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knowledge: distill DwarfStar with portable AREX workflow - #184

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david6666666 merged 5 commits into
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knowledge/dwarfstar-arex
Oct 27, 2026
Merged

david6666666 merged 5 commits into
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knowledge/dwarfstar-arex

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@david6666666 david6666666 commented Oct 27, 2026 •

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Governing issue and scope

Refs #183

User-approved source research, native C adaptation and partial candidate drafting. Final informed candidate admission after these exact validation gaps remains pending; no merge or managed import is authorized by the earlier drafting decision.

Delivered

Self-contained DwarfStar root plus runtime-memory, serving-state and qualification routes; pinned source readset/hashes, MIT notice, offline JSON request helper, AREX planning/verification records and 10 assertion-backed cases. Registry/catalog, the two maintained matrices and packaging/count checks are updated together. AREX portable meta-skills were executed by a compatible agent, not an unexecuted DisCo CLI/model run. No paid model/API/GPU use or weight download.

Base integration

Current main 4817f92121df73fd9cd5fb4a319e3c56a68b4a5b is integrated without force or CI bypass. Its sidecar/case-resource changes are preserved; the projection is regenerated from real source snapshot 3291ffbeab2fe72b217d21c8cac282a4f5348267. A fresh local full-suite check after that integration passed: 1332 tests, 8 skipped, 135 subtests. The tested local tree exactly equals this remote head tree.

CI correction

The first current-base Ready run passed both full-check jobs but failed the two installed-wheel jobs at the stale total-record expectation (108). This PR adds one record, so the exact expectation is corrected to109; no backend or acceptance assertion is weakened. Fresh wheel verification and exact-head CI are being checked.

Actual checks and limits

  • Local Ruff: PASS.
  • Full InferRSI suite on content-equivalent local head: 1332 passed, 8 skipped, 135 subtests. Remote final projection changes only its real source-commit references; final exact-head CI remains authoritative.
  • AREX recursive license gate: valid across all four SKILL.md files; NO_LICENSE warning is the actual unauthenticated-gh fallback, not a legal conclusion. Source MIT/third-party notice independently retained.
  • Native CPU build and both CLI help checks: PASS.
  • Native session-state, synthetic sampling and placement bookkeeping: PASS (placement 114/114).
  • Native TP command case: NATIVE_FAIL, exit134, source line54 exact receive-timeout assertion. A separate socketpair probe requested50ms and observed52ms; this is a bounded host observation, not a test fix. No upstream source or assertion was weakened.
  • BLOCKED_REQUIRED_BACKEND: actual Metal/CUDA/ROCm/model/SSD/recurrent rollback and physical distributed execution. Service quality/performance and skill efficacy unverified. CPU and synthetic assertions do not clear these gates.
  • Two revision-local support-documentation conflicts are preserved rather than silently resolved.

Verification package: tests/fixtures/repo_to_skill/dwarfstar/. Independent read-only review evidence is retained outside the repository. No GitHub review was published: the attempted COMMENT was blocked by the authorization reviewer and is not an APPROVE or final admission. Draft until review and applicable exact-head checks complete; manual candidate-admission decision still required.

Knowledge authorship

{
  "schema_version": 1,
  "head_sha": "4fbc8c40443f6f7e986a37584e144cb0d1fcd3d6",
  "human_only": false,
  "material_ai_authors": [
    {
      "tool": "Codex / approved_arex_author",
      "model_id": "gpt-6.1-sol",
      "effort": "xhigh",
      "role": "author"
    },
    {
      "tool": "Codex / runtime_memory_author",
      "model_id": "gpt-6.1-sol",
      "effort": "xhigh",
      "role": "author"
    },
    {
      "tool": "Codex / serving_state_author",
      "model_id": "gpt-6.1-sol",
      "effort": "xhigh",
      "role": "author"
    },
    {
      "tool": "Codex / qualification_author",
      "model_id": "gpt-6.1-sol",
      "effort": "xhigh",
      "role": "author"
    }
  ]
}

Completion boundary

Merged knowledge is not a campaign PASS, qualified engine backend or accepted performance claim. Issue closure remains separately assessable; this PR uses non-closing Refs.

Distill pinned runtime memory, serving state and qualification contracts; preserve required backend blocks and the native CPU test failure.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (approved_arex_author; author and integrator)
Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (runtime_memory_author; author)
Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (serving_state_author; author)
Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (qualification_author; author)
Signed-off-by: WeiQing Chen <530634352@qq.com>
Regenerate all registered abstracts from the committed source graph and registry.

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

github-actions Bot commented Oct 27, 2026 •

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Skill evaluation

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: 125. Gaps never count as passes.

Applicable only while these revisions and inputs match the current PR.
Execution requires exact plan, versions and budget approval; a hash alone does not authorize it.
Token usage stops new trials; it is not a hard provider token or monetary cap.
Cost remains unknown.

Evidence and logs · Retention: 30 days.
Outcomes are historical; verifiable only before Unix time 1795689344 while the linked artifact is available. Expired evidence is unverified.

Pipeline evidence only; offline fixed outputs do not establish skill efficacy.

Plan bindings, budget and frozen exam

Plan SHA-256: c7fbb9c34ad38971918a723a79f3226d909b9a9cedff29e547878537a43c24ef
Base: 4817f92121df73fd9cd5fb4a319e3c56a68b4a5b · Head: 4fbc8c40443f6f7e986a37584e144cb0d1fcd3d6
Trusted implementation: 4817f92121df73fd9cd5fb4a319e3c56a68b4a5b

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 (125)
  • uncovered: "docs/knowledge-base.md"
  • uncovered: "docs/reference-matrix.md"
  • uncovered: "docs/searchspace-matrix.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/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-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/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/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/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/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/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/dwarfstar/LICENSE"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/SKILL.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/metadata.json"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/references/repo-provenance.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/references/repo-routing-metadata.json"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/references/source-identity.json"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/scripts/request_template.py"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/qualification/SKILL.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/qualification/references/troubleshooting.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/qualification/references/verification-contract.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/runtime-memory/SKILL.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/runtime-memory/references/memory-ledger.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/runtime-memory/references/troubleshooting.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/serving-state/SKILL.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/serving-state/references/state-contracts.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/dwarfstar/sub-skills/serving-state/references/troubleshooting.md"
  • uncovered: "src/inferrsi/data/skill_library/skill-index.json"
  • uncovered: "tests/check_installed.py"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/reports/final/final-skill-report.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/reports/integration/integration-notes.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/reports/integration/plan.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/reports/license-resolution.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/reports/self-refine/evals.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/reports/self-refine/iteration-1.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/reports/verification/native-verification-report.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/index.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/integration/image-tool-prefix-after-restart/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/integration/image-tool-prefix-after-restart/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/integration/image-tool-prefix-after-restart/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/integration/ssd-cache-session-budget-and-quality/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/integration/ssd-cache-session-budget-and-quality/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/integration/ssd-cache-session-budget-and-quality/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/root/offline-request/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/root/offline-request/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/root/offline-request/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/qualification/checkpoint-matched-control/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/qualification/checkpoint-matched-control/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/qualification/checkpoint-matched-control/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/qualification/opportunistic-is-not-exact-sampling/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/qualification/opportunistic-is-not-exact-sampling/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/qualification/opportunistic-is-not-exact-sampling/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/qualification/parser-test-is-not-physical-tp/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/qualification/parser-test-is-not-physical-tp/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/qualification/parser-test-is-not-physical-tp/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/runtime-memory/expert-cache-is-not-total-memory/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/runtime-memory/expert-cache-is-not-total-memory/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/runtime-memory/expert-cache-is-not-total-memory/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/runtime-memory/presence-switches-and-model-specific-streaming/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/runtime-memory/presence-switches-and-model-specific-streaming/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/runtime-memory/presence-switches-and-model-specific-streaming/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/serving-state/disk-key-versus-token-state/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/serving-state/disk-key-versus-token-state/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/serving-state/disk-key-versus-token-state/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/serving-state/same-text-changed-image/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/serving-state/same-text-changed-image/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/dwarfstar/test-cases/sub-skills/serving-state/same-text-changed-image/user_request.txt"
  • uncovered: "tests/test_repo_to_skill.py"
  • uncovered: "tests/test_skill_index.py"
  • uncovered: "tests/test_skill_library.py"

Preserve current main sidecar and case-resource ownership; omit the new empty references default. Projection is regenerated separately from this source snapshot.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (approved_arex_author; integration)
Signed-off-by: WeiQing Chen <530634352@qq.com>
Regenerate all registered abstracts from the current committed source snapshot; preserve current-main sidecar and case resource contracts.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (approved_arex_author; generated catalog integration)
Signed-off-by: WeiQing Chen <530634352@qq.com>
Keep exact installation coverage at the increased total, without changing acceptance or backend assertions.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (approved_arex_author; validation fix)
Signed-off-by: WeiQing Chen <530634352@qq.com>

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Scoped early draft review at 4fbc8c4, base 4817f92, within #183's explicitly partial delivery scope: no verified actionable defect found in the inspected root/subskill guidance, source spot-checks, offline helper/tests, retained reports and packaging projections. Existing generated records only refresh source identities/hashes in the inspected delta.

Ready CI 40489633354 passes full-check and installed-package jobs on Python 3.10/3.11. That establishes software/package checks, not native qualification. The planning-only Skill Eval record has zero comparisons and 125 uncovered paths; it is not efficacy evidence.

Retain the documented native TP timeout and accelerator/model/SSD/distributed verification gaps. Honest failed/NOT_RUN experiments are valid evidence for this accepted partial delivery; this review introduces no new native experiment requirement. Not a merge-ready LGTM: the PR remains draft and #183's new informed candidate-admission decision remains outstanding. Static review only; no PR code, hardware or model execution, and no campaign/issue acceptance granted.

@david6666666
david6666666 marked this pull request as ready for review October 27, 2026 11:12
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Codex Review Summary

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📝 Code Review ✅ Completed 2026-10-27T11:14:14.076089Z 4fbc8c4 Draft marked ready
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@david6666666
david6666666 merged commit e013ba8 into main Oct 27, 2026
14 of 16 checks passed
@Dong1017
Dong1017 deleted the knowledge/dwarfstar-arex branch October 30, 2026 08:26
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knowledge: distill DwarfStar with AREX portable repo-to-skill workflow

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