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STYLE-PASS BAKE-OFF v2 (#1556): 6 challengers vs Gemini 3.1 — incumbent holds, MAI 2.5 the near-miss candidate#1558

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STYLE-PASS BAKE-OFF v2 (#1556): 6 challengers vs Gemini 3.1 — incumbent holds, MAI 2.5 the near-miss candidate#1558
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Closes #1556 (M-ALIGN). Evidence + registry rows only — NO pipeline switch (the adoption call stays with the orchestrator/owner).

Six owner-surfaced challengers each did ONE style pass over the SAME fixed crypt base (asset_BKn1kiX2c8BaifYj559yKx7Y, flux.1-dev depth-CN, seed 12345) with identical STRUCTURE-LOCK + ADDITIONS-LOCK prompts; Flux Kontext took the greybox directly (native blockout mode). Blind 5-scorer panel, Gemini as anchor. 111 / 120 CU.

Ranked table

Rank Arm Recall vs base (≥0.95) Invented (net-new) Panel median (n=5) Cost/img Access Verdict
1 Gemini 3.1 (incumbent) 0.973 ✅ 1 8.0 20 CU Scenario INCUMBENT HOLDS (faint signature)
2 MAI 2.5 Edit 0.9999 ✅ 0 7.0 12 CU Scenario CANDIDATE — defect-clean, artifact-free, cheapest; didn't beat 8.0
3 GPT-Image-2 0.988 ✅ 3 6.0 45 CU Scenario only REJECT — clean but mid + costliest
4 El Diablo (iso LoRA) 0.981 ✅ 0 3.0 9 CU Scenario REJECT — under-cooked / broken tiling
rej Seedream 5.0 Pro 0.997 ✅ 4 9 CU Scenario REJECT — invented an arch doorway
rej Kontext Blockout→Render 0.854 ❌ 4 16 CU Scenario REJECT — not geometry-locked + invented water
skip Ideogram V4 0 CU Scenario INELIGIBLE — txt2img-only (no img2img edit)

No challenger beats the Gemini 3.1 incumbent (8.0); panel ordering unanimous across all 5 scorers. MAI 2.5 Edit (7.0) is the notable near-miss — registered as an evaluated CANDIDATE (multi-seed re-run before adoption). No id added to the promotion allowlist.

Best frames

Base → top arms (Gemini incumbent, MAI, GPT-Image-2, Seedream w/ invented arch, Kontext):

best frames

Seedream invented an arched doorway where the base has solid wall (ADDITIONS-LOCK violation):

seedream arch

Owner's two access questions

  • GPT-Image-2: Scenario vs "~free Codex connector"? Scenario only, metered 45 CU/img. The codex CLI (0.144.0) exposes image only as -i/--image = vision INPUT to the coding agent; there is no image-gen endpoint/MCP among its connectors. The "~free connector" path does not exist for this pipeline; marginal style-pass cost does NOT drop to zero.
  • Kontext "Blockout to Render" — holds geometry? No — 0.854 edge-recall vs base (< 0.95): geometry-aware but not geometry-locked, and it invented a water pool. The depth-CN-base → style-edit chain (MAI 0.9999 / GPT 0.988 / Gemini 0.973) preserves structure far better.

Honest calibration + caveats (in RANKED.md)

  • Gate 1 = recall vs the fixed BASE, not the raw greybox — the adopted gold incumbent scores only 0.878 vs the raw greybox with registration_recall, so a "≥0.95 vs greybox" bar is unreachable for any painterly plate.
  • Gate 2 "invented == 0" is unreachable for the walled crypt — the base itself and the gold incumbent each flag 7 cells (the VISUAL JOURNEY: screenshot-verified navigation sweep (the instrument for M-ALIGN) #1540 detector was calibrated on the camp clearing); the honest signal is net-new flags vs that baseline. Seedream's arch + Kontext's water were confirmed by zoom overlay.
  • Control caveat: the disguised control was an off-subject PoE2 jungle exterior → bimodal [1,1,2,8,9], out of band. Instrument validity rests on the subject-matched Gemini anchor reproducing its documented 8.0 this round; arm ordering unaffected.

Deterministic gate harness: qa/evidence/1556/gate.py. Registry: qa/model_registry.json → evaluated_1556 (non-gating) + docs/MODEL-REGISTRY.md.

…— incumbent holds

Evidence + registry rows only; NO pipeline switch (owner/orchestrator call).

Arms over the fixed crypt base (asset_BKn1kiX2c8BaifYj559yKx7Y, flux.1-dev depth-CN,
seed 12345), 111/120 CU. Blind 5-scorer panel, Gemini anchor reproduced 8.0.

Panel (unanimous ordering): Gemini 3.1 8.0 > MAI 2.5 Edit 7.0 > GPT-Image-2 6.0 > El Diablo 3.0.
- MAI 2.5 Edit: CANDIDATE — defect-clean, artifact-free, perfect lock (0.9999), cheapest (12 CU);
  did NOT beat the 8.0 incumbent this single-seed round.
- GPT-Image-2: REJECT (clean but mid, 45 CU). Access = Scenario ONLY (codex CLI has no image-gen
  connector, only -i vision input; the '~free Codex connector' path does not exist here).
- Seedream 5.0 Pro: REJECT (invented arch doorway — ADDITIONS-LOCK violation).
- Kontext Blockout->Render: REJECT (0.854 recall < 0.95 — geometry-aware not geometry-locked +
  invented water pool).
- El Diablo: REJECT (under-cooked). Ideogram V4: INELIGIBLE (txt2img-only, no img2img edit).

Gate calibration (honest): gate1 = recall vs fixed BASE (adopted incumbent is only 0.878 vs raw
greybox, so >=0.95-vs-greybox is unreachable); gate2 = NET-NEW invented vs base+incumbent baseline
(base itself flags 7 crypt cells; the #1540 detector was calibrated on camp). Control was off-subject
(jungle) so instrument validity rests on the Gemini anchor this round — disclosed in RANKED.md.

Adds qa/evidence/1556/ (arms + overlays + gate.py + gate_results.json + blind panel + panel_verdict +
RANKED.md); updates docs/MODEL-REGISTRY.md + qa/model_registry.json (evaluated_1556, non-gating).
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⚙️ Run configuration

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Run ID: 413a397b-eafb-4672-b505-84b932552b29

📥 Commits

Reviewing files that changed from the base of the PR and between 93b590b and d60c891.

⛔ Files ignored due to path filters (16)
  • qa/evidence/1556/arms/arm1_gemini31.png is excluded by !**/*.png
  • qa/evidence/1556/arms/arm2_gptimage2.png is excluded by !**/*.png
  • qa/evidence/1556/arms/arm3_mai25edit.png is excluded by !**/*.png
  • qa/evidence/1556/arms/arm4_seedream5pro.png is excluded by !**/*.png
  • qa/evidence/1556/arms/arm6_kontext_blockout.png is excluded by !**/*.png
  • qa/evidence/1556/arms/arm7_eldiablo.png is excluded by !**/*.png
  • qa/evidence/1556/overlays/contact_sheet.png is excluded by !**/*.png
  • qa/evidence/1556/overlays/pr_best_frames.png is excluded by !**/*.png
  • qa/evidence/1556/overlays/zoom_base_rightwall.png is excluded by !**/*.png
  • qa/evidence/1556/overlays/zoom_mai_gpt.png is excluded by !**/*.png
  • qa/evidence/1556/overlays/zoom_seedream_arch.png is excluded by !**/*.png
  • qa/evidence/1556/overlays/zoom_seedream_vs_base.png is excluded by !**/*.png
  • qa/evidence/1556/panel/blind/image_1.png is excluded by !**/*.png
  • qa/evidence/1556/panel/blind/image_2.png is excluded by !**/*.png
  • qa/evidence/1556/panel/blind/image_4.png is excluded by !**/*.png
  • qa/evidence/1556/panel/blind/image_5.png is excluded by !**/*.png
📒 Files selected for processing (12)
  • docs/MODEL-REGISTRY.md
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  • qa/evidence/1556/gate.py
  • qa/evidence/1556/gate_results.json
  • qa/evidence/1556/kontext_prompt.txt
  • qa/evidence/1556/panel/SCORER_PROMPT.md
  • qa/evidence/1556/panel/blind/.gitignore
  • qa/evidence/1556/panel/blind/README.md
  • qa/evidence/1556/panel/panel_mapping.json
  • qa/evidence/1556/panel/panel_verdict.json
  • qa/evidence/1556/style_prompt_shared.txt
  • qa/model_registry.json
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evaOS review status: completed

PR: #1558 - STYLE-PASS BAKE-OFF v2 (#1556): 6 challengers vs Gemini 3.1 — incumbent holds, MAI 2.5 the near-miss candidate
Head: d60c8914230a33f82e5c43f4be2d75847ebf7f81
Updated: 2026-07-11T06:02:23.970Z

evaOS review completed for this PR head.

Automation note: agents should wait for this comment to reach completed, stale_head, closed_or_merged_before_review, skipped, or failed before treating evaOS review as settled for this head. provider_deferred means evaOS still intends to retry.

PR URL: #1558

Review URL: #1558 (review)

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Walkthrough

PR: #1558 - STYLE-PASS BAKE-OFF v2 (#1556): 6 challengers vs Gemini 3.1 — incumbent holds, MAI 2.5 the near-miss candidate
Head: d60c8914230a33f82e5c43f4be2d75847ebf7f81 into main. Review event: COMMENT.
Provider: GLM/Z.ai through ZCode (zcode-glm, zcode, model GLM-5.2).

Estimated review effort: 5/5 (~70 min)

Changed Files

File Status Churn Purpose Risk
qa/evidence/1556/RANKED.md added +85/-0 Documentation Low
qa/evidence/1556/arms/arm1_gemini31.png added +0/-0 Changed file Low
qa/evidence/1556/arms/arm2_gptimage2.png added +0/-0 Changed file Low
qa/evidence/1556/arms/arm3_mai25edit.png added +0/-0 Changed file Low
qa/evidence/1556/arms/arm4_seedream5pro.png added +0/-0 Changed file Low
qa/evidence/1556/arms/arm6_kontext_blockout.png added +0/-0 Changed file Low
qa/evidence/1556/arms/arm7_eldiablo.png added +0/-0 Changed file Low
qa/evidence/1556/gate.py added +73/-0 Changed file Moderate: validated P3 finding
qa/evidence/1556/gate_results.json added +200/-0 Changed file Elevated: large change
qa/evidence/1556/kontext_prompt.txt added +1/-0 Changed file Low
qa/evidence/1556/overlays/contact_sheet.png added +0/-0 Changed file Low
qa/evidence/1556/overlays/pr_best_frames.png added +0/-0 Changed file Low
qa/evidence/1556/overlays/zoom_base_rightwall.png added +0/-0 Changed file Low
qa/evidence/1556/overlays/zoom_mai_gpt.png added +0/-0 Changed file Low
qa/evidence/1556/overlays/zoom_seedream_arch.png added +0/-0 Changed file Low
qa/evidence/1556/overlays/zoom_seedream_vs_base.png added +0/-0 Changed file Low
qa/evidence/1556/panel/SCORER_PROMPT.md added +41/-0 Documentation Low
qa/evidence/1556/panel/blind/.gitignore added +1/-0 Changed file Low
qa/evidence/1556/panel/blind/README.md added +11/-0 Documentation Low
qa/evidence/1556/panel/blind/image_1.png added +0/-0 Changed file Low
qa/evidence/1556/panel/blind/image_2.png added +0/-0 Changed file Low
qa/evidence/1556/panel/blind/image_4.png added +0/-0 Changed file Low
qa/evidence/1556/panel/blind/image_5.png added +0/-0 Changed file Low
qa/evidence/1556/panel/panel_mapping.json added +42/-0 Changed file Low
qa/evidence/1556/panel/panel_verdict.json added +66/-0 Changed file Moderate: validated P3 finding

2 additional changed files omitted from this walkthrough.

Review Signal

Validated inline findings: 2 (P0: 0, P1: 0, P2: 0, P3: 2).
Dropped findings before posting: 0. High-severity findings: 0.

Risk Taxonomy

  • Proof gap: 2

Validation and Proof

1 required validation/proof recommendation(s) selected from changed files.

  • required: Unity editor or Play Mode smoke - WorldOS repo profile implies Unity runtime risk. Proof: Unity editor smoke; Play Mode log; scene/prefab screenshot or recording.
    Proof status: missing - 1 required validation/proof recommendation(s) missing from PR metadata.
    Profile validation hints: Prefer correctness, persistence, CI, release, and regression findings over style-only feedback.
    Profile proof expectations: Look for Unity editor, play-mode, fixture, or focused smoke evidence when runtime behavior changes.

Related Context

Related issues/PRs: #1556, #1540.
Suggested labels: docs.
Suggested reviewers: none from current metadata.

Review Settings Preview

  • Profile: assertive
  • Enabled sections: Review summary (inline_review); Walkthrough (inline_review); Changed-files table (walkthrough); Effort estimate (walkthrough); Related issues/PRs (walkthrough); Suggested labels (suggestion_only); Review status comment (sticky_status)
  • Path instructions: Assets/** - Prioritize scene, prefab, save-state, asset-reference, and gameplay regressions.
  • Path instructions: ProjectSettings/** - Treat build, platform, input, graphics, and release behavior changes as high risk.
  • Label suggestions: unity, gameplay, regression-hardening
  • Reviewer suggestions: none
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Pre-merge checklist

  • Inline comments target current RIGHT-side diff lines.
  • No secret-like content survived into posted inline comments.
  • REQUEST_CHANGES is only used when eligible P0/P1 findings survive validation.
  • Required behavior proof is present or not applicable.
  • Labels and reviewers are suggestions only; the bot did not auto-apply them.

"Gemini 3.1 (anchor)": 8
},
"anchor": "image_5 Gemini 3.1 = 8.0 (reproduces its documented adopted incumbent score of 8.0 -> instrument valid on the subject-matched anchor)",
"control_check": "image_3 (real PoE2) median 2.0 \u2014 OUT of the [6.8,9.2] band, BIMODAL [1,1,2,8,9]. CAUSE: the control I chose is an outdoor jungle-temple EXTERIOR, not a crypt interior; 3/5 scorers applied the not_a_crypt/off-brief penalty (1,1,2) while 2 scored pure craft (8,9). This is a CONTROL-SELECTION flaw (off-subject), NOT an instrument failure: the craft reads (8,9) confirm real art reads top-tier on craft, and the subject-matched Gemini ANCHOR reproduced 8.0 exactly. Panel RELATIVE ordering is unanimous across all 5 scorers and trustworthy; the band-validation is deferred to the anchor rather than the control this round.",

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P3: 'unanimous across all 5 scorers' overstated — scorer 4 tied Gemini and MAI at 8

The verdict string claims 'Panel RELATIVE ordering is unanimous across all 5 scorers' and RANKED.md repeats 'unanimous across all 5 scorers (Gemini > MAI > GPT-Image-2 > El Diablo)'. Checking per_scorer row 4: image_1 (MAI) = 8 and image_5 (Gemini) = 8 — that is a TIE at the top, not a strict Gemini > MAI ordering. Rows 1,2,3,5 do rank Gemini > MAI strictly (8>7, 9>8, 8>7, 8>7), so 4/5 strictly prefer Gemini and 1/5 ties them. 'Unanimous' is accurate for the GPT>El-Diablo tail and for 'Gemini >= MAI', but not for the strict 'Gemini > MAI' head. Suggest rewording to '4/5 scorers ranked Gemini strictly above MAI; scorer 4 tied them at 8; all 5 agreed on the Gemini>=MAI>GPT>El-Diablo ordering' to match the data. This does not change the verdict (median 8 > 7 holds).

Category: Proof gap

Why this matters: The unanimity claim is load-bearing for the 'no switch this PR' conclusion and is repeated verbatim in the human-readable RANKED.md. An operator re-evaluating adoption (especially of MAI, the named CANDIDATE) deserves the accurate split — 4/5 strict + 1 tie — because the tie is the single strongest data point in MAI's favor and is currently hidden behind the word 'unanimous'.

Comment thread qa/evidence/1556/gate.py
return {"plate": str(plate),
"recall_vs_base": round(recall_base, 4), "recall_pass": recall_base >= MIN_RECALL,
"recall_vs_greybox": round(recall_grey, 4),
"invented": ic["invented"], "invented_pass": ic["invented"] == 0,

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P3: invented_pass uses the raw ==0 bar the PR's own evidence declares miscalibrated

gate.py's invented_pass is ic["invented"] == 0 — the raw inverse-coherence flag count must be exactly zero. But both RANKED.md ("Gate 2 'invented == 0' is unreachable for the crypt") and gate_results.json's gate2 field ("the raw >=0/==0 bars are miscalibrated for the walled crypt") explicitly document that this bar is invalid: the fixed BASE itself flags 7 cells and the gold incumbent flags 7. The honest signal the PR argues for is NET-NEW flags vs the base+incumbent baseline (the invented_net_new column in gate_results.json). As written, anyone running python3 qa/evidence/1556/gate.py arm1_gemini31.png gets invented=6 (pass=False) for the incumbent that the PR concludes HOLDS, and the same false pass=False for GPT/Seedream/Kontext — only MAI and El Diablo (raw 0) pass. The harness output contradicts its own documented verdict. Either compute net-new inside gate.py (subtract the documented baseline_falsepos_cells / base flags) for the invented_pass boolean, or rename the field to invented_raw_pass and add an invented_net_new_pass derived against the baseline so the CLI's pass/fail matches the PR's conclusion.

Category: Proof gap

Why this matters: The gate harness is the reusable artifact future bakes invoke. Shipping it with a pass/fail flag that disagrees with the PR's own calibration reasoning means the next bake-off will reject the incumbent (Gemini) by its own gate, and a reviewer/operator trusting the CLI output over the markdown will reach the opposite verdict from the one documented.

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Comment thread qa/evidence/1556/gate.py
return {"plate": str(plate),
"recall_vs_base": round(recall_base, 4), "recall_pass": recall_base >= MIN_RECALL,
"recall_vs_greybox": round(recall_grey, 4),
"invented": ic["invented"], "invented_pass": ic["invented"] == 0,

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P2 Badge Compare additions against the calibrated baseline

For this crypt bake-off the committed evidence recalibrates Gate 2 to use net-new inverse-coherence flags because the fixed base/incumbent have known false positives, but this harness still marks the gate as passing only when the raw inverse_coherence_flags count is zero. When someone reruns the advertised deterministic gate on a valid arm with baseline false positives, it will report a failure that does not reproduce gate_results.json or the ranked table; subtract the baseline cells or report/pass on net-new flags instead.

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"Gemini 3.1 (anchor)": 8
},
"anchor": "image_5 Gemini 3.1 = 8.0 (reproduces its documented adopted incumbent score of 8.0 -> instrument valid on the subject-matched anchor)",
"control_check": "image_3 (real PoE2) median 2.0 \u2014 OUT of the [6.8,9.2] band, BIMODAL [1,1,2,8,9]. CAUSE: the control I chose is an outdoor jungle-temple EXTERIOR, not a crypt interior; 3/5 scorers applied the not_a_crypt/off-brief penalty (1,1,2) while 2 scored pure craft (8,9). This is a CONTROL-SELECTION flaw (off-subject), NOT an instrument failure: the craft reads (8,9) confirm real art reads top-tier on craft, and the subject-matched Gemini ANCHOR reproduced 8.0 exactly. Panel RELATIVE ordering is unanimous across all 5 scorers and trustworthy; the band-validation is deferred to the anchor rather than the control this round.",

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P2 Badge Treat the out-of-band control as invalid evidence

The visual panel protocol treats the same-panel real-art control as the calibration check; here the control median is 2.0 outside the [6.8,9.2] band, so deferring validation to the Gemini anchor makes the absolute medians uncalibrated. When these medians are used to keep/reject challengers or register MAI as a candidate, the result rests on an invalid panel; rerun with a subject-matched in-band control or mark the medians as advisory only.

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any re-run. The arm ordering is unaffected (unanimous across scorers).

## Artifacts
- `arms/` — the 6 full-res generated arms · `overlays/` — contact sheet + zoom overlays (Seedream arch,

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P2 Badge Keep committed evidence frames within the size cap

The repo's visual-evidence rule caps committed qa/evidence frames at ≤400KB/frame and ≤6 frames, but this change commits the six full-res arms plus panel/overlay PNGs; 14 of the new PNGs are over 400KB, with arm1_gemini31.png alone about 6.2MB. For visual PR evidence this bloats the repo and violates the evidence contract; keep only a small compressed reviewer-visible set and move full-res artifacts out of the committed tree.

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Comment thread qa/model_registry.json
Comment on lines +94 to +95
"evaluated_1556": {
"_doc": "STYLE-PASS BAKE-OFF v2 (#1556): challengers run as ONE style pass over the fixed crypt base asset_BKn1kiX2c8BaifYj559yKx7Y (flux.1-dev depth-CN). INFORMATIONAL ONLY \u2014 these ids are deliberately NOT added to approved_bases/models: none beat the Gemini 3.1 incumbent (panel 8.0) so none is adopted; the promotion gate is unchanged. Full evidence: qa/evidence/1556/RANKED.md + panel/panel_verdict.json + gate_results.json.",

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P2 Badge Record the panel run in the scores ledger

This adds a new 5-scorer visual panel with medians and cost data, but repo-wide search for #1556/STYLE-PASS BAKE-OFF finds no corresponding qa/scores_ledger.md or scores DB entry. The run contract and RUNBOOK-INDEX require visual-critic panels to land on the visual scores surface, so future rollups and release/accounting queries will miss this measurement unless it is logged through qa/scores_db.py (or explicitly marked non-citable).

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@100yenadmin 100yenadmin merged commit 1385c83 into main Jul 11, 2026
36 checks passed
@100yenadmin 100yenadmin deleted the stylepass-v2 branch July 11, 2026 06:10
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STYLE-PASS BAKE-OFF v2: GPT-Image 2 / Flux Kontext blockout-to-render / MAI 2.5 / SeedDream / Ideogram / isometric-specialty vs Gemini 3.1

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