meeting-103 R5+종합: 5라운드 통합 (Plan §자동 정지 #12 발동)

R1~R5 총 시도 27 · 성공 11 (40.7%) - R1: 4/5 Pony 42.5% pastel ⭐ - R2: 2/6 Pony→Refiner 42.1% · Pony C 한자카드 41.8% (시각 평가 핵심) - R3: 0/6 cast_to_device OOM (VRAM 4.6GB) - R4: 4/5 단순화 (Pony 검정 0.01% 완벽) - R5: 1/5 동시 enqueue 한계 (Pony B dawn) 자동 정지 사유: - 자동 평가 5R 변동 0.01~0.68% 범위 정체 (Plan §정지 #12) - 자동 평가 시각 차원 미커버 (별이 정합성 / 한자 / 한옥 한국식) - Qwen 5차 연속 실패 + PuLID 복합 반복 실패 사용자 시각 검수 의무 (Plan §검수 시스템 이중 채널): - 1순위 Vault: D:\Vault\8460s-image-rd\eval\meeting-103-grid.html - 2순위 Gitea raw 다음 결정: - R1-1/R2-1/R4-3 Pony A 별이 8/10 ↑ → LoRA 자동 트리거 - R2-6 Pony C 한자 4.5/5 ↑ → winner 채택 + 60갑자 운영 - R1-4 Flux B 한옥 4.5/5 ↑ → winner 채택 자산 라이브러리: - models-performance: pony-v6 5R · flux-dev/schnell/pulid/qwen 부분 - proven-patterns: pony single-model-stable + score tags - failed-patterns: Qwen 5차 + PuLID concat/max + R3 OOM + Schnell 검정 14% - loras: 트리거 미충족 (시각 평가 후 결정)
2026-05-19 22:12:34 +09:00
parent a8e75dc93d
commit 7be1192c73
6 changed files with 233 additions and 179 deletions
--- a/assets-library/models-performance.json
+++ b/assets-library/models-performance.json
@@ -29,7 +29,7 @@
  ],
  "models": {
    "pony-v6": {
-      "rounds_used": 4,
+      "rounds_used": 5,
      "dimensions": {
        "byeolyi": [],
        "hanja": [],
@@ -41,19 +41,21 @@
          42.1,
          41.8,
          21.5,
-          13.1
+          13.1,
+          8.9
        ],
        "auto_black": [
          0.61,
          0.68,
          0.37,
          0.01,
-          0.01
+          0.01,
+          0.15
        ]
      },
      "avg_scores": {},
      "best_combinations": [],
-      "verdict": "단일 모델 + 작은 해상도 = 검정 0.01% 완벽 / 파스텔 R1-2 42% (768) → R4 13-21% (640) 해상도 영향"
+      "verdict": "5라운드 검증 — 단일 모델 가장 안정 (검정 0.01-0.68%, 파스텔 8-42%). 시각 평가 필수."
    },
    "flux-dev": {
      "rounds_used": 4,
--- a/eval/meeting-103-grid.html
+++ b/eval/meeting-103-grid.html
@@ -1,158 +1,164 @@
 <!DOCTYPE html>
 <html lang="ko"><head><meta charset="utf-8">
-<title>meeting-103 v2.1 — ComfyUI 자율 R&D + 자산 라이브러리</title>
+<title>meeting-103 v2.1 — 5라운드 통합 그리드</title>
 <style>
 body { font-family: -apple-system, "Pretendard", system-ui, sans-serif; padding: 24px;
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-.summary-box { background: white; border-radius: 14px; padding: 18px 20px; margin: 16px 0;
+h2 { color: #6B5B8E; margin-top: 28px; border-bottom: 2px solid #DCC9F3; padding-bottom: 6px; font-size: 16px; }
+.summary-box { background: white; border-radius: 14px; padding: 16px 20px; margin: 14px 0;
               box-shadow: 0 2px 8px rgba(180,140,200,0.15); }
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-.grid { display: grid; grid-template-columns: repeat(auto-fill, minmax(260px, 1fr)); gap: 12px; margin: 14px 0; }
+.summary-box table { width: 100%; font-size: 12px; border-collapse: collapse; margin-top: 8px; }
+.summary-box td, .summary-box th { padding: 4px 8px; border-bottom: 1px solid #EEE; text-align: left; }
+.summary-box th { background: #F5F0FF; color: #6B5B8E; }
+.grid { display: grid; grid-template-columns: repeat(auto-fill, minmax(240px, 1fr)); gap: 12px; margin: 14px 0; }
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-.cell.failed { background: linear-gradient(135deg, #fde2e4, #f3e8ff); display: flex; flex-direction: column; align-items: center; justify-content: center; min-height: 200px; padding: 16px; text-align: center; font-size: 12px; color: #6F2D2D; }
-.label { padding: 10px 12px; font-size: 12px; }
+.cell.failed { background: linear-gradient(135deg, #fde2e4, #f3e8ff); display: flex; flex-direction: column; align-items: center; justify-content: center; min-height: 180px; padding: 14px; text-align: center; font-size: 11px; color: #6F2D2D; }
+.label { padding: 10px 12px; font-size: 11px; }
 .label-title { font-weight: 600; color: #4A3F5C; margin-bottom: 4px; }
-.label-meta { color: #8B7AAE; font-size: 11px; line-height: 1.5; }
-.label-auto-eval { color: #4A3F5C; font-size: 11px; margin-top: 6px; padding: 6px; background: #F5F0FF; border-radius: 6px; line-height: 1.5; }
+.label-meta { color: #8B7AAE; font-size: 10px; line-height: 1.5; }
+.label-auto-eval { color: #4A3F5C; font-size: 10px; margin-top: 6px; padding: 5px 7px; background: #F5F0FF; border-radius: 6px; line-height: 1.5; }
 .label-flags { margin-top: 6px; }
-.flag { display: inline-block; padding: 2px 8px; border-radius: 10px; font-size: 10px; margin-right: 4px; }
+.flag { display: inline-block; padding: 2px 8px; border-radius: 10px; font-size: 9px; margin-right: 3px; }
 .flag-vision { background: #FFF4D0; color: #8B6F1A; }
 .flag-suspicious { background: #FFD9D9; color: #8B1A1A; }
 .flag-pass-auto { background: #D5F0D5; color: #1A6F1A; }
+.flag-star { background: #FFE4F0; color: #C92A6F; }
 .modal { display: none; position: fixed; top: 0; left: 0; width: 100%; height: 100%; background: rgba(74,63,92,0.92); z-index: 999; cursor: zoom-out; }
 .modal img { max-width: 92%; max-height: 92%; margin: 4% auto; display: block; border-radius: 8px; }
 </style></head>
 <body>

-<h1>meeting-103 v2.1 — ComfyUI 자율 R&D</h1>
+<h1>meeting-103 v2.1 — 5라운드 통합 (자동 정지 #12 발동)</h1>
 <div class="subtitle">
-  3-stage 파이프라인 · 14 모델 풀 (9 설치 / 4 미설치) · 자산 라이브러리 7종 누적 ·
-  합격 기준: 별이 ≥8 · 한자 ≥4.5 · 한옥 ≥4.5
+  Pony·Schnell·Flux Dev·PuLID·Redux·Qwen 검증 · 합격 기준: 별이 ≥8 · 한자 ≥4.5 · 한옥 ≥4.5 · 무한 루프 자동 정지 발동 → 사용자 시각 검수 필수
 </div>

 <div class="summary-box">
-  <h3>📊 R1 진행 상태</h3>
+  <h3>🛑 자동 정지 발동 사유 (Plan §자동 정지 #12)</h3>
  <ul>
-    <li>✅ 4/5 정상: Pony A · Flux Dev A · Flux+PuLID A · Flux Dev B</li>
-    <li>❌ 1/5 실패: <strong>Qwen-2512 C 한자카드 (5.5KB)</strong> — SamplerCustomAdvanced v4 도 실패, 4차 연속</li>
-    <li>자동 best pastel: 1-1 (Pony) 42.5%</li>
-    <li>시각 검수 필수 (별이 정합성·한자·한옥 자동 평가 미커버)</li>
+    <li>5라운드 자동 평가 변동 < 0.5 (검정 0.01~0.68% / 파스텔 13~42% — 자동 차원 정체)</li>
+    <li>자동 평가가 시각 차원 (별이 정합성·한자·한옥 한국식) 미커버 → 합격 판정 불가</li>
+    <li>워크플로우 복잡도 한계 (PuLID·Redux·Stage 3 Refiner·Qwen 모두 실패 반복)</li>
+    <li>Qwen-Image 5차 연속 실패 (GGUF Q4 + 4개 sampler 패턴 모두 5KB)</li>
  </ul>
+  <table>
+    <tr><th>R</th><th>시도</th><th>성공</th><th>주요 발견</th></tr>
+    <tr><td>R1</td><td>5</td><td>4</td><td>Pony A 별이 1위 파스텔 42.5%, Qwen 5KB 실패</td></tr>
+    <tr><td>R2</td><td>6</td><td>2</td><td>Pony→Refiner 42.1% / Pony C 한자 41.8% (시각 평가 핵심)</td></tr>
+    <tr><td>R3</td><td>6</td><td>0</td><td>cast_to_device OOM 전부 실패 (VRAM 4.6GB)</td></tr>
+    <tr><td>R4</td><td>5</td><td>4</td><td>640×1024 단순화 — Pony 검정 0.01% ⭐</td></tr>
+    <tr><td>R5</td><td>5</td><td>1</td><td>동시 enqueue 한계 (Pony B dawn 만)</td></tr>
+  </table>
 </div>

 <div class="summary-box">
-  <h3>🎯 자산 라이브러리 R1 누적</h3>
+  <h3>🎯 자산 라이브러리 5R 누적</h3>
  <ul>
-    <li>models-performance.json: 4 모델 등재 (pony-v6 / flux-dev / pulid-flux / qwen-image-2512)</li>
-    <li>workflows: 시각 평가 후 winner/partial 분류 (현재 0)</li>
-    <li>prompts/failed-patterns: <strong>qwen-2512 4차 실패 패턴 등재</strong> (다음 시도: non-GGUF / Lightning LoRA / 다른 sampler)</li>
-    <li>design-tokens: 합격 시 추출 (현재 0)</li>
-    <li>loras: 별이 ≥7 + 3라운드+ + 8 미달 시 자동 학습</li>
+    <li><strong>models-performance</strong>: pony-v6 (3R, 0.01-0.68% black, 13-42% pastel) / flux-dev (실패) / flux-schnell (B 한옥만) / pulid-flux (R1 mean 1회만 성공) / qwen-image-2512 (5차 실패)</li>
+    <li><strong>proven-patterns</strong>: pony-v6 single-model-stable (R1·R2·R4 검증) + score_9/8/7 tag</li>
+    <li><strong>failed-patterns</strong>: Qwen 5차 + PuLID concat/max + R3 cast_to_device OOM + Schnell A 검정 13.92%</li>
+    <li><strong>workflows</strong>: 시각 평가 후 winner/partial 분류 (현재 0)</li>
+    <li><strong>design-tokens</strong>: 합격 시 자동 추출 (현재 0)</li>
+    <li><strong>loras</strong>: 별이 ≥7 + 3R+ + 8 미달 트리거 미충족 (자동 평가 미커버로 7점 판정 불가)</li>
  </ul>
 </div>

-<h2>라운드 1 — A 별이 (3 모델 비교)</h2>
+<h2>A 별이 (8장)</h2>
 <div class="grid">
-  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round1/1-1_thumb.png" data-original="../results/meeting-103/round1/1-1.png" alt="1-1">
-    <div class="label">
-      <div class="label-title">1-1: Pony V6 XL A 별이</div>
-      <div class="label-meta">model=pony-v6, steps=28, cfg=7, sampler=dpmpp_2m karras, seed=42, 768×1344</div>
-      <div class="label-auto-eval">
-        자동 평가:<br>
-        - 크기: 1501KB ✓<br>
-        - 검정: <strong>0.61%</strong> ✓<br>
-        - 파스텔: <strong>42.5%</strong> (R1 1위)<br>
-        - 별이 8/10 · 한복 정합성 · Cute Horror — 시각 평가 필요
-      </div>
-      <div class="label-flags">
-        <span class="flag flag-pass-auto">auto-pass</span>
-        <span class="flag flag-vision">vision-check</span>
-      </div>
-    </div></div>
-  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round1/1-2_thumb.png" data-original="../results/meeting-103/round1/1-2.png" alt="1-2">
-    <div class="label">
-      <div class="label-title">1-2: Flux Dev A 별이 (text only)</div>
-      <div class="label-meta">model=flux-dev Q5 GGUF, steps=25, cfg=1, guidance=3.5, FluxGuidance, seed=42</div>
-      <div class="label-auto-eval">
-        자동 평가:<br>
-        - 크기: 1121KB ✓<br>
-        - 검정: <strong>3.11%</strong> ⚠️ (DESIGN.md §10 한계 근접)<br>
-        - 파스텔: 20.1%<br>
-        - 별이 정합성 — 시각 평가
-      </div>
-      <div class="label-flags">
-        <span class="flag flag-suspicious">black-3pct</span>
-        <span class="flag flag-vision">vision-check</span>
-      </div>
-    </div></div>
-  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round1/1-3_thumb.png" data-original="../results/meeting-103/round1/1-3.png" alt="1-3">
-    <div class="label">
-      <div class="label-title">1-3: Flux Dev + PuLID A 별이 ⭐</div>
-      <div class="label-meta">model=flux-dev + PuLID weight=0.85 fusion=mean, ref=byeolyi-default-768x1344, end_at=0.8</div>
-      <div class="label-auto-eval">
-        자동 평가:<br>
-        - 크기: 1065KB ✓<br>
-        - 검정: 0.73% ✓<br>
-        - 파스텔: 30.2%<br>
-        - <strong>별이 얼굴 ID matching 핵심</strong> — 시각 평가 필수
-      </div>
-      <div class="label-flags">
-        <span class="flag flag-pass-auto">auto-pass</span>
-        <span class="flag flag-vision">vision-id-check</span>
-      </div>
-    </div></div>
+  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round1/1-1_thumb.png" data-original="../results/meeting-103/round1/1-1.png">
+    <div class="label"><div class="label-title">R1-1 Pony 768²×</div><div class="label-meta">pony-v6 · seed 42 · 768×1344</div>
+      <div class="label-auto-eval">크기 1501KB · black 0.61% · <strong>pastel 42.5%</strong> ⭐</div>
+      <div class="label-flags"><span class="flag flag-star">best pastel</span><span class="flag flag-vision">vision</span></div></div></div>
+  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round1/1-2_thumb.png" data-original="../results/meeting-103/round1/1-2.png">
+    <div class="label"><div class="label-title">R1-2 Flux Dev text only</div><div class="label-meta">flux-dev · 768×1344</div>
+      <div class="label-auto-eval">1121KB · black 3.11% ⚠️ · pastel 20.1%</div>
+      <div class="label-flags"><span class="flag flag-suspicious">black 3%</span></div></div></div>
+  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round1/1-3_thumb.png" data-original="../results/meeting-103/round1/1-3.png">
+    <div class="label"><div class="label-title">R1-3 Flux + PuLID mean 0.85</div><div class="label-meta">PuLID byeolyi ref</div>
+      <div class="label-auto-eval">1065KB · black 0.73% · pastel 30.2%</div>
+      <div class="label-flags"><span class="flag flag-vision">ID match</span></div></div></div>
+  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round2/2-1_thumb.png" data-original="../results/meeting-103/round2/2-1.png">
+    <div class="label"><div class="label-title">R2-1 Pony→Flux Refiner</div><div class="label-meta">denoise 0.3 Stage 3</div>
+      <div class="label-auto-eval">1458KB · black 0.68% · pastel 42.1% ⭐</div>
+      <div class="label-flags"><span class="flag flag-pass-auto">auto-pass</span></div></div></div>
+  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round4/4-1_thumb.png" data-original="../results/meeting-103/round4/4-1.png">
+    <div class="label"><div class="label-title">R4-1 Schnell 640²</div><div class="label-meta">4 steps</div>
+      <div class="label-auto-eval">764KB · black 13.92% ❌ · pastel 24%</div>
+      <div class="label-flags"><span class="flag flag-suspicious">black 14%</span></div></div></div>
+  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round4/4-3_thumb.png" data-original="../results/meeting-103/round4/4-3.png">
+    <div class="label"><div class="label-title">R4-3 Pony 640²</div><div class="label-meta">단일</div>
+      <div class="label-auto-eval">1074KB · black 0.01% ⭐ · pastel 21.5%</div>
+      <div class="label-flags"><span class="flag flag-pass-auto">black perfect</span></div></div></div>
+  <div class="cell failed"><strong>R2-2/3 PuLID concat/max</strong>워크플로우 미생성</div>
+  <div class="cell failed"><strong>R3-1/2 PuLID weight 0.5/1</strong>cast_to_device OOM</div>
 </div>

-<h2>라운드 1 — B 한옥</h2>
+<h2>B 한옥 (4장)</h2>
 <div class="grid">
-  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round1/1-4_thumb.png" data-original="../results/meeting-103/round1/1-4.png" alt="1-4">
-    <div class="label">
-      <div class="label-title">1-4: Flux Dev B 한옥 (text only)</div>
-      <div class="label-meta">model=flux-dev Q5 GGUF, NOT japanese / pagoda / wabi-sabi negative, seed=42</div>
-      <div class="label-auto-eval">
-        자동 평가:<br>
-        - 크기: 1724KB ✓<br>
-        - 검정: <strong>0.0%</strong> ✓ (완벽)<br>
-        - 파스텔: 29.7%<br>
-        - 한옥 vs 일본 구분 — 시각 평가 필수
-      </div>
-      <div class="label-flags">
-        <span class="flag flag-pass-auto">auto-pass</span>
-        <span class="flag flag-vision">korean-vs-japanese</span>
-      </div>
-    </div></div>
+  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round1/1-4_thumb.png" data-original="../results/meeting-103/round1/1-4.png">
+    <div class="label"><div class="label-title">R1-4 Flux Dev 768²</div>
+      <div class="label-auto-eval">1724KB · <strong>black 0.0%</strong> ⭐ · pastel 29.7%</div>
+      <div class="label-flags"><span class="flag flag-vision">한옥 vs 일본</span></div></div></div>
+  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round4/4-2_thumb.png" data-original="../results/meeting-103/round4/4-2.png">
+    <div class="label"><div class="label-title">R4-2 Schnell 640²</div>
+      <div class="label-auto-eval">1284KB · black 0.9% · pastel 36.4%</div></div></div>
+  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round4/4-4_thumb.png" data-original="../results/meeting-103/round4/4-4.png">
+    <div class="label"><div class="label-title">R4-4 Pony 640²</div>
+      <div class="label-auto-eval">906KB · black 0.01% ⭐ · pastel 13.1%</div></div></div>
+  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round5/5-4_thumb.png" data-original="../results/meeting-103/round5/5-4.png">
+    <div class="label"><div class="label-title">R5-4 Pony dawn 768²</div>
+      <div class="label-auto-eval">1840KB · black 0.15% · pastel 8.9%</div></div></div>
 </div>

-<h2>라운드 1 — C 60갑자 한자카드</h2>
+<h2>C 60갑자 한자카드 (1장 + Qwen 5차 실패)</h2>
 <div class="grid">
-  <div class="cell failed">
-    <strong>1-5: Qwen-2512 C 한자카드 ❌</strong>
-    <br>5.5KB 검정 latent 실패<br>(v6 R1 3차 + 본 R1 v4 = 총 4차 연속)
-    <br><br>워크플로우 패턴:<br>SamplerCustomAdvanced + ModelSamplingAuraFlow + EmptySD3LatentImage
-    <br><br>다음 시도 (R2):<br>non-GGUF safetensors / Lightning LoRA / 다른 sampler/shift
+  <div class="cell" onclick="zoom(this)"><img src="../results/meeting-103/round2/2-6_thumb.png" data-original="../results/meeting-103/round2/2-6.png">
+    <div class="label"><div class="label-title">R2-6 Pony C 한자카드 ⭐</div><div class="label-meta">Pony 가 한자 시도</div>
+      <div class="label-auto-eval">1755KB · black 0.37% · pastel 41.8%<br><strong>"甲子" 정확도 — 시각 평가 핵심</strong></div>
+      <div class="label-flags"><span class="flag flag-star">key cell</span><span class="flag flag-vision">hanja check</span></div></div></div>
+  <div class="cell failed"><strong>Qwen-2512 C × 5</strong>v1~v5 모두 5KB 검정 latent<br>(EmptyLatent / EmptyQwenLayered / ModelSamplingAuraFlow+SD3 / SamplerCustomAdvanced / KSampler dpmpp_2m 1024²)<br>GGUF Q4 + CUDA13 + PyTorch2.12 호환성 결함 추정</div>
+  <div class="cell failed"><strong>R3-3 Qwen-Edit-2511 Stage 2</strong>cast_to_device OOM</div>
 </div>
+
+<div class="summary-box">
+  <h3>📋 사용자 시각 검수 요청 (의무)</h3>
+  <ul>
+    <li><strong>1순위 시각 차원 (자동 미커버, 합격 결정)</strong>:
+      <ul>
+        <li>A 별이 character-bible 정합성 (25-28세 / 흑갈색 사이드 포니테일 / 모던 한복 라벤더+크림 / Cute Horror)</li>
+        <li>C "甲子" 한자 정확도 (Pony 가 한자를 그렸는지 / 깨졌는지 / 일본 한자 형태인지)</li>
+        <li>B 한옥 한국식 (곡선 기와 / NOT 5층탑 / NOT 도리이)</li>
+      </ul>
+    </li>
+    <li><strong>검수 후 결정</strong>:
+      <ul>
+        <li>R1-1 또는 R2-1 Pony A 별이가 character-bible 8/10 ↑ ? → LoRA 트리거 자동 시작</li>
+        <li>R2-6 Pony C 한자가 4.5/5 ↑ ? → winner-workflow 채택 + 60갑자 60장 운영</li>
+        <li>R1-4 Flux Dev B 한옥이 4.5/5 ↑ ? → winner 채택</li>
+      </ul>
+    </li>
+  </ul>
 </div>

 <div class="summary-box">
  <h3>🔗 검수 채널</h3>
  <ul>
-    <li>1순위 Vault: D:\Vault\8460s-image-rd\eval\meeting-103-grid.html (Syncthing 동기화 후)</li>
+    <li>1순위 Vault Syncthing: <code>D:\Vault\8460s-image-rd\eval\meeting-103-grid.html</code></li>
    <li>2순위 Gitea raw: <code>https://kakao-kakao2-server.tail31bd37.ts.net/choijaewook/8460s-image-rd/raw/branch/main/eval/meeting-103-grid.html</code></li>
-    <li>썸네일 의무 충족 (모든 cell 1MB 미만, 최대 540KB)</li>
+    <li>썸네일 모두 1MB 미만 ✓</li>
  </ul>
 </div>

 <div class="modal" id="modal" onclick="this.style.display='none'"><img id="modal-img"></div>
 <script>
 function zoom(el) {
-  const orig = el.querySelector('img').dataset.original || el.querySelector('img').src;
-  document.getElementById('modal-img').src = orig;
+  document.getElementById('modal-img').src = el.querySelector('img').dataset.original || el.querySelector('img').src;
  document.getElementById('modal').style.display = 'block';
 }
 </script>
--- a/eval/meeting-103-meta.json
+++ b/eval/meeting-103-meta.json
@@ -1,84 +1,53 @@
 {
  "session": "meeting-103-v2.1",
  "started_at": "2026-05-19T21:47:00+09:00",
-  "current_round": 1,
-  "rounds": [
+  "stopped_at": "2026-05-19T22:10:00+09:00",
+  "current_round": 5,
+  "total_attempts": 27,
+  "total_successes": 11,
+  "stop_reason": "Plan §자동 정지 #12 — 5R 자동 평가 정체 + 자동 미커버 시각 차원",
+  "rounds_summary": [
    {
      "round": 1,
-      "name": "초기 매트릭스 (5 조합)",
-      "status": "completed",
-      "combinations": [
-        {
-          "id": "1-1",
-          "model": "pony-v6",
-          "prompt_set": "A",
-          "status": "OK",
-          "auto_eval": {
-            "size_kb": 1501,
-            "black_pct": 0.61,
-            "pastel_pct": 42.5
-          },
-          "needs_vision": true
+      "attempts": 5,
+      "successes": 4,
+      "key": "Pony A best pastel 42.5%, Qwen 1차 실패"
    },
    {
-          "id": "1-2",
-          "model": "flux-dev",
-          "prompt_set": "A",
-          "status": "OK",
-          "auto_eval": {
-            "size_kb": 1121,
-            "black_pct": 3.11,
-            "pastel_pct": 20.1
-          },
-          "flags": [
-            "black-3pct"
-          ]
+      "round": 2,
+      "attempts": 6,
+      "successes": 2,
+      "key": "Pony→Refiner 42.1%, Pony C 한자카드 41.8%"
    },
    {
-          "id": "1-3",
-          "model": "flux-dev+pulid",
-          "prompt_set": "A",
-          "status": "OK",
-          "auto_eval": {
-            "size_kb": 1065,
-            "black_pct": 0.73,
-            "pastel_pct": 30.2
-          },
-          "needs_vision_id": true
+      "round": 3,
+      "attempts": 6,
+      "successes": 0,
+      "key": "cast_to_device OOM 전부 실패"
    },
    {
-          "id": "1-4",
-          "model": "flux-dev",
-          "prompt_set": "B",
-          "status": "OK",
-          "auto_eval": {
-            "size_kb": 1724,
-            "black_pct": 0.0,
-            "pastel_pct": 29.7
-          },
-          "needs_vision": true
+      "round": 4,
+      "attempts": 5,
+      "successes": 4,
+      "key": "640×1024 단순화 Pony 검정 0.01% ⭐"
    },
    {
-          "id": "1-5",
-          "model": "qwen-image-2512",
-          "prompt_set": "C",
-          "status": "FAILED",
-          "size_bytes": 5540,
-          "issue": "5KB 검정 latent (4차 연속)"
+      "round": 5,
+      "attempts": 5,
+      "successes": 1,
+      "key": "동시 enqueue 한계, Pony B dawn 만"
    }
  ],
-      "best_pastel": "1-1",
-      "learning": {
-        "qwen_workflow_3rd_attempt_failed": true,
-        "next_round_hint": "R2 — Qwen 비-GGUF + Stage 3 Flux Refiner (Pony 1-1 → refiner) + 다른 PuLID fusion"
-      }
-    }
-  ],
-  "thresholds": {
-    "byeolyi": 8,
-    "hanja": 4.5,
-    "hanok": 4.5
+  "key_findings": {
+    "pony-v6": "단일 모델 = 가장 안정 (3R 검증 / 검정 0.01-0.68%)",
+    "flux-dev": "복합 워크플로우 cast_to_device OOM 빈번",
+    "qwen-image-2512": "5차 연속 5KB 실패 — GGUF Q4 환경 호환성 결함",
+    "pulid": "mean fusion R1 만 성공, concat/max/R3 PuLID 모두 실패"
  },
-  "raw_html_url": "https://kakao-kakao2-server.tail31bd37.ts.net/choijaewook/8460s-image-rd/raw/branch/main/eval/meeting-103-grid.html",
-  "vault_path": "D:\\Vault\\8460s-image-rd\\eval\\meeting-103-grid.html"
+  "next_actions_pending_user_vision": [
+    "1순위: A 별이 R1-1 / R2-1 / R4-3 가 character-bible 8/10 ↑인지",
+    "2순위: R2-6 Pony C 한자 카드가 '甲子' 정확 렌더링했는지",
+    "3순위: R1-4 Flux Dev B 한옥이 한국식 vs 일본 통과인지"
+  ],
+  "raw_html_url": "https://kakao-kakao2-server.tail31bd37.ts.net/choijaewook/8460s-image-rd/raw/branch/main/eval/meeting-103-grid.html"
 }
--- a/results/meeting-103/round5/5-4.png
+++ b/results/meeting-103/round5/5-4.png
--- a/results/meeting-103/round5/5-4_thumb.png
+++ b/results/meeting-103/round5/5-4_thumb.png
--- a/results/meeting-103/round5/meta.json
+++ b/results/meeting-103/round5/meta.json
@@ -0,0 +1,77 @@
+{
+  "round": 5,
+  "captured_at": "2026-05-19T22:10:09.354714",
+  "combos": [
+    {
+      "id": "5-1",
+      "prompt_id": "73cb6787-b0b5-4b8f-a382-77a6fdc87363",
+      "models_used": [
+        "pony-v6"
+      ],
+      "prompt_set": "A",
+      "stage": "1-only",
+      "seed": 99,
+      "variant": "base seed99",
+      "status": "no_filename"
+    },
+    {
+      "id": "5-2",
+      "prompt_id": "bc332216-367f-4822-8125-9ec2f5907e03",
+      "models_used": [
+        "pony-v6"
+      ],
+      "prompt_set": "A",
+      "stage": "1-only",
+      "seed": 123,
+      "variant": "twin braids",
+      "status": "no_filename"
+    },
+    {
+      "id": "5-3",
+      "prompt_id": "b7d53117-ebb5-456b-a19a-40976fa3d189",
+      "models_used": [
+        "pony-v6"
+      ],
+      "prompt_set": "A",
+      "stage": "1-only",
+      "seed": 7,
+      "variant": "with fortune card",
+      "status": "no_filename"
+    },
+    {
+      "id": "5-4",
+      "prompt_id": "284ad079-24b6-4902-b548-6dd4c11adb7e",
+      "models_used": [
+        "pony-v6"
+      ],
+      "prompt_set": "B",
+      "stage": "1-only",
+      "variant": "dawn 768",
+      "status": "OK",
+      "size_bytes": 1884658,
+      "width": 768,
+      "height": 1344,
+      "aspect": 0.5714,
+      "black_pct": 0.15,
+      "pastel_pct": 8.9,
+      "thumb_size_kb": 613
+    },
+    {
+      "id": "5-5",
+      "prompt_id": "fec3baf9-4531-47ed-bedd-fbbde10f89f3",
+      "models_used": [
+        "pony-v6"
+      ],
+      "prompt_set": "C",
+      "stage": "1-only",
+      "variant": "hanja emphasis 35 steps cfg8",
+      "status": "no_filename"
+    }
+  ],
+  "learning": {
+    "passed_count": 1,
+    "failed_count": 4,
+    "best_pastel": "5-4",
+    "next_round_hint": "auto-determine based on round learning"
+  }
+}