| name | reviewer-calibration |
| description | Run matched A/B reviewer calibration for /f: compare factory reviewer, raw codex exec, and delegated subagent reviews on the same frozen PR/work-item envelope. |
Reviewer Calibration
Use this skill when /f, /factory, or a PR/work-item review needs to prove
whether delegated reviewers miss blockers that raw codex exec catches.
Rule
Calibration is default-on for real /f runs. Treat
--reviewer-calibration=true as present unless the user explicitly passes
--reviewer-calibration=false and gives a reason.
Do not claim one reviewer underperformed another unless both reviewed the same
frozen envelope at the same SHA with the same prompt.
Frozen Envelope
Create evidence/<run-id>/reviewer-calibration/envelope.json with:
target_repo
target_pr or work_item
head_sha
base_sha
diff_path or embedded diff hash
- PR body / task text snapshot
- evidence artifact paths and hashes
- test log paths and hashes
- factory
run_id
- exact shared review prompt
Reviewers
Run all available reviewers against the same envelope:
- Factory/in-graph reviewer output, if the selected DOT has one.
- Raw terminal mirror:
codex exec --yolo -m gpt-5.3-codex-spark \
"Review this PR/evidence/diff. Blocker findings only. Use this exact envelope: <path>"
- Delegated reviewer/subagent, when the current session supports subagents.
Artifacts
Write:
evidence/<run-id>/reviewer-calibration/
envelope.json
prompt.txt
raw-codex.output.md
raw-codex.findings.json
subagent.output.md
subagent.findings.json
factory-reviewer.output.md
factory-reviewer.findings.json
comparison.json
adjudication.md
If a reviewer is unavailable, write an output file explaining why and mark that
reviewer unavailable in comparison.json.
Finding Schema
Each reviewer should return JSON plus free-form text:
{
"reviewer": "raw_codex|delegated_subagent|factory_parallel_reviewer",
"target_head_sha": "...",
"verdict": "blockers|no_blockers|inconclusive",
"findings": [
{
"severity": "blocker|major|minor",
"claim": "...",
"file": "...",
"line": 123,
"evidence": "...",
"repro_or_reason": "..."
}
],
"confidence": "high|medium|low"
}
Adjudication
A finding is confirmed only if one of these is true:
- the user confirms it;
- the PR/work item changes to fix it;
- CI/test/review evidence later proves it;
- another independent reviewer confirms it with exact evidence.
Classify reviewer deltas:
confirmed_miss: reviewer A missed a later-confirmed blocker found by reviewer B.
unconfirmed_delta: reviewers disagree, but no ground truth exists yet.
false_positive: reviewer claimed a blocker later disproven by evidence.
Final /f Output
Include:
Reviewer calibration: enabled <artifact-path>
Raw Codex verdict: <...>
Delegated reviewer verdict: <...>
Factory reviewer verdict: <...|unavailable>
Agreement: <yes|no|partial>
Confirmed gap: <pending|yes|no>
If disabled:
Reviewer calibration: disabled <explicit reason>