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Get Started Free →Run an A/B codex review experiment — holistic codex review vs 3 focused dimension passes (security, ecto, liveview) on the branch diff, classify findings, report a panel-value verdict. Use when the branch is fresh, before any codex review runs.
.claude/skills/oliver-kriska-codex-ab/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | -2% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 2% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 26% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -4% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 13% | 0% |
Answer one question with evidence: do dimension-focused codex passes find real issues that one holistic codex exec review misses? Runs both on the same diff, then classifies every focused finding against the holistic pass.
> DECIDED 2026-07-10 after 4 runs (2 fresh): panel KILLED. Fresh-only > 1 real miss / 1 false positive plus one zero-value run at 4× cost — > real misses did not outnumber FPs. Kept as contributor tooling (NOT > distributed) for one possible retest: a UI-heavy diff with a single > extra liveview-focused pass (2× cost). Scoreboard: > .claude/research/2026-07-03-codex-review-integration.md §7.
/codex-ab # A/B against main (~5 min, 4 codex runs)
/codex-ab develop # explicit base branchcodex-reviewed yet (cloud or /phx:codex-loop). A drained diff returns NO FINDINGS everywhere and proves nothing — wasted quota
finding only scores if the issue actually exists at that file:line
.md files — streams are diverted to .logfiles; never cat a log into context (10k+ lines each)
Run command -v codex — missing → STOP with install hint. Then:
git status --short dirty → warn (codex flags local dirt as findings)If yes → STOP, explain the fresh-diff requirement (Iron Law 1)
bashbash ${CLAUDE_SKILL_DIR}/scripts/codex-panel-ab.sh {base} \ .claude/reviews/codex-ab-$(date +%Y-%m-%d-%H%M)
Use run_in_background — it runs 1 holistic codex exec review + 3 focused codex exec workers (security / ecto / liveview) in parallel, all streams redirected. Do other work or wait; never poll.
Read the 4 findings files (holistic.md, security.md, ecto.md, liveview.md — small). For EACH focused finding:
| Class | Meaning | Test | |-------|---------|------| | DUPLICATE | Holistic already found it | Same file + same defect | | REAL MISS | Genuine issue holistic missed | Read the code at file:line — defect confirmed (Iron Law 2) | | FALSE POSITIVE | Manufactured, pre-existing, or wrong | Code check fails, or issue exists on base branch too |
Present:
markdown## Codex Panel A/B — {branch} vs {base} | dimension | findings | duplicate | real miss | false positive | Holistic-only findings: {n} Verdict this run: {REAL MISS count} real miss vs {FP count} false positive Decision rule: build --codex-panel only if real misses outnumber false positives across 2-3 fresh branches.
Write the verdict table to .claude/reviews/codex-ab-{date}/VERDICT.md. Suggest repeating on the next 1–2 fresh branches before deciding.
textfresh branch → /codex-ab (YOU ARE HERE) → verdict logged ├─ real misses win across runs → build /phx:review --codex-panel └─ duplicates/FPs win → keep holistic /phx:codex-loop, drop panel idea └─ OUTCOME 2026-07-10: this branch won — panel dropped
${CLAUDE_SKILL_DIR}/scripts/codex-panel-ab.sh — the 4-run harness/phx:codex-loop (holistic fix loop), /phx:review --codexOther measured skills in the registry, with their headline benchmark lift.