolean-and-aggregate-errors/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/platform-config/native-abi-and-mps/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/platform-config/native-abi-and-mps/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/platform-config/native-abi-and-mps/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/qualification/deferred-eviction-and-counts/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/qualification/deferred-eviction-and-counts/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/qualification/deferred-eviction-and-counts/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/qualification/hybrid-partial-acceptance/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/qualification/hybrid-partial-acceptance/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/vllm-metal/test-cases/sub-skills/qualification/hybrid-partial-acceptance/user_request.txt"
  • uncovered: "tests/test_skill_index.py"
  • uncovered: "tests/test_skill_library.py"
  • uncovered: "tests/test_vllm_metal_repo_to_skill.py"

Restore single-line frontmatter and account for the added candidate without weakening validation. Retain failed-check history and isolated digest rerun.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author_metal_knowledge author)
Signed-off-by: WeiQing Chen <530634352@qq.com>
Regenerate discovery and coverage for the corrected portable skill inputs.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (author_metal_knowledge author)
Signed-off-by: WeiQing Chen <530634352@qq.com>
@david6666666
david6666666 marked this pull request as ready for review October 28, 2026 10:50
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