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AirCoding/reference/openai-codex/.codex/skills/babysit-pr/references/heuristics.md
AirCoding 82f3140847 Initial commit: AirCoding V1.0.0 Alpha architecture baseline
Complete architecture document set with multi-model review remediation:
- Frozen interface contracts, runtime semantics, DB schemas
- Event/tool/error/provider registries
- Scheduler and main agent state machines
- C4 module/code views, solution architecture, baseline V1
- Multi-model review reports and joint assessment
- Phase-gate remediation complete (P0/P1/P2/UX resolved)
- Implementation plan with T-000A through T-045
- Reference folders kept as placeholders only
2026-05-28 18:45:01 +08:00

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CI / Review Heuristics

CI classification checklist

Treat as branch-related when logs clearly indicate a regression caused by the PR branch:

  • Compile/typecheck/lint failures in files or modules touched by the branch
  • Deterministic unit/integration test failures in changed areas
  • Snapshot output changes caused by UI/text changes in the branch
  • Static analysis violations introduced by the latest push
  • Build script/config changes in the PR causing a deterministic failure

Treat as likely flaky or unrelated when evidence points to transient or external issues:

  • DNS/network/registry timeout errors while fetching dependencies
  • Runner image provisioning or startup failures
  • GitHub Actions infrastructure/service outages
  • Cloud/service rate limits or transient API outages
  • Non-deterministic failures in unrelated integration tests with known flake patterns

Do not patch likely flaky/unrelated failures. Use the retry budget for rerunnable failures, wait for pending jobs, or stop and report the blocker when the failure is persistent or infrastructure-owned.

If uncertain, inspect failed logs once before choosing rerun.

Decision tree (fix vs rerun vs stop)

  1. If PR is merged/closed: stop.
  2. If there are failed checks:
    • Diagnose first.
    • If checks are still pending but an individual job has already failed: fetch that job's logs and diagnose now.
    • If branch-related: fix locally, commit, push.
    • If likely flaky/unrelated and all checks for the current SHA are terminal: rerun failed jobs.
    • If likely flaky/unrelated and not safely rerunnable: stop and report the blocker; do not edit unrelated tests, build scripts, CI configuration, dependency pins, or infrastructure code.
    • If checks are still pending and no failed job is available yet: wait.
  3. If flaky reruns for the same SHA reach the configured limit (default 3): stop and report persistent failure.
  4. Independently, process any new human review comments.

Review comment agreement criteria

Address the comment when:

  • The comment is technically correct.
  • The change is actionable in the current branch.
  • The requested change does not conflict with the users intent or recent guidance.
  • The change can be made safely without unrelated refactors.

Fix valid human review feedback in code when possible, but do not post a GitHub reply to a human-authored comment/thread unless the user explicitly confirms the exact response.

Do not auto-fix when:

  • The comment is ambiguous and needs clarification.
  • The request conflicts with explicit user instructions.
  • The proposed change requires product/design decisions the user has not made.
  • The codebase is in a dirty/unrelated state that makes safe editing uncertain.
  • The comment only needs a written answer or disagreement response; propose the reply to the user instead of posting it automatically.

Stop-and-ask conditions

Stop and ask the user instead of continuing automatically when:

  • The local worktree has unrelated uncommitted changes.
  • gh auth/permissions fail.
  • The PR branch cannot be pushed.
  • CI failures persist after the flaky retry budget.
  • Reviewer feedback requires a product decision or cross-team coordination.
  • A human review comment requires a written GitHub reply instead of a code change.