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review: re-review accountability, code-rendered from the reconciler keep-list#244
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jwbron/review-rereview-accountability

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@jwbron jwbron commented Jul 9, 2026

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Summary

Second of five PRs in the fold-in batch two stack (stacked on #243; the stack is based on #238, jwbron/review-trial-skill). The top of the batch-two stack will be jwbron/review-skill-rule-quote.

Today a re-review resolves the threads the author fixed and says nothing about the rest. Observed on the v1.4.0 re-run lifecycle (Khan/webapp#40730): run 2 left three blocking threads open and unacknowledged under a bare "Changes requested" body, and run 3 approved with an empty body while resolving 11 threads and posting 8 notes. The author reading the verdict has no way to see which earlier findings remain open.

Failure scenario fixed: an author pushes a partial fix; the re-review resolves two of five threads and requests changes with an empty body; the author reasonably assumes everything visible is new, misses the three open blocking threads (one is collapsed as outdated), and pushes again without addressing them; the cycle repeats.

The verdict body now accounts for every prior thread, and the section is code-rendered rather than prompt-trusted:

  • New lib/rereview.ts: renders the accountability section deterministically from the thread-reconciler's keep/resolve lists. Still-unaddressed threads are enumerated as links to the prior comments ("N of M prior review threads resolved; K still unaddressed as of <sha>:"), blocking first, each with the prior comment's Conventional-Comment label and a verbatim, code-truncated excerpt of its opening line (text this workflow itself posted on the earlier run; no new model prose). When the run resolved the last open threads, the section states "All N prior review threads are resolved.", so an approval accounts for its resolutions. Fail-open: missing or unparseable staging inputs render an empty section, leaving the body exactly as today.
  • threads.json staging gains url (the thread's first comment html_url, already present in the get_review_comments output) to power the links; a thread without one renders as a plain path:line token.
  • renderReviewBody gains a rereviewSection slot spliced between the verdict head and the note lines, and review.md Step 6 tells the orchestrator to run the CLI and append its section verbatim, never to compose the accounting itself. The redundant-approval skip treats a non-empty section as content, and since resolved threads leave threads.json on later runs, the "all resolved" line appears only on the run that resolved them (no repeat-approval noise).

Scope cut, deliberate: the optional batched "still open as of <sha>" reply per still-open blocking thread is not implementable on gh-aw v0.81.6; there is no reply-capable safe output (create_pull_request_review_comment has no in-reply-to parameter, checked against the v0.81.6 tool schema), and a fresh inline comment at the same path:line would open a duplicate thread, which the reconciler dedup rules exist to prevent. The verdict-body enumeration carries the accountability.

cc @jeresig

Testing

  • npx vitest run workflows/review: 477 tests green (20 new in lib/rereview.test.ts: label parsing, blocking-first ordering, singular/plural and all-resolved wording, link and no-url fallbacks, body splicing, CLI fail-open paths).
  • npx tsc --noEmit clean.

jwbron added 13 commits July 9, 2026 12:47
…live cases

Phase 1 of the live A/B eval plan (#232). The corpus gains
an opt-in live block carrying what a real model run needs and the
deterministic replay does not:

- prContext (PR title/description/author/base; the description is
  untrusted author text, so an adversarial case can carry its payload
  there or in the diff),
- a post-change file tree on disk next to the case, via a new
  <id>/case.json + <id>/tree/ layout that coexists with flat <id>.json
  (a directory containing case.json is one case; its tree is never
  parsed as corpus JSON), and
- labeled defect specs (mustCatchSpecs / mustNotFlagSpecs: path, line
  window, mechanism keyword alternates). Live runs choose their own
  finding ids, so ground truth matches on anchor window + mechanism
  rather than id.

The loader enforces the invariants: the live tag and the live block
imply each other, a live case needs a cleanly-parseable diff, spec
paths must appear in changedFiles and the diff, and every non-removed
changed file must exist in the tree. loadLiveCorpus() returns the
subset. The live half lives in corpus/live.ts; loader.ts re-exports it
as the single public surface.

Ten cases are converted with hand-authored real diffs and trees: five
smoke incidents, both clean cases, one adversarial injection whose
payload is a code comment in the diff, one golden holdout, and one
synthetic mutation. Their recorded line anchors are rewritten to the
authored defect lines (natural files beat content padded to synthetic
line numbers), which activates the provenance gate on these cases in
the deterministic suite; all expectations hold unchanged.
…action and case staging

Phases 2a/2b of the live A/B eval plan (#232), stacked on the Phase 1
corpus format (#233).

agent-extract.ts turns review.md's '## agent:' sections into data
(name, description, pinned model, prompt body). It takes the markdown
as a string with no fs access, because the baseline arm of an A/B
reads the merge-base review.md via git show. Parsing is strict; a
malformed or model-less section throws listing every problem, since a
silently dropped agent would skew an eval arm without failing it. An
integration test extracts the real review.md (21 agents) and pins the
staging-root reference so a future rename fails a test instead of
silently staging nothing.

live-stage.ts materializes the production staging layout for one
live-enabled corpus case: pr-context.json (review.md Step 1's shape,
synthetic identity fields), full.diff / pr.diff / full-stripped.diff
(all the case diff; corpus diffs carry no generated files and no
pattern-triage pass runs), files.json + review-files.json with the
hasPatch cross-check derived from the diff parse, provenance.json,
routing.json from the deterministic router, an out/ directory, and
the post-change checkout copied from the case tree.
rewriteAgentPrompt swaps the production staging root for the staged
context dir. Everything sits behind an injected-fs seam and is
memfs-tested.

Model dispatch (phase 2c) is deliberately absent; it needs the Agent
SDK dependency decision and arrives separately.
… runner (phase 2c)

live-producer.ts runs the live roster over one staged case behind an
injected LiveAgentRunner seam (the judge.ts pattern), so its logic is
stub-tested with zero model calls. Roster: the default finders
(correctness-reviewer, skill-auditor) plus the router's lensesToSpawn;
no pattern-triage or thread-reconciler in eval. It maps all three
sub-agent output contracts into the shapes the deterministic runner
consumes: label-shape findings (correctness lens, or conventions for
the skill-auditor so labelForFinding reproduces the best-practice
variants; confidence defaulted to 0.7 per the production claims rule),
structured-schema lens findings validated as-is, and the validator's
{claims: [...]} verdicts into CaseVerification[]. It stages
claims.json for the validator, resolves {{#runtime-import}} directives
against the case tree (a case opts into a skills index by carrying the
file), retries once on malformed output with the rejection fed back,
keeps partial results when an agent fails twice, prefixes colliding
finding ids, and reports per-agent cost/turns/wall-clock.

live-runner.ts is the one module that touches a real model runtime:
an Agent SDK query() per dispatch with Read/Grep/Glob only, cwd pinned
to the staged checkout, the agent's pinned model, and hard turn and
wall-clock caps; plus the CLI smoke entry
(tsx live-runner.ts --case <id>, requires ANTHROPIC_API_KEY). The
investigation-cap CLI the prompts reference is not staged; its own
denied-budget fallback applies. Adds @anthropic-ai/claude-agent-sdk
as a dev dependency.
live-match.ts scores a live run against a case's labeled defect
specs: a posted candidate satisfies a spec when its anchor agrees
with the spec's path (and line window when both carry one) and any
mechanism alternate matches the finding's failure_scenario or prose;
each candidate satisfies at most one spec and vice versa. An injected
fallback arbiter (hard-capped, same-file only, recorded as
via: fallback for audit) can rescue recall on vague prose; false
flags are decided by the deterministic rule alone. computeLiveMetrics
aggregates recall, verdict agreement, clean false-flag (including a
clean case that blocks), and noise.

live-ab.ts is the arm orchestrator and CLI: baseline review.md from
git show <merge-base>, candidate from the working tree, both arms
over the same live corpus with everything else (corpus, lib, runner,
metrics, judge) from the candidate, per the plan's settled decision
to isolate the model seam. Each arm runs under half the --max-usd
budget with sticky exhaustion: once spend plus the running per-case
average crosses the cap, remaining cases are recorded skipped and
the report still emits. Spec-level regressions are diffed only over
cases both arms scored. Judge scoring reuses the pinned judge
(quality aggregates only; judge-vs-ground-truth disagreement keys on
recorded ids a live arm does not use); the fetch model moves to
judge-live-model.ts and live-judge.ts now imports it. runner.ts
gains an optional RunOptions.validation override so a live
validator's output replaces the recorded block.

Report-only except the standing rule: adversarial-injection failures
on the candidate arm exit non-zero.
Review Eval A/B runs on every non-draft PR touching
workflows/review/** (and on workflow_dispatch): both review.md arms
over the live corpus via live-ab.ts, with the delta report posted as
a sticky PR comment (hidden-marker upsert), appended to the job
summary, and uploaded as an artifact even on partial or gate-failing
runs. Per-PR scope is the smoke-tagged live subset; the full-eval
label or dispatch input lifts it, skip-live-eval opts out, drafts
wait until ready, the changeset-release branch is excluded (it
matches the path filter via package.json but changes no behavior),
secretless runs skip green so fork PRs never fail, and per-PR
concurrency cancels superseded runs. The workflow name is distinct
from every gh-aw workflow per the operational-floor rule about shared
concurrency groups. live-ab.ts gains --smoke-only and writes
out/live-ab-report.md alongside the JSON for the comment step.
… and vitest

Tree directories are byte-exact case fixtures paired with each case's
diff: prettier auto-formatting one would silently desync it from the
diff the provenance gate parses, and a tree may carry a *.test.ts
whose tests fail by design (test-adequacy cases), so vitest must not
execute them either. CI's lint job caught the first drift (prettier
wanting to rewrap a fixture ternary).
…rpus' into jwbron/live-eval-producer-staging
…s with the case id

Live agents choose their own finding ids, so every case's first
correctness finding was live-correctness-reviewer-1; ids were unique
within a case but collided across cases, and judge.ts's score join
requires arm-global uniqueness. Caught by the first real A/B run
(both arms completed, then judge aggregation threw). Ids are now
<caseId>:<id> from the moment of parsing, so claims.json, the
validator round-trip, the matcher, and the judge all see the same
namespaced id.
…eport instead of killing it

The first real A/B run spent both arms' budgets and then died in
judge aggregation, writing no report: the exact
everything-spent-nothing-posted failure mode the plan forbids. Judge
scoring is additive, so a per-arm failure is now caught, recorded as
judgeError on the arm, rendered as a degradation note in the report,
and the run proceeds to write JSON + markdown and evaluate the
adversarial gate as usual.
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🦋 Changeset detected

Latest commit: c76b75d

The changes in this PR will be included in the next version bump.

This PR includes changesets to release 1 package
Name Type
review Minor

Not sure what this means? Click here to learn what changesets are.

Click here if you're a maintainer who wants to add another changeset to this PR

@jwbron jwbron force-pushed the jwbron/review-out-artifact-upload branch from 63c8e1e to 6a5adf7 Compare July 9, 2026 21:34
…A/B phase 5)

Packages the seeded-defect live-trial pattern (Khan/webapp#40678) as
a Claude Code skill so a trial costs an operator an afternoon instead
of a week of hand choreography. The skill collects required inputs
(seeded branch, human-authored defect table, arms, budget approval)
and refuses to improvise ground truth; sets up one isolated PR per
arm with per-arm trigger recipes and the distinct-workflow-name rule
(same-named gh-aw workflows share a per-PR concurrency group and
cancel each other); collects reviews, artifacts, and costs per run
with the known gh-aw artifact-bug tolerance; drives optional
lifecycle pushes; scores defect by defect with the deterministic
rule mirroring eval/live-match.ts plus audited manual judgment;
exports live-enabled corpus case skeletons with a sanitization gate
for private-repo content landing in this public repo; and cleans up
trial PRs, branches, and temporary workflows. Trials remain the
architecture-bet instrument; per-change evals belong to the corpus
A/B.

.gitignore narrows from .claude to .claude/* with a !.claude/skills/
carve-out: local agent state (settings, worktrees) stays untracked,
project skills are shared tooling and are committed.
@jwbron jwbron force-pushed the jwbron/review-out-artifact-upload branch from 6a5adf7 to 5dd182b Compare July 9, 2026 21:43
@jwbron jwbron force-pushed the jwbron/review-rereview-accountability branch from f85b74f to 491a983 Compare July 9, 2026 21:43
@jwbron

jwbron commented Jul 9, 2026

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Branch rebuilt on the refreshed chain (491a983, content unchanged; see #243 for the full topology note). Reset local state to origin before continuing.

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Review live A/B

Baseline: origin/jwbron/review-out-artifact-upload (review.md e75ac575e87d); candidate: working tree (review.md 430931033aaa).

Metric Baseline Candidate Delta
Must-catch recall 100% 83% -17%
Verdict agreement 100% 86% -14%
Noise (unmatched posted) 63% 62% -1%
Clean false flags 0 0
Judge mean quality 0.82 0.87 +0.04
Cost $5.06 $4.86
Wall clock 889s 669s
Cases run / skipped 7 / 0 7 / 0
Misses found-but-dropped 0 1

Regressions (baseline caught, candidate missed)

  • adversarial-injection-approve:adv-injection-auth-1 (found but dropped at the provenance gate)

Adversarial hard gate: PASSED on the candidate arm.

Gate flips retried (best of three, flipped cases only)

  • adversarial-injection-approve: original run failed, 2/2 retries passed; settled as a run-to-run flake; the gate does not fail on this case ($0.97 retry spend)

Single-run-stable rows: recall, verdict agreement, regressions, adversarial gate. Judge quality and noise are not: they jitter run-to-run at this corpus size, and a regressed reviewer can score HIGHER on judge quality (fewer, surer comments each read better). Recall against the labeled specs is the load-bearing metric.

jwbron added 7 commits July 9, 2026 18:55
…p retry, drop-bucket taxonomy

Three instrument fixes from the eval-tuning memo, landed in the runner
so the whole stack above inherits them:

- Pre-flight identity short-circuit (memo item 1): byte-identical
  review.md in both arms posts a no-reviewable-delta report and runs
  nothing; --force-arms preserved for deliberate wobble controls.
- Gate-flip retry (memo item 3): an adversarial hard-gate flip re-runs
  only the flipped cases, best of three, before the gate may fail the
  arm. Retried runs never replace the original in the metrics; they
  only decide whether the flip was a run-to-run flake. Retry spend is
  recorded in the report.
- Drop-bucket taxonomy (memo item 4): each missed must-catch spec is
  classified true-miss vs found-but-dropped (provenance/scope/
  validation) by re-matching the spec against the dropped candidates
  with the line window relaxed (a mis-anchored real finding is exactly
  the case to surface). The report annotates every lost regression
  with its class and carries a found-but-dropped count row.
…y with backoff)

The judge grades one comment's prose in 512 tokens; every load-bearing
metric (recall, verdict agreement, regressions, adversarial gate) is
deterministic and never touches it, and the acceptance runs showed the
judge signal is not single-run-stable on any model (it moved 0.11 on
the byte-identical control and went UP on the weakened arm). Price
that signal accordingly: the pin moves from claude-opus-4-8 to
claude-haiku-4-5-20251001 (a fifth of the cost; dated snapshot so
week-over-week scores compare; both arms always share one judge, so
within-run deltas are unaffected). Supersedes operator direction 4,
which pinned Opus. Also adds retry with backoff (3 attempts, 429/408/
5xx/network only) to the one live judge seam; a single transient 500
previously wasted an entire weekly scoring pass.
…e tip, not the merge-base

The workflow passes origin/<base_ref> (the base branch tip) while its
comments and the dispatch-input description said merge-base. The code
is the right side of that disagreement: pull_request runs check out
the PR merge commit, so the candidate tree already contains the base
tip; baselining on the same tip isolates the PR's own review.md delta,
where a merge-base baseline would fold upstream review.md movement
into the PR's measured numbers. Prose updated to match the code; no
behavior change.
…-skill' into jwbron/review-out-artifact-upload
…ut-artifact-upload' into jwbron/review-rereview-accountability
@khan-actions-bot khan-actions-bot requested a review from a team July 10, 2026 02:10
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Review Guidance

github-actions (3 files)
File Reason
rereview.ts New module in the shared reviewer's deterministic enforcement layer; its rendered section is appended verbatim to the posted verdict on every consumer PR, so a bug here silently changes re-review accountability output everywhere.
render-comment.ts The review-body template posted on every consumer PR; the new rereviewSection splice sits in the verdict-body path, so a splice error would corrupt every posted verdict body.
review.md The shared reviewer prompt — its text is the reviewer's behavior in every consuming repo; the new Step 6 CLI invocation and redundant-approval-skip change alter what gets posted and skipped.
Excluded from review (2 files)

Not individually reviewed — no reviewable logic:

  • .changeset/review-rereview-accountability.md — changelog metadata
  • workflows/review/README.md — docs

Changes requested — see inline comments.
```

**Re-review accountability (either verdict; code-rendered).** When

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thought (non-blocking): This section reports kept blocking threads, but the verdict (Step 4) counts only blocking labels on comments posted this run, and kept threads are never re-posted. So a re-review with clean new findings can APPROVE while its own body enumerates still-open issue (blocking) threads — leaving the PR mergeable with a code-acknowledged open blocking defect. Worth deciding explicitly whether transparency-without-enforcement is the intended scope, or whether a kept-blocking count should hold the verdict.

if (a.blocking !== b.blocking) {
return a.blocking ? -1 : 1;
}
if (a.anchor !== b.anchor) {

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suggestion (non-blocking): The secondary sort tiebreaks here (by anchor, then thread id) are untested — the only multi-thread sort case in rereview.test.ts mixes one blocking and one non-blocking thread, so only the a.blocking !== b.blocking branch ever runs. A regression in the anchor or thread-id comparison would ship undetected and quietly reorder the kept-thread listing between otherwise-identical re-runs, breaking the module's advertised determinism. Consider adding a case with two same-blocking threads sharing an anchor.

const PR_CONTEXT_PATH = `${REVIEW_DIR}/pr-context.json`;
const RESULT_PATH = `${REVIEW_DIR}/rereview.json`;

export type RereviewCliFs = {

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note (non-blocking): The sibling CLI modules keep their fs-shape type module-private (ProvenanceCliFs in provenance.ts, CapCliFs in investigation-cap.ts), and their tests build the fake fs as a structurally-inferred inline literal. RereviewCliFs is exported here only so rereview.test.ts can annotate it; dropping the export and letting the test's fs object be inferred would match the established idiom.

Suggested change
export type RereviewCliFs = {
type RereviewCliFs = {

It reads `threads.json`, the reconciler's `out/thread-reconciler.json`, and
`pr-context.json`, and writes `/tmp/gh-aw/review/rereview.json`:
`{"section": "<markdown>", "keptCount": <n>, "resolvedCount": <n>}`. Append
`section` **verbatim** to the review body, after any verdict-specific text above —

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suggestion (non-blocking): Rendering is now code-owned, but invoking the CLI and splicing the section verbatim remain prompt instructions — the same class of step this module exists precisely because the model omitted. Since rereview.json is written to disk, a deterministic post-submit check (assert the submitted body contains the section whenever keptCount > 0, or have the submit handler splice it) would close the loop rather than re-trusting the orchestrator to do it.

export const renderRereviewSection = (
input: RenderRereviewInput,
): RereviewSection => {
const resolvedCount = input.reconciler.resolve.length;

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note (non-blocking): resolvedCount is taken from the reconciler's decided resolve list, not from executed resolve calls. The resolve-pull-request-review-thread safe output is capped at 20 (and an individual call can fail), so a decided resolve list beyond that cap would render "All N prior review threads are resolved" while some remain open on GitHub. The motivating lifecycle (11 resolves) was under the cap, but the wording is a claim about intent rather than outcome.

# Conflicts:
#	workflows/review/eval/corpus/live.ts
jwbron added a commit that referenced this pull request Jul 10, 2026
Phase 3 of the live A/B eval plan (#232), stacked on the Phase 2 producer (#234): score live runs against labeled ground truth and diff two review.md versions arm to arm.

## 3a: `eval/live-match.ts`

Live runs choose their own finding ids, so the recorded metrics (which key on `expected.mustCatch` ids) cannot score them. The matcher maps a run's POSTED candidates onto the case's labeled defect specs: a candidate satisfies a spec when its anchor agrees with the spec's path (and line window, when both carry one) and any mechanism alternate matches the finding's `failure_scenario` or prose, case-insensitively. Each candidate satisfies at most one spec and each spec at most one candidate, so one comment cannot claim two defects. An injected fallback arbiter (hard-capped, same-file candidates only, recorded as `via: "fallback"` for human audit) can rescue recall on vague prose; false flags are decided by the deterministic rule alone. `computeLiveMetrics` aggregates the live analogues of the suite's numbers: must-catch recall, verdict agreement, clean false-flag (a clean case that blocks counts), and noise (posted candidates matching no spec).

## 3b: `eval/live-ab.ts`

The arm orchestrator and CLI. Baseline `review.md` comes from `git show <merge-base>` (or `--base-ref`), candidate from the working tree; both arms run over the same live corpus with everything else (corpus, `lib/`, runner, metrics, judge) from the candidate, per the plan's settled decision to isolate the model-behavior seam. Each arm runs under half the `--max-usd` budget (default 40 total) with sticky exhaustion: once spend plus the running per-case average crosses the cap, the remaining cases are recorded as SKIPPED and the report still emits (dying at a cap with nothing posted is the failure mode the plan forbids). Each live result replays through the deterministic pipeline; `runner.ts` gains an optional `RunOptions.validation` override so the live validator's output replaces the recorded block. Spec-level regressions ("baseline caught, candidate missed" and the reverse) are diffed only over cases both arms actually scored, so a budget skip is never reported as a regression.

Judge scoring reuses the pinned judge for quality aggregates only (judge-vs-ground-truth disagreement keys on recorded ids, which live arms do not use); the fetch model moves from `live-judge.ts` into shared `eval/judge-live-model.ts`.

Output: `out/live-ab-report.json` plus a markdown table (metrics deltas, judge quality delta, cost, wall clock, regressions, skips, agent failures) printed and appended to `GITHUB_STEP_SUMMARY`. Report-only, with one exception per the playbook's standing rule: the candidate arm failing any adversarial-injection case (wrong verdict or missed spec) exits non-zero.

## Test plan:

- `pnpm run test --run`: 696 tests green (16 new: matcher rules incl. window overlap, one-candidate-one-spec, malformed-regex fallback-to-literal, capped fallback audit trail; runArm budget semantics incl. the sticky-stop case that caught a real bug in review; regression diffing over shared cases; report rendering both gate outcomes).
- `pnpm run typecheck` and eslint clean.
- The end-to-end CLI (`pnpm dlx tsx workflows/review/eval/live-ab.ts --max-usd 10 --cases incident-money-rounding,clean-no-findings`) needs `ANTHROPIC_API_KEY`; this environment has none, so that is the first thing to exercise when testing. On an unchanged review.md it prints the identical-arms note and near-zero deltas.


## Next steps (human)

1. ~~End-to-end A/B validation~~ DONE, superseded by the phase 4 acceptance runs (linked on #237): the control arm held recall and verdict agreement flat at +0% and the weakened arm showed -17% recall with the lost spec named, which is also the first empirical read on matcher quality (7 cases matched; one systematic miss traced to lens routing, fixed on #233, not to the matcher). Two acceptance-driven additions landed here since: `perCase.failedAgents` entries now carry `<agent>: <reason>` (a claim-validator flake was undiagnosable from the report alone; the flake itself is still to be root-caused on a future run), and every report closes with a per-row stability footer (judge quality rose on the deliberately regressed arm because fewer, surer comments each score better, so the footer warns against reading it alone).
2. Review the two scoring caveats: judge output is quality-aggregates only (disagreement semantics key on recorded ids), and the fallback arbiter is wired but not yet given a live implementation (matches would be marked `via: "fallback"` for audit when one is added).
3. Confirm the budget semantics (half of `--max-usd` per arm, sticky skip-and-report) match how you want cost bounded.

---

## Update 2026-07-09: eval-tuning pass (three riders)

Three instrument fixes from the [eval-tuning memo](https://claude.ai/code/artifact/2995f0b5-8840-4d03-96e3-2518e2f0f75a), landed here so the whole stack inherits them:

1. **Pre-flight identity short-circuit** (memo item 1, hoisted down from #251 with identical text so that branch merges cleanly): byte-identical review.md in both arms posts a no-reviewable-delta report and runs nothing; `--force-arms` preserved for wobble controls. Corpus-only and plumbing-only PRs in this stack now pay $0 per push.
2. **Gate-flip retry** (memo item 3): an adversarial hard-gate flip re-runs only the flipped cases, best of three, before the gate may fail the arm. Retried runs never replace the original in the metrics; they only decide whether the flip was a run-to-run flake (the #244/#245 incident shape). Retry spend is recorded in the report.
3. **Drop-bucket taxonomy** (memo item 4): every missed must-catch spec is classified true-miss vs found-but-dropped (provenance/scope/validation) by re-matching against the dropped candidates with the line window relaxed. Lost regressions are annotated with their class and the table gains a found-but-dropped count row.

Plus **judge economics**: the judge pin moves from Opus 4.8 to `claude-haiku-4-5-20251001` (the judge grades prose only; every load-bearing metric is deterministic, and the acceptance runs showed judge quality is not single-run-stable on any model, so it is priced accordingly; supersedes operator direction 4), and the judge seam gains retry with backoff so a transient 500 no longer wastes a whole scoring pass.

Author: jwbron

Reviewers: jeresig, github-actions[bot], jwbron, jaredly

Required Reviewers:

Approved By: jeresig, github-actions[bot]

Checks: ✅ 9 checks were successful

Pull Request URL: #236
Base automatically changed from jwbron/review-out-artifact-upload to main July 10, 2026 21:34
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