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knowledge: distill Lily with portable AREX workflow - #188

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david6666666 merged 4 commits into
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Oct 27, 2026
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david6666666 merged 4 commits into
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knowledge/lily-arex

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@david6666666 david6666666 commented Oct 27, 2026 •

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Governing issue

Refs #187

User-approved native Rust/Metal adaptation and partial candidate drafting. Final informed limited-candidate admission, sequential merge and issue closure were explicitly authorized by the user on2026-10-27T12:08:19Z; candidate/backend-unverified and known failures remain. Strata explicitly skipped. Merge order DwarfStar → Splash → Lily → Husky; refresh this independent branch against the resulting main/catalog before integration.

Delivered

Pinned Lily subtree operating graph: model-runtime, serving-cache and qualification; exact bounded source hashes/readsets, LICENSE/NOTICE,3 offline helpers and10 assertion-backed cases. Registry/catalog, maintained matrices and exact packaging expectations update together. Actual compatible-agent AREX portable instructions were used, not an unexecuted DisCo CLI/model API run.

Actual checks and boundaries

-Ruff,3 root graph/helper tests and recursive license gate PASS (4 SKILL.md files).
-Author lanes exercised selected config fixtures4 positive/13 negative, request fixtures5 positive/16 negative and production/diagnostic report fixtures plus8 negative cases, with CLI/help/error checks. These test helpers, not Rust parity.
-Stable full scaffold suite: 1332 passed,8 skipped,135 subtests. Ready CI run40492462061 terminal SUCCESS (all4 jobs). Clean noneditable wheel outside checkout passes check_installed with109 records.
-Independent read-only runtime-only case, source40hash/LICENSE/NOTICE,20focused tests, helpers and exact archive wheel review found no outstanding blocker; report retained externally as lily-independent-review.md. This is not a GitHub APPROVE or native validation.
-Cargo/rustc are absent. Rust compilation/native tests were not run, not declared passing or silently skipped.
-BLOCKED_REQUIRED_BACKEND: compatible M5/macOS26/Metal and actual supported checkpoint/model/state execution. CPU-reference code is an oracle within selected GPU tests, not CPU-only GPU validation. Quality/performance/service/skill efficacy unverified.
-Exact Q4 with roleQ8, request lookahead+1, strict-token-prefix-before-key ranking and actually-fed state retention are preserved. Current MLX0.31.2 runner versus later0.32.2 report/harness mismatch and reported long-context prefill disadvantages remain explicit.
-NO_LICENSE is the actual unauthenticated gh fallback, not a legal absence claim. Subtree Apache-2.0 LICENSE and NOTICE are independently retained.

Artifacts: tests/fixtures/repo_to_skill/lily/; source monorepo 1ed972ed3f0bd5616c997c9507c25616c63394fc, subtree lily/; method ac3fe1afa80fb9a09775ecfb2b6cc3ba850a2db6. No toolchain install, weight download, GPU/paid provider invocation or upstream edit.

Knowledge authorship

{
  "schema_version": 1,
  "head_sha": "e6ec61c76dc7b75b7756b008636fe1137bda2abc",
  "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"
    }
  ]
}

Candidate delivery is not native qualification, campaign PASS or efficacy. Issue closure remains separately assessable; Refs intentionally does not auto-close.

Sequential integration

DwarfStar then Splash merged. Current assessed main54a475d379b640e9df606e154251188f2cb26723 is preserved in full, including independently landed evidence/tooling; none of its frozen evidence or knowledge_operations bytes are altered. Lily runtime graph/fixtures unchanged from reviewed1639db2. Combined registry/navigation/counts63 roots/93 skill documents/111 records; real published source7766bcd57817aa80bfab3ffdb9fd1cd12e902c9c drives regenerated catalog.26 focused graph/index/library tests and ruff PASS. New exact-head Ready CI and independent delta review complete before merge; native blockers remain unchanged.

Distill exact-model layout, strict API/session state and native/benchmark qualification; retain missing compiler and Metal/model gaps.

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>
Bind generated discovery abstracts to the committed exact-model source graph and registry.

Agent-assisted-by: Codex / gpt-6.1-sol [effort=xhigh] (approved_arex_author; generated 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: 134. 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 1795696128 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: 20a8e405e7343102db15864561712ce118e03b0f68995ee3fcd87b9ebf95b92d
Base: 54a475d379b640e9df606e154251188f2cb26723 · Head: e6ec61c76dc7b75b7756b008636fe1137bda2abc
Trusted implementation: 54a475d379b640e9df606e154251188f2cb26723

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 (134)
  • 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/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/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/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/lily/LICENSE"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/NOTICE.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/SKILL.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/metadata.json"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/references/repo-provenance.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/references/repo-routing-metadata.json"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/references/source-identity.json"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/sub-skills/model-runtime/SKILL.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/sub-skills/model-runtime/references/model-and-memory.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/sub-skills/model-runtime/references/troubleshooting.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/sub-skills/model-runtime/scripts/screen_config.py"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/sub-skills/qualification/SKILL.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/sub-skills/qualification/references/troubleshooting.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/sub-skills/qualification/references/verification-contract.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/sub-skills/qualification/scripts/audit_benchmark_record.py"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/sub-skills/serving-cache/SKILL.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/sub-skills/serving-cache/references/api-and-session.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/sub-skills/serving-cache/references/troubleshooting.md"
  • uncovered: "src/inferrsi/data/skill_library/repositories/lily/sub-skills/serving-cache/scripts/request_template.py"
  • uncovered: "src/inferrsi/data/skill_library/skill-index.json"
  • uncovered: "tests/check_installed.py"
  • uncovered: "tests/fixtures/repo_to_skill/lily/reports/final/final-skill-report.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/reports/integration/integration-notes.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/reports/integration/plan.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/reports/license-resolution.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/reports/self-refine/evals.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/reports/self-refine/iteration-1.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/reports/verification/native-verification-report.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/index.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/integration/benchmark-cache-and-native-evidence/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/integration/benchmark-cache-and-native-evidence/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/integration/benchmark-cache-and-native-evidence/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/integration/strict-config-request-and-state/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/integration/strict-config-request-and-state/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/integration/strict-config-request-and-state/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/root/strict-offline-request/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/root/strict-offline-request/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/root/strict-offline-request/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/model-runtime/checkpoint-shape-and-sequence-budget/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/model-runtime/checkpoint-shape-and-sequence-budget/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/model-runtime/checkpoint-shape-and-sequence-budget/fixtures/config-screen-only.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/model-runtime/checkpoint-shape-and-sequence-budget/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/model-runtime/same-bits-wrong-layout/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/model-runtime/same-bits-wrong-layout/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/model-runtime/same-bits-wrong-layout/fixtures/wrong-group-config.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/model-runtime/same-bits-wrong-layout/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/qualification/audit-saved-production-record/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/qualification/audit-saved-production-record/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/qualification/audit-saved-production-record/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/qualification/benchmark-version-and-metric-boundaries/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/qualification/benchmark-version-and-metric-boundaries/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/qualification/benchmark-version-and-metric-boundaries/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/qualification/cpu-reference-is-not-gpu-proof/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/qualification/cpu-reference-is-not-gpu-proof/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/qualification/cpu-reference-is-not-gpu-proof/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/serving-cache/same-key-not-a-token-prefix/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/serving-cache/same-key-not-a-token-prefix/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/serving-cache/same-key-not-a-token-prefix/user_request.txt"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/serving-cache/unsupported-stream-tools-and-last-role/README.md"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/serving-cache/unsupported-stream-tools-and-last-role/assertions.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/serving-cache/unsupported-stream-tools-and-last-role/fixtures/invalid-request.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/serving-cache/unsupported-stream-tools-and-last-role/fixtures/valid-request.json"
  • uncovered: "tests/fixtures/repo_to_skill/lily/test-cases/sub-skills/serving-cache/unsupported-stream-tools-and-last-role/user_request.txt"
  • uncovered: "tests/test_lily_repo_to_skill.py"
  • uncovered: "tests/test_skill_index.py"
  • uncovered: "tests/test_skill_library.py"

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Scoped early draft review at ec0ed1c, base 4817f92, within #187's partial-delivery scope: no verified actionable blocker in the inspected helpers, graph/reference contracts and tests. Targeted pinned-source checks cover request/budget/state rules, prefix/key ranking and benchmark schema/FNV digest; the MLX version mismatch and supplied-record-only validation limits are accurately disclosed.

Ready CI 40492462061 now passes all four full-check/installed-package jobs on Python 3.10/3.11. Nonblocking cleanup: refresh the PR-body sentence saying exact-head CI/clean wheel are pending. Do not broaden that update into Rust/native qualification: compilation was not run and M5/macOS/Metal/model gaps remain.

The planning-only Skill Eval comment selects zero comparisons. Not a merge-ready LGTM: retain draft status, prescribed ordered main/catalog reconciliation and separate informed candidate admission. Targeted static early review, not exhaustive upstream/hash verification; no PR code, model or hardware execution.

@david6666666
david6666666 marked this pull request as ready for review October 27, 2026 11:13
@chatgpt-codex-connector

chatgpt-codex-connector Bot commented Oct 27, 2026 •

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Codex Review Summary

This comment shows the latest Codex review activity on this pull request.

Review Status Commit Review trigger
📝 Code Review ✅ Completed 2026-10-27T11:14:23.728254Z ec0ed1c Draft marked ready
ℹ️ About Codex in GitHub

Your team has set up Codex to review pull requests in this repo. Reviews are triggered when you

  • Open a pull request for review
  • Mark a draft as ready
  • Comment "@codex review" or "@codex security review".

Codex reacts with 👀 while any review is running, comments if it has suggestions, and reacts with 👍 once all reviews finish with no findings.

Preserve current main evidence and both admitted graphs; update only candidate discovery, counts and navigation. Original Lily runtime and backend limits unchanged.

Signed-off-by: WeiQing Chen <530634352@qq.com>
Agent-assisted-by: Codex / approved_arex_author (gpt-6.1-sol, xhigh)
Signed-off-by: WeiQing Chen <530634352@qq.com>
Agent-assisted-by: Codex / approved_arex_author (gpt-6.1-sol, xhigh)
@david6666666
david6666666 merged commit b893b65 into main Oct 27, 2026
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2 participants