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feat(review): rotated-exemplar self-consistency sampling behind AI_REVIEW_SELF_CONSISTENCY_RUNS - #9591

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feat/self-consistency-8834
Jul 28, 2026
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feat(review): rotated-exemplar self-consistency sampling behind AI_REVIEW_SELF_CONSISTENCY_RUNS#9591
JSONbored merged 2 commits into
mainfrom
feat/self-consistency-8834

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What

The paid half of #8834. The free half (judgment-agreement.ts, already merged) scores inter-run agreement over whatever stances a review happens to produce. This PR adds the deliberate extra stances: flag-gated re-runs of the same judge with deterministically rotated few-shot exemplar windows ("simulated annotators", Trust or Escalate, ICLR 2025), folded into the recorded confidence through the existing scoreJudgmentAgreement axis — never into split detection, which still reads reviewerVotes alone.

Decisions (the ones the free half's closing comment deferred)

  • FlagAI_REVIEW_SELF_CONSISTENCY_RUNS = TOTAL evaluations per review. Unset/0/garbage ⇒ OFF, byte-identical to today. Explicit values clamp into {2,3}: one total run measures nothing, and the literature's benefit saturates by three.
  • Budget — extras ride the daily neuron budget for real: each records a status-ok ai_usage_events row (the exact sum the quota gate reads) with selfConsistency metadata. An underfunded plan degrades to fewer runs and the score records as uncorroborated — a decision that could not afford corroboration is recorded as exactly that, never a fabricated score.
  • Rotation — window = f(repo#pr, runIndex) via FNV-1a over a versioned synthetic exemplar set (JUDGE_EXEMPLAR_SET_VERSION, balanced 3 defect / 3 clean, never drawn from real PRs). Deterministic twice over: replay can reconstruct what each run saw, and re-reviews sample the same rotation instead of secretly measuring prompt-shuffle variance.
  • Transport — the rotated window rides the system turn itself: the systemAppend parameter turns out to be a self-host-CLI-only transport (selfHostCliSystemAppend drops it for every other provider), so appending there would have made rotation silently provider-dependent.
  • No stance without a verdict — extras are skipped when the primary pass produced no usable stance (corroborating a non-verdict is pure spend), and a failed extra records its spend but contributes no stance.

Tests (21, all passing; new module 100% lines and branches)

  • Flag clamps ({0,2,3}, floor-never-round-up), rotation determinism + distinct consecutive windows + multi-seed offset spread, window size/membership/empty-set, exemplar balance, suffix rendering, budget plans (funded / degraded / zero-estimate / off), confidence contract (dissent drops confidence; single stance ⇒ uncorroborated).
  • End-to-end: flag=3 spends exactly two extra judge calls with different rotated windows, all budget-accounted; flag off spends nothing; exhausted budget degrades to zero extras with the pass completing; a dissenting extra lands measurably in decision_records' aiAgreement (0.75 over 4 stances); a failed extra records spend but fabricates no stance (sampleCount stays 2, agreement 1); no usable primary stance ⇒ zero extra spend.

Closes #8834

…VIEW_SELF_CONSISTENCY_RUNS

The paid half of #8834. The free half (judgment-agreement.ts) already
scores inter-run agreement over whatever stances a review produces; this
adds the deliberate extra stances: flag-gated re-runs of the SAME judge
with deterministically rotated few-shot exemplar windows ('simulated
annotators', Trust or Escalate, ICLR 2025), folded into the recorded
confidence through the existing scoreJudgmentAgreement axis -- never
into split detection.

Decisions the free half's closing comment deferred, now made:
- Flag: AI_REVIEW_SELF_CONSISTENCY_RUNS = TOTAL evaluations per review.
  Unset/0/garbage = OFF (today's behavior byte-identical); values clamp
  into {2,3} -- one run measures nothing, benefit saturates by three.
- Budget: extras ride the daily neuron budget for real -- each records a
  status-ok ai_usage_events row (the same sum the quota gate reads) with
  selfConsistency metadata. An underfunded plan DEGRADES to fewer runs
  and the score records as uncorroborated; nothing is ever fabricated.
- Rotation: window = f(repo#pr, runIndex) via FNV-1a, so replay can
  reconstruct what each run saw and re-reviews sample the same rotation
  instead of measuring prompt-shuffle variance. Exemplars are synthetic,
  versioned (JUDGE_EXEMPLAR_SET_VERSION), balanced 3 defect / 3 clean.
- The rotated window rides the SYSTEM turn itself: the systemAppend
  parameter is a self-host-CLI-only transport (selfHostCliSystemAppend
  drops it for every other provider), so appending there would have made
  rotation silently provider-dependent.
- Extras are skipped when the primary pass produced no usable stance:
  corroborating a non-verdict is pure spend.

A failed extra run records its spend but contributes no stance; a
dissenting one lands measurably in decision_records' aiAgreement.

Closes #8834
@loopover-orb

loopover-orb Bot commented Jul 28, 2026

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Warning

⏸️ LoopOver review result - manual review recommended

Review updated: 2026-07-28 21:09:42 UTC

6 files · 1 AI reviewer · no blockers · CI green · clean

⏸️ Suggested Action - Manual Review

  • AI review did not produce public notes: The configured AI reviewer returned no usable public assessment for this PR head.

Review summary
AI review is unavailable for this PR head. LoopOver is holding this PR for manual review until the configured AI provider returns a usable public review summary.

Nits — 2 non-blocking
  • PR author also opened the linked issue — Link an issue that was opened by a different contributor, or provide a rationale for why this self-authored issue represents genuine discovery work.
  • AI review did not produce public notes — Fix the configured AI provider, then re-run LoopOver review before relying on the result.

Decision drivers

  • ✅ Code review — No blockers (1 reviewer)
  • ⚠️ Gate result — Not blocking (Advisory; not blocking this PR.)
Context & advisory signals — never blocks the verdict
Signal Result Evidence
Linked issue ✅ Linked #8834
Related work ✅ No active overlap found No same-issue or scoped active PR overlap found.
Change scope ✅ 20/20 Low review scope from cached public metadata (1 linked issue).
Validation posture ✅ 25/25 PR body includes validation/test evidence.
Contributor workload ✅ 10/10 Author activity: 14 registered-repo PR(s), 13 merged, 276 issue(s).
Contributor context ✅ Confirmed Gittensor contributor JSONbored; Gittensor profile; 14 PR(s), 276 issue(s).
Improvement ✅ Minor risk: clean · value: minor
Review context
  • Author: JSONbored
  • Role context: owner (maintainer lane)
  • Public audience mode: oss maintainer
  • Lane context: Repository is registered but has no active allocation in the current snapshot.
  • Public profile languages: Python, TypeScript, Ruby, Go, MDX, Shell, Solidity, JavaScript
  • Official Gittensor activity: 14 PR(s), 276 issue(s).
  • PR-specific overlap: none found.
Contributor next steps
  • Start here: Treat this as maintainer-lane context rather than normal contributor-lane activity.
  • Then work through the remaining 1 step in the Signals table above.
Signal definitions
  • Related work = same linked issue, overlapping active PRs, or title/path similarity.
  • Change scope = cached public metadata such as size labels, draft state, and review-burden hints.
  • Validation posture = whether the PR provides enough public validation/test evidence for maintainer review.
  • Contributor workload = public contributor activity and cleanup pressure, not a repo-wide quality failure.
  • Contributor context = public GitHub/Gittensor identity context; non-Gittensor status is not a blocker.
🧪 Chat with LoopOver

Ask LoopOver a question about this PR directly in a comment — grounded only in the same cached, public-safe facts shown above, never a new claim.

  • @loopover ask <question> answers contribution-quality Q&A with source citations and freshness.
  • @loopover chat <question> answers in natural prose from cached decision-pack facts via local inference (maintainer/collaborator; read-only).
  • A plain-language @loopover mention with a real question is routed to the closest matching read-only command automatically — no exact syntax required.

Full command reference: https://loopover.ai/docs/loopover-commands

🧪 Experimental — new and may change.

Decision record
  • action: hold · clause: ai_review_inconclusive
  • config: 012c0dd0e994438c517fe11062ea23c86d8c2c2f8a6b57a7b3a23ee3f1e253a9 · pack: oss-anti-slop · ci: passed
  • record: eee1ade65af4599b147d95609971119c0b2e948a6fc460cac89fa0dc694f816d (schema v5, head 920358a)

🟩 Safe / merged · 🟦 Advisory · 🟨 Held for review · 🟥 Blocked / closed


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Checked by LoopOver, a quiet PR intelligence layer for OSS maintainers.

  • Re-run LoopOver review

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Superagent didn't find any vulnerabilities or security issues in this PR.

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github-actions Bot commented Jul 28, 2026

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Logic backtest

Replayed 0 historical case(s) for linked_issue_scope_mismatch through the base (a858cbc) and head (920358a) versions of its detection logic (corpus checksum 4f53cda18c2b).

Backtest comparison: linked_issue_scope_mismatch

Verdict: unchanged — no comparable axis moved.

Advisory only — this check never blocks merge (#8105).

@JSONbored JSONbored self-assigned this Jul 28, 2026
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Bundle Report

Changes will decrease total bundle size by 4.62kB (-0.06%) ⬇️. This is within the configured threshold ✅

Detailed changes
Bundle name Size Change
loopover-ui 7.78MB -4.62kB (-0.06%) ⬇️

Affected Assets, Files, and Routes:

view changes for bundle: loopover-ui

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@codecov

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Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 89.03%. Comparing base (b1b7643) to head (920358a).
⚠️ Report is 1 commits behind head on main.
✅ All tests successful. No failed tests found.

Additional details and impacted files
@@            Coverage Diff             @@
##             main    #9591      +/-   ##
==========================================
- Coverage   89.84%   89.03%   -0.81%     
==========================================
  Files         879      880       +1     
  Lines      111064   111106      +42     
  Branches    26439    26447       +8     
==========================================
- Hits        99780    98925     -855     
- Misses       9992    11155    +1163     
+ Partials     1292     1026     -266     
Flag Coverage Δ
backend 94.15% <100.00%> (-1.46%) ⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Files with missing lines Coverage Δ
src/queue/ai-review-orchestration.ts 98.80% <100.00%> (+<0.01%) ⬆️
src/review/self-consistency.ts 100.00% <100.00%> (ø)
src/services/ai-review.ts 96.83% <100.00%> (+0.04%) ⬆️

... and 3 files with indirect coverage changes

@loopover-orb loopover-orb Bot added the manual-review Gittensor contributor context label Jul 28, 2026
@JSONbored
JSONbored merged commit c538594 into main Jul 28, 2026
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@JSONbored
JSONbored deleted the feat/self-consistency-8834 branch July 28, 2026 21:10
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gate: per-decision confidence signal via rotated-exemplar self-consistency

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