meeting-103 v2.1 clean R2 ✅5/5: PuLID 0.85+Redux 0.5 = pastel 49.99% (전체 best 갱신)

R2 5조합 (5/5 success, retry 2회 포함):
- 2-1: PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3) → 48.82% (Stage 3 효과 미미)
- 2-2: PuLID 0.7 + Redux 0.7 → 48.93%
- 2-3: PuLID 0.7 + Redux 0.3 → 38.52% (Redux 낮으면 파스텔 감소)
- 2-4: PuLID 0.85 + Redux 0.5 → 49.99% ★ R2 best & 전체 best
- 2-5: 한옥 spring (cherry blossom) → 44.45% / black 4.3%

R1 best (R1-4 48.5%) → R2-4 (49.99%) = +1.5 pp 갱신
R9 legacy (44.5%) → R2-4 (49.99%) = +5.5 pp 누적

학습:
- PuLID weight 0.85 + Redux 0.5 multiply 조합이 0.7/0.5 보다 우월
- Redux 0.3 너무 낮음, 0.7 비슷, 0.85+ 미검증
- Stage 3 Refiner 효과 미미 (48.5% → 48.82%, +0.3pp)

CUDA error 회복:
- 2-3, 2-4, 2-5 첫 시도 CUDA invalid argument
- ComfyUI venv 재시작 후 retry → 3/3 모두 success
- 매 ~5건 후 재시작 패턴 확인됨

자산 라이브러리:
- models-performance: 8 모델 추적
- workflows: winner_auto 4 (R1-4, R2-1, R2-2, R2-4) + partial 5
- prompts/proven: 7 패턴 (R1, R2 합산)

R3 계획:
- 3-1: PuLID 0.7 + Redux 0.85 (push redux 더 강)
- 3-2: PuLID 0.6 + Redux 0.7 (PuLID 약화)
- 3-3: PuLID 0.7 + Redux 0.7 @ 1024x1792 (해상도 증가)
- 3-4: Qwen-Image fp8 + Lightning LoRA 60갑자 (fp8 ~20G 완료, GGUF 회피)
- 3-5: Pony V6 img2img from byeolyi-ref (대안 ID 방법)

검수: D:\Vault\8460s-image-rd\eval\meeting-103-v2.1-clean-grid.html

assets-library/models-performance.json

@@ -68,7 +68,7 @@
       "verdict": "파스텔 평균 26.1% (11회) / 검정 평균 0.24%"
     },
     "flux-dev": {
-      "rounds_used": 22,
+      "rounds_used": 27,
       "dimensions": {
         "byeolyi": [],
         "hanja": [],
@@ -92,7 +92,12 @@
           9.99,
           27.51,
           48.5,
-          12.87
+          12.87,
+          48.82,
+          48.93,
+          38.52,
+          49.99,
+          44.45
         ],
         "auto_black": [
           3.11,
@@ -111,7 +116,12 @@
           13.98,
           0.79,
           0.27,
-          11.67
+          11.67,
+          0.34,
+          0.46,
+          0.48,
+          0.18,
+          4.3
         ]
       },
       "avg_scores": {},
@@ -122,12 +132,33 @@
           "variant": "PuLID 0.7 + Redux 0.5",
           "pastel_pct": 48.5,
           "black_pct": 0.27
+        },
+        {
+          "round": "R2-clean",
+          "id": "2-1",
+          "variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
+          "pastel_pct": 48.82,
+          "black_pct": 0.34
+        },
+        {
+          "round": "R2-clean",
+          "id": "2-2",
+          "variant": "PuLID 0.7 + Redux 0.7",
+          "pastel_pct": 48.93,
+          "black_pct": 0.46
+        },
+        {
+          "round": "R2-clean",
+          "id": "2-4",
+          "variant": "PuLID 0.85 + Redux 0.5",
+          "pastel_pct": 49.99,
+          "black_pct": 0.18
         }
       ],
-      "verdict": "파스텔 평균 24.1% (17회) / 검정 평균 5.14%"
+      "verdict": "파스텔 평균 29.1% (22회) / 검정 평균 4.23%"
     },
     "pulid-flux": {
-      "rounds_used": 20,
+      "rounds_used": 24,
       "dimensions": {
         "byeolyi": [],
         "hanja": [],
@@ -148,7 +179,11 @@
           25.65,
           9.99,
           27.51,
-          48.5
+          48.5,
+          48.82,
+          48.93,
+          38.52,
+          49.99
         ],
         "auto_black": [
           0.73,
@@ -164,7 +199,11 @@
           1.95,
           13.98,
           0.79,
-          0.27
+          0.27,
+          0.34,
+          0.46,
+          0.48,
+          0.18
         ]
       },
       "avg_scores": {},
@@ -184,9 +223,30 @@
           "variant": "PuLID 0.7 + Redux 0.5",
           "pastel_pct": 48.5,
           "black_pct": 0.27
+        },
+        {
+          "round": "R2-clean",
+          "id": "2-1",
+          "variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
+          "pastel_pct": 48.82,
+          "black_pct": 0.34
+        },
+        {
+          "round": "R2-clean",
+          "id": "2-2",
+          "variant": "PuLID 0.7 + Redux 0.7",
+          "pastel_pct": 48.93,
+          "black_pct": 0.46
+        },
+        {
+          "round": "R2-clean",
+          "id": "2-4",
+          "variant": "PuLID 0.85 + Redux 0.5",
+          "pastel_pct": 49.99,
+          "black_pct": 0.18
         }
       ],
-      "verdict": "파스텔 평균 29.8% (14회) / 검정 평균 3.81%"
+      "verdict": "파스텔 평균 33.6% (18회) / 검정 평균 3.05%"
     },
     "qwen-image-2512": {
       "rounds_used": 1,
@@ -225,7 +285,7 @@
       "verdict": "Stage 2 인페인트 6차 실패 — Qwen 계열 GGUF Q4 환경 호환성 결함 확정"
     },
     "flux-redux": {
-      "rounds_used": 3,
+      "rounds_used": 7,
       "dimensions": {
         "byeolyi": [],
         "hanja": [],
@@ -235,12 +295,20 @@
         "auto_pastel": [
           48.5,
           48.5,
-          48.5
+          48.5,
+          48.82,
+          48.93,
+          38.52,
+          49.99
         ],
         "auto_black": [
           0.27,
           0.27,
-          0.27
+          0.27,
+          0.34,
+          0.46,
+          0.48,
+          0.18
         ]
       },
       "avg_scores": {},
@@ -251,12 +319,61 @@
           "variant": "PuLID 0.7 + Redux 0.5",
           "pastel_pct": 48.5,
           "black_pct": 0.27
+        },
+        {
+          "round": "R2-clean",
+          "id": "2-1",
+          "variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
+          "pastel_pct": 48.82,
+          "black_pct": 0.34
+        },
+        {
+          "round": "R2-clean",
+          "id": "2-2",
+          "variant": "PuLID 0.7 + Redux 0.7",
+          "pastel_pct": 48.93,
+          "black_pct": 0.46
+        },
+        {
+          "round": "R2-clean",
+          "id": "2-4",
+          "variant": "PuLID 0.85 + Redux 0.5",
+          "pastel_pct": 49.99,
+          "black_pct": 0.18
         }
       ],
-      "verdict": "파스텔 평균 48.5% (3회) / 검정 평균 0.27%"
+      "verdict": "파스텔 평균 47.4% (7회) / 검정 평균 0.32%"
+    },
+    "flux-dev-refiner": {
+      "rounds_used": 1,
+      "dimensions": {
+        "byeolyi": [],
+        "hanja": [],
+        "hanok": [],
+        "illustration": [],
+        "korean_traditional": [],
+        "auto_pastel": [
+          48.82
+        ],
+        "auto_black": [
+          0.34
+        ]
+      },
+      "avg_scores": {},
+      "best_combinations": [
+        {
+          "round": "R2-clean",
+          "id": "2-1",
+          "variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
+          "pastel_pct": 48.82,
+          "black_pct": 0.34
+        }
+      ],
+      "verdict": "파스텔 평균 48.8% (1회) / 검정 평균 0.34%"
     }
   },
   "_processed_rounds": [
-    "R1-clean"
+    "R1-clean",
+    "R2-clean"
   ]
 }

assets-library/prompts/proven-patterns.json

@@ -61,6 +61,57 @@
         ],
         "round": "R1-clean"
       }
+    ],
+    "R2-clean-2-1": [
+      {
+        "pastel_pct": 48.82,
+        "black_pct": 0.34,
+        "variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
+        "models": [
+          "flux-dev",
+          "pulid-flux",
+          "flux-redux",
+          "flux-dev-refiner"
+        ],
+        "round": "R2-clean"
+      }
+    ],
+    "R2-clean-2-2": [
+      {
+        "pastel_pct": 48.93,
+        "black_pct": 0.46,
+        "variant": "PuLID 0.7 + Redux 0.7",
+        "models": [
+          "flux-dev",
+          "pulid-flux",
+          "flux-redux"
+        ],
+        "round": "R2-clean"
+      }
+    ],
+    "R2-clean-2-4": [
+      {
+        "pastel_pct": 49.99,
+        "black_pct": 0.18,
+        "variant": "PuLID 0.85 + Redux 0.5",
+        "models": [
+          "flux-dev",
+          "pulid-flux",
+          "flux-redux"
+        ],
+        "round": "R2-clean"
+      }
+    ],
+    "R2-clean-2-5": [
+      {
+        "pastel_pct": 44.45,
+        "black_pct": 4.3,
+        "variant": "Hanok spring variant (cherry blossom)",
+        "models": [
+          "flux-dev"
+        ],
+        "round": "R2-clean"
+      }
     ]
   }
 }

assets-library/workflows/_index.json

@@ -1,5 +1,5 @@
 {
-  "count": 3,
+  "count": 8,
   "winner": [
     {
       "name": "winner_auto-illustration_auto-R1-clean-1-4-flux-dev.json",
@@ -20,6 +20,67 @@
         "타로 78장",
         "별이 일러스트 시리즈"
       ]
+    },
+    {
+      "name": "winner_auto-illustration_auto-R2-clean-2-1-flux-dev.json",
+      "category": "winner_auto",
+      "best_dimension": "illustration_auto",
+      "auto_metrics": {
+        "pastel_pct": 48.82,
+        "black_pct": 0.34
+      },
+      "models": [
+        "flux-dev",
+        "pulid-flux",
+        "flux-redux",
+        "flux-dev-refiner"
+      ],
+      "round": "R2-clean",
+      "variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
+      "reusable_for": [
+        "타로 78장",
+        "별이 일러스트 시리즈"
+      ]
+    },
+    {
+      "name": "winner_auto-illustration_auto-R2-clean-2-2-flux-dev.json",
+      "category": "winner_auto",
+      "best_dimension": "illustration_auto",
+      "auto_metrics": {
+        "pastel_pct": 48.93,
+        "black_pct": 0.46
+      },
+      "models": [
+        "flux-dev",
+        "pulid-flux",
+        "flux-redux"
+      ],
+      "round": "R2-clean",
+      "variant": "PuLID 0.7 + Redux 0.7",
+      "reusable_for": [
+        "타로 78장",
+        "별이 일러스트 시리즈"
+      ]
+    },
+    {
+      "name": "winner_auto-illustration_auto-R2-clean-2-4-flux-dev.json",
+      "category": "winner_auto",
+      "best_dimension": "illustration_auto",
+      "auto_metrics": {
+        "pastel_pct": 49.99,
+        "black_pct": 0.18
+      },
+      "models": [
+        "flux-dev",
+        "pulid-flux",
+        "flux-redux"
+      ],
+      "round": "R2-clean",
+      "variant": "PuLID 0.85 + Redux 0.5",
+      "reusable_for": [
+        "타로 78장",
+        "별이 일러스트 시리즈"
+      ]
     }
   ],
   "partial": [
@@ -60,6 +121,44 @@
         "관찰",
         "한복 ref 후보"
       ]
+    },
+    {
+      "name": "partial-illustration_auto-R2-clean-2-3-flux-dev.json",
+      "category": "partial",
+      "best_dimension": "illustration_auto",
+      "auto_metrics": {
+        "pastel_pct": 38.52,
+        "black_pct": 0.48
+      },
+      "models": [
+        "flux-dev",
+        "pulid-flux",
+        "flux-redux"
+      ],
+      "round": "R2-clean",
+      "variant": "PuLID 0.7 + Redux 0.3",
+      "reusable_for": [
+        "관찰",
+        "한복 ref 후보"
+      ]
+    },
+    {
+      "name": "partial-illustration_auto-R2-clean-2-5-flux-dev.json",
+      "category": "partial",
+      "best_dimension": "illustration_auto",
+      "auto_metrics": {
+        "pastel_pct": 44.45,
+        "black_pct": 4.3
+      },
+      "models": [
+        "flux-dev"
+      ],
+      "round": "R2-clean",
+      "variant": "Hanok spring variant (cherry blossom)",
+      "reusable_for": [
+        "관찰",
+        "한복 ref 후보"
+      ]
     }
   ]
 }

assets-library/workflows/partial-illustration_auto-R2-clean-2-3-flux-dev.json

@@ -0,0 +1,210 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUF",
+    "inputs": {
+      "unet_name": "flux1-dev-Q5_K_S.gguf"
+    }
+  },
+  "2": {
+    "class_type": "DualCLIPLoader",
+    "inputs": {
+      "clip_name1": "clip_l.safetensors",
+      "clip_name2": "t5xxl_fp8_e4m3fn.safetensors",
+      "type": "flux"
+    }
+  },
+  "3": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "ae.safetensors"
+    }
+  },
+  "4": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "text": "A 25-28 year old Korean woman in a modern hanbok with subtle Cute Horror mood, sitting gracefully in a traditional Korean tea house with hanok wooden architecture, warm afternoon light filtering through latticed windows, cool pale skin, gentle expression, photorealistic, high detail",
+      "clip": [
+        "2",
+        0
+      ]
+    }
+  },
+  "5": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "text": "cartoon, anime, child, teenage, purple hoodie, japanese building, plastic skin",
+      "clip": [
+        "2",
+        0
+      ]
+    }
+  },
+  "6": {
+    "class_type": "EmptyLatentImage",
+    "inputs": {
+      "width": 768,
+      "height": 1344,
+      "batch_size": 1
+    }
+  },
+  "7": {
+    "class_type": "PulidFluxModelLoader",
+    "inputs": {
+      "pulid_file": "pulid_flux_v0.9.1.safetensors"
+    }
+  },
+  "8": {
+    "class_type": "PulidFluxEvaClipLoader",
+    "inputs": {}
+  },
+  "9": {
+    "class_type": "PulidFluxInsightFaceLoader",
+    "inputs": {
+      "provider": "CUDA"
+    }
+  },
+  "10": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "byeolyi-ref-768x1344.png"
+    }
+  },
+  "11": {
+    "class_type": "ApplyPulidFlux",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "pulid_flux": [
+        "7",
+        0
+      ],
+      "eva_clip": [
+        "8",
+        0
+      ],
+      "face_analysis": [
+        "9",
+        0
+      ],
+      "image": [
+        "10",
+        0
+      ],
+      "weight": 0.7,
+      "start_at": 0.0,
+      "end_at": 0.8,
+      "fusion": "mean",
+      "fusion_weight_max": 1.0,
+      "fusion_weight_min": 0.0,
+      "train_step": 1000,
+      "use_gray": true
+    }
+  },
+  "12": {
+    "class_type": "FluxGuidance",
+    "inputs": {
+      "conditioning": [
+        "19",
+        0
+      ],
+      "guidance": 3.5
+    }
+  },
+  "13": {
+    "class_type": "KSampler",
+    "inputs": {
+      "model": [
+        "11",
+        0
+      ],
+      "positive": [
+        "12",
+        0
+      ],
+      "negative": [
+        "5",
+        0
+      ],
+      "latent_image": [
+        "6",
+        0
+      ],
+      "seed": 102003,
+      "steps": 25,
+      "cfg": 1.0,
+      "sampler_name": "euler",
+      "scheduler": "simple",
+      "denoise": 1.0
+    }
+  },
+  "14": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "13",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "15": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "14",
+        0
+      ],
+      "filename_prefix": "m103_clean_r2_3_pulid07_redux03"
+    }
+  },
+  "16": {
+    "class_type": "StyleModelLoader",
+    "inputs": {
+      "style_model_name": "flux1-redux-dev.safetensors"
+    }
+  },
+  "17": {
+    "class_type": "CLIPVisionLoader",
+    "inputs": {
+      "clip_name": "sigclip_vision_patch14_384.safetensors"
+    }
+  },
+  "18": {
+    "class_type": "CLIPVisionEncode",
+    "inputs": {
+      "clip_vision": [
+        "17",
+        0
+      ],
+      "image": [
+        "10",
+        0
+      ],
+      "crop": "center"
+    }
+  },
+  "19": {
+    "class_type": "StyleModelApply",
+    "inputs": {
+      "conditioning": [
+        "4",
+        0
+      ],
+      "style_model": [
+        "16",
+        0
+      ],
+      "clip_vision_output": [
+        "18",
+        0
+      ],
+      "strength": 0.3,
+      "strength_type": "multiply"
+    }
+  }
+}

assets-library/workflows/partial-illustration_auto-R2-clean-2-5-flux-dev.json

@@ -0,0 +1,110 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUF",
+    "inputs": {
+      "unet_name": "flux1-dev-Q5_K_S.gguf"
+    }
+  },
+  "2": {
+    "class_type": "DualCLIPLoader",
+    "inputs": {
+      "clip_name1": "clip_l.safetensors",
+      "clip_name2": "t5xxl_fp8_e4m3fn.safetensors",
+      "type": "flux"
+    }
+  },
+  "3": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "ae.safetensors"
+    }
+  },
+  "4": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "text": "Traditional Korean hanok village in spring, curved tile roofs with subtle blossom petals, wooden gates, stone walls, cherry blossom trees in bloom, soft pastel sky, Korean architecture, NOT Japanese, NOT pagoda, photorealistic, high detail",
+      "clip": [
+        "2",
+        0
+      ]
+    }
+  },
+  "5": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "text": "japanese, pagoda, chinese architecture, modern building, wabi-sabi",
+      "clip": [
+        "2",
+        0
+      ]
+    }
+  },
+  "6": {
+    "class_type": "EmptyLatentImage",
+    "inputs": {
+      "width": 768,
+      "height": 1344,
+      "batch_size": 1
+    }
+  },
+  "12": {
+    "class_type": "FluxGuidance",
+    "inputs": {
+      "conditioning": [
+        "4",
+        0
+      ],
+      "guidance": 3.5
+    }
+  },
+  "13": {
+    "class_type": "KSampler",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "positive": [
+        "12",
+        0
+      ],
+      "negative": [
+        "5",
+        0
+      ],
+      "latent_image": [
+        "6",
+        0
+      ],
+      "seed": 102005,
+      "steps": 25,
+      "cfg": 1.0,
+      "sampler_name": "euler",
+      "scheduler": "simple",
+      "denoise": 1.0
+    }
+  },
+  "14": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "13",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "15": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "14",
+        0
+      ],
+      "filename_prefix": "m103_clean_r2_5_hanok_spring"
+    }
+  }
+}

assets-library/workflows/winner_auto-illustration_auto-R2-clean-2-1-flux-dev.json

@@ -0,0 +1,263 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUF",
+    "inputs": {
+      "unet_name": "flux1-dev-Q5_K_S.gguf"
+    }
+  },
+  "2": {
+    "class_type": "DualCLIPLoader",
+    "inputs": {
+      "clip_name1": "clip_l.safetensors",
+      "clip_name2": "t5xxl_fp8_e4m3fn.safetensors",
+      "type": "flux"
+    }
+  },
+  "3": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "ae.safetensors"
+    }
+  },
+  "4": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "text": "A 25-28 year old Korean woman in a modern hanbok with subtle Cute Horror mood, sitting gracefully in a traditional Korean tea house with hanok wooden architecture, warm afternoon light filtering through latticed windows, cool pale skin, gentle expression, photorealistic, high detail",
+      "clip": [
+        "2",
+        0
+      ]
+    }
+  },
+  "5": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "text": "cartoon, anime, child, teenage, purple hoodie, japanese building, plastic skin",
+      "clip": [
+        "2",
+        0
+      ]
+    }
+  },
+  "6": {
+    "class_type": "EmptyLatentImage",
+    "inputs": {
+      "width": 768,
+      "height": 1344,
+      "batch_size": 1
+    }
+  },
+  "7": {
+    "class_type": "PulidFluxModelLoader",
+    "inputs": {
+      "pulid_file": "pulid_flux_v0.9.1.safetensors"
+    }
+  },
+  "8": {
+    "class_type": "PulidFluxEvaClipLoader",
+    "inputs": {}
+  },
+  "9": {
+    "class_type": "PulidFluxInsightFaceLoader",
+    "inputs": {
+      "provider": "CUDA"
+    }
+  },
+  "10": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "byeolyi-ref-768x1344.png"
+    }
+  },
+  "11": {
+    "class_type": "ApplyPulidFlux",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "pulid_flux": [
+        "7",
+        0
+      ],
+      "eva_clip": [
+        "8",
+        0
+      ],
+      "face_analysis": [
+        "9",
+        0
+      ],
+      "image": [
+        "10",
+        0
+      ],
+      "weight": 0.7,
+      "start_at": 0.0,
+      "end_at": 0.8,
+      "fusion": "mean",
+      "fusion_weight_max": 1.0,
+      "fusion_weight_min": 0.0,
+      "train_step": 1000,
+      "use_gray": true
+    }
+  },
+  "12": {
+    "class_type": "FluxGuidance",
+    "inputs": {
+      "conditioning": [
+        "19",
+        0
+      ],
+      "guidance": 3.5
+    }
+  },
+  "13": {
+    "class_type": "KSampler",
+    "inputs": {
+      "model": [
+        "11",
+        0
+      ],
+      "positive": [
+        "12",
+        0
+      ],
+      "negative": [
+        "5",
+        0
+      ],
+      "latent_image": [
+        "6",
+        0
+      ],
+      "seed": 102001,
+      "steps": 25,
+      "cfg": 1.0,
+      "sampler_name": "euler",
+      "scheduler": "simple",
+      "denoise": 1.0
+    }
+  },
+  "14": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "13",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "15": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "22",
+        0
+      ],
+      "filename_prefix": "m103_clean_r2_1_pulid_redux_stage3"
+    }
+  },
+  "16": {
+    "class_type": "StyleModelLoader",
+    "inputs": {
+      "style_model_name": "flux1-redux-dev.safetensors"
+    }
+  },
+  "17": {
+    "class_type": "CLIPVisionLoader",
+    "inputs": {
+      "clip_name": "sigclip_vision_patch14_384.safetensors"
+    }
+  },
+  "18": {
+    "class_type": "CLIPVisionEncode",
+    "inputs": {
+      "clip_vision": [
+        "17",
+        0
+      ],
+      "image": [
+        "10",
+        0
+      ],
+      "crop": "center"
+    }
+  },
+  "19": {
+    "class_type": "StyleModelApply",
+    "inputs": {
+      "conditioning": [
+        "4",
+        0
+      ],
+      "style_model": [
+        "16",
+        0
+      ],
+      "clip_vision_output": [
+        "18",
+        0
+      ],
+      "strength": 0.5,
+      "strength_type": "multiply"
+    }
+  },
+  "20": {
+    "class_type": "VAEEncode",
+    "inputs": {
+      "pixels": [
+        "14",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "21": {
+    "class_type": "KSampler",
+    "inputs": {
+      "model": [
+        "11",
+        0
+      ],
+      "positive": [
+        "12",
+        0
+      ],
+      "negative": [
+        "5",
+        0
+      ],
+      "latent_image": [
+        "20",
+        0
+      ],
+      "seed": 109778,
+      "steps": 12,
+      "cfg": 1.0,
+      "sampler_name": "euler",
+      "scheduler": "simple",
+      "denoise": 0.3
+    }
+  },
+  "22": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "21",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  }
+}

assets-library/workflows/winner_auto-illustration_auto-R2-clean-2-2-flux-dev.json

@@ -0,0 +1,210 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUF",
+    "inputs": {
+      "unet_name": "flux1-dev-Q5_K_S.gguf"
+    }
+  },
+  "2": {
+    "class_type": "DualCLIPLoader",
+    "inputs": {
+      "clip_name1": "clip_l.safetensors",
+      "clip_name2": "t5xxl_fp8_e4m3fn.safetensors",
+      "type": "flux"
+    }
+  },
+  "3": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "ae.safetensors"
+    }
+  },
+  "4": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "text": "A 25-28 year old Korean woman in a modern hanbok with subtle Cute Horror mood, sitting gracefully in a traditional Korean tea house with hanok wooden architecture, warm afternoon light filtering through latticed windows, cool pale skin, gentle expression, photorealistic, high detail",
+      "clip": [
+        "2",
+        0
+      ]
+    }
+  },
+  "5": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "text": "cartoon, anime, child, teenage, purple hoodie, japanese building, plastic skin",
+      "clip": [
+        "2",
+        0
+      ]
+    }
+  },
+  "6": {
+    "class_type": "EmptyLatentImage",
+    "inputs": {
+      "width": 768,
+      "height": 1344,
+      "batch_size": 1
+    }
+  },
+  "7": {
+    "class_type": "PulidFluxModelLoader",
+    "inputs": {
+      "pulid_file": "pulid_flux_v0.9.1.safetensors"
+    }
+  },
+  "8": {
+    "class_type": "PulidFluxEvaClipLoader",
+    "inputs": {}
+  },
+  "9": {
+    "class_type": "PulidFluxInsightFaceLoader",
+    "inputs": {
+      "provider": "CUDA"
+    }
+  },
+  "10": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "byeolyi-ref-768x1344.png"
+    }
+  },
+  "11": {
+    "class_type": "ApplyPulidFlux",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "pulid_flux": [
+        "7",
+        0
+      ],
+      "eva_clip": [
+        "8",
+        0
+      ],
+      "face_analysis": [
+        "9",
+        0
+      ],
+      "image": [
+        "10",
+        0
+      ],
+      "weight": 0.7,
+      "start_at": 0.0,
+      "end_at": 0.8,
+      "fusion": "mean",
+      "fusion_weight_max": 1.0,
+      "fusion_weight_min": 0.0,
+      "train_step": 1000,
+      "use_gray": true
+    }
+  },
+  "12": {
+    "class_type": "FluxGuidance",
+    "inputs": {
+      "conditioning": [
+        "19",
+        0
+      ],
+      "guidance": 3.5
+    }
+  },
+  "13": {
+    "class_type": "KSampler",
+    "inputs": {
+      "model": [
+        "11",
+        0
+      ],
+      "positive": [
+        "12",
+        0
+      ],
+      "negative": [
+        "5",
+        0
+      ],
+      "latent_image": [
+        "6",
+        0
+      ],
+      "seed": 102002,
+      "steps": 25,
+      "cfg": 1.0,
+      "sampler_name": "euler",
+      "scheduler": "simple",
+      "denoise": 1.0
+    }
+  },
+  "14": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "13",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "15": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "14",
+        0
+      ],
+      "filename_prefix": "m103_clean_r2_2_pulid07_redux07"
+    }
+  },
+  "16": {
+    "class_type": "StyleModelLoader",
+    "inputs": {
+      "style_model_name": "flux1-redux-dev.safetensors"
+    }
+  },
+  "17": {
+    "class_type": "CLIPVisionLoader",
+    "inputs": {
+      "clip_name": "sigclip_vision_patch14_384.safetensors"
+    }
+  },
+  "18": {
+    "class_type": "CLIPVisionEncode",
+    "inputs": {
+      "clip_vision": [
+        "17",
+        0
+      ],
+      "image": [
+        "10",
+        0
+      ],
+      "crop": "center"
+    }
+  },
+  "19": {
+    "class_type": "StyleModelApply",
+    "inputs": {
+      "conditioning": [
+        "4",
+        0
+      ],
+      "style_model": [
+        "16",
+        0
+      ],
+      "clip_vision_output": [
+        "18",
+        0
+      ],
+      "strength": 0.7,
+      "strength_type": "multiply"
+    }
+  }
+}

assets-library/workflows/winner_auto-illustration_auto-R2-clean-2-4-flux-dev.json

@@ -0,0 +1,210 @@
+{
+  "1": {
+    "class_type": "UnetLoaderGGUF",
+    "inputs": {
+      "unet_name": "flux1-dev-Q5_K_S.gguf"
+    }
+  },
+  "2": {
+    "class_type": "DualCLIPLoader",
+    "inputs": {
+      "clip_name1": "clip_l.safetensors",
+      "clip_name2": "t5xxl_fp8_e4m3fn.safetensors",
+      "type": "flux"
+    }
+  },
+  "3": {
+    "class_type": "VAELoader",
+    "inputs": {
+      "vae_name": "ae.safetensors"
+    }
+  },
+  "4": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "text": "A 25-28 year old Korean woman in a modern hanbok with subtle Cute Horror mood, sitting gracefully in a traditional Korean tea house with hanok wooden architecture, warm afternoon light filtering through latticed windows, cool pale skin, gentle expression, photorealistic, high detail",
+      "clip": [
+        "2",
+        0
+      ]
+    }
+  },
+  "5": {
+    "class_type": "CLIPTextEncode",
+    "inputs": {
+      "text": "cartoon, anime, child, teenage, purple hoodie, japanese building, plastic skin",
+      "clip": [
+        "2",
+        0
+      ]
+    }
+  },
+  "6": {
+    "class_type": "EmptyLatentImage",
+    "inputs": {
+      "width": 768,
+      "height": 1344,
+      "batch_size": 1
+    }
+  },
+  "7": {
+    "class_type": "PulidFluxModelLoader",
+    "inputs": {
+      "pulid_file": "pulid_flux_v0.9.1.safetensors"
+    }
+  },
+  "8": {
+    "class_type": "PulidFluxEvaClipLoader",
+    "inputs": {}
+  },
+  "9": {
+    "class_type": "PulidFluxInsightFaceLoader",
+    "inputs": {
+      "provider": "CUDA"
+    }
+  },
+  "10": {
+    "class_type": "LoadImage",
+    "inputs": {
+      "image": "byeolyi-ref-768x1344.png"
+    }
+  },
+  "11": {
+    "class_type": "ApplyPulidFlux",
+    "inputs": {
+      "model": [
+        "1",
+        0
+      ],
+      "pulid_flux": [
+        "7",
+        0
+      ],
+      "eva_clip": [
+        "8",
+        0
+      ],
+      "face_analysis": [
+        "9",
+        0
+      ],
+      "image": [
+        "10",
+        0
+      ],
+      "weight": 0.85,
+      "start_at": 0.0,
+      "end_at": 0.8,
+      "fusion": "mean",
+      "fusion_weight_max": 1.0,
+      "fusion_weight_min": 0.0,
+      "train_step": 1000,
+      "use_gray": true
+    }
+  },
+  "12": {
+    "class_type": "FluxGuidance",
+    "inputs": {
+      "conditioning": [
+        "19",
+        0
+      ],
+      "guidance": 3.5
+    }
+  },
+  "13": {
+    "class_type": "KSampler",
+    "inputs": {
+      "model": [
+        "11",
+        0
+      ],
+      "positive": [
+        "12",
+        0
+      ],
+      "negative": [
+        "5",
+        0
+      ],
+      "latent_image": [
+        "6",
+        0
+      ],
+      "seed": 102004,
+      "steps": 25,
+      "cfg": 1.0,
+      "sampler_name": "euler",
+      "scheduler": "simple",
+      "denoise": 1.0
+    }
+  },
+  "14": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "13",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  },
+  "15": {
+    "class_type": "SaveImage",
+    "inputs": {
+      "images": [
+        "14",
+        0
+      ],
+      "filename_prefix": "m103_clean_r2_4_pulid085_redux05"
+    }
+  },
+  "16": {
+    "class_type": "StyleModelLoader",
+    "inputs": {
+      "style_model_name": "flux1-redux-dev.safetensors"
+    }
+  },
+  "17": {
+    "class_type": "CLIPVisionLoader",
+    "inputs": {
+      "clip_name": "sigclip_vision_patch14_384.safetensors"
+    }
+  },
+  "18": {
+    "class_type": "CLIPVisionEncode",
+    "inputs": {
+      "clip_vision": [
+        "17",
+        0
+      ],
+      "image": [
+        "10",
+        0
+      ],
+      "crop": "center"
+    }
+  },
+  "19": {
+    "class_type": "StyleModelApply",
+    "inputs": {
+      "conditioning": [
+        "4",
+        0
+      ],
+      "style_model": [
+        "16",
+        0
+      ],
+      "clip_vision_output": [
+        "18",
+        0
+      ],
+      "strength": 0.5,
+      "strength_type": "multiply"
+    }
+  }
+}

eval/meeting-103-v2.1-clean-grid.html

@@ -1,6 +1,6 @@
 <!DOCTYPE html>
 <html lang="ko"><head><meta charset="utf-8">
-<title>meeting-103 v2.1 clean — R1 grid</title>
+<title>meeting-103 v2.1 clean — R1+R2 grid</title>
 <style>
 * { box-sizing: border-box; }
 body { font-family: -apple-system, 'Apple SD Gothic Neo', sans-serif; background: #0e0e15; color: #eaeaf0; padding: 24px; }
@@ -23,18 +23,18 @@ h1 { margin: 0 0 8px; font-size: 22px; }
 .flag-ok { background: #1f4220; color: #8fcd8f; }
 .flag-warn { background: #4a2a16; color: #f0a96a; }
 </style></head><body>
-<h1>meeting-103 v2.1 clean — R1 그리드</h1>
+<h1>meeting-103 v2.1 clean — R1+R2 그리드</h1>
-<p class="subtitle">captured_at=2026-05-19T23:14:08 · track=meeting-103-v2.1-clean</p>
+<p class="subtitle">전체 10 조합 (10 성공)</p>
 <div class="summary">
-  R1 결과: 성공 5 / 에러 0 / 기타 0<br>
+  전체 best pastel: <b>R2-2-4</b> PuLID 0.85 + Redux 0.5 = 49.99%<br>
-  R1 best pastel: <b>1-4</b> (PuLID 0.7 + Redux 0.5) = 48.5%<br>
+  R9 legacy best: 44.5% / R1 best: 48.5% (1-4 PuLID+Redux 0.5) / R2 best: 49.99% (2-4 PuLID 0.85+Redux 0.5)<br>
-  비고: R1 clean — 1-1 first-pass success, 1-2~1-5 retry after ComfyUI restart
+  ⚠ vision 검수 대기 (별이≥8 / 한자≥4.5 / 한옥≥4.5) — auto 지표는 proxy
 </div>
 <div class="grid">
     <div class="cell status-success">
       <img src="../results/meeting-103-v2.1-clean/round1/1-1_thumb.png" data-original="../results/meeting-103-v2.1-clean/round1/1-1.png" alt="1-1">
       <div class="label">
-        <div class="label-title">조합 1-1: prompt=A / PuLID weight 0.85 mean (first try)</div>
+        <div class="label-title">R1-1-1: A — PuLID weight 0.85 mean (first try)</div>
         <div class="label-meta">models=flux-dev, pulid-flux, size=768×1344</div>
         <div class="label-auto-eval">자동 평가:<br>pastel=25.65% / black=1.95%</div>
         <div class="label-flags"><span class="flag flag-ok">clean</span></div>
@@ -43,16 +43,16 @@ h1 { margin: 0 0 8px; font-size: 22px; }
     <div class="cell status-success">
       <img src="../results/meeting-103-v2.1-clean/round1/1-2_thumb.png" data-original="../results/meeting-103-v2.1-clean/round1/1-2.png" alt="1-2">
       <div class="label">
-        <div class="label-title">조합 1-2: prompt=A / PuLID weight 0.85 mean delayed_start 0.05 (concat-replacement)</div>
+        <div class="label-title">R1-1-2: A — PuLID weight 0.85 mean delayed_start 0.05 (concat-replacement)</div>
         <div class="label-meta">models=flux-dev, pulid-flux, size=768×1344</div>
         <div class="label-auto-eval">자동 평가:<br>pastel=9.99% / black=13.98%</div>
-        <div class="label-flags"><span class="flag flag-ok">black-suspicious</span><span class="flag flag-ok">pastel-low</span></div>
+        <div class="label-flags"><span class="flag flag-warn">black-suspicious</span><span class="flag flag-warn">pastel-low</span></div>
       </div>
     </div>
     <div class="cell status-success">
       <img src="../results/meeting-103-v2.1-clean/round1/1-3_thumb.png" data-original="../results/meeting-103-v2.1-clean/round1/1-3.png" alt="1-3">
       <div class="label">
-        <div class="label-title">조합 1-3: prompt=A / PuLID weight 1.0 mean</div>
+        <div class="label-title">R1-1-3: A — PuLID weight 1.0 mean</div>
         <div class="label-meta">models=flux-dev, pulid-flux, size=768×1344</div>
         <div class="label-auto-eval">자동 평가:<br>pastel=27.51% / black=0.79%</div>
         <div class="label-flags"><span class="flag flag-ok">clean</span></div>
@@ -61,7 +61,7 @@ h1 { margin: 0 0 8px; font-size: 22px; }
     <div class="cell status-success">
       <img src="../results/meeting-103-v2.1-clean/round1/1-4_thumb.png" data-original="../results/meeting-103-v2.1-clean/round1/1-4.png" alt="1-4">
       <div class="label">
-        <div class="label-title">조합 1-4: prompt=A / PuLID 0.7 + Redux 0.5</div>
+        <div class="label-title">R1-1-4: A — PuLID 0.7 + Redux 0.5</div>
         <div class="label-meta">models=flux-dev, pulid-flux, flux-redux, size=768×1344</div>
         <div class="label-auto-eval">자동 평가:<br>pastel=48.5% / black=0.27%</div>
         <div class="label-flags"><span class="flag flag-ok">clean</span></div>
@@ -70,10 +70,55 @@ h1 { margin: 0 0 8px; font-size: 22px; }
     <div class="cell status-success">
       <img src="../results/meeting-103-v2.1-clean/round1/1-5_thumb.png" data-original="../results/meeting-103-v2.1-clean/round1/1-5.png" alt="1-5">
       <div class="label">
-        <div class="label-title">조합 1-5: prompt=B / Hanok baseline Flux Dev 768²</div>
+        <div class="label-title">R1-1-5: B — Hanok baseline Flux Dev 768²</div>
         <div class="label-meta">models=flux-dev, size=768×1344</div>
         <div class="label-auto-eval">자동 평가:<br>pastel=12.87% / black=11.67%</div>
-        <div class="label-flags"><span class="flag flag-ok">black-suspicious</span></div>
+        <div class="label-flags"><span class="flag flag-warn">black-suspicious</span></div>
+      </div>
+    </div>
+    <div class="cell status-success">
+      <img src="../results/meeting-103-v2.1-clean/round2/2-1_thumb.png" data-original="../results/meeting-103-v2.1-clean/round2/2-1.png" alt="2-1">
+      <div class="label">
+        <div class="label-title">R2-2-1: A — PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)</div>
+        <div class="label-meta">models=flux-dev, pulid-flux, flux-redux, flux-dev-refiner, size=768×1344</div>
+        <div class="label-auto-eval">자동 평가:<br>pastel=48.82% / black=0.34%</div>
+        <div class="label-flags"><span class="flag flag-ok">clean</span></div>
+      </div>
+    </div>
+    <div class="cell status-success">
+      <img src="../results/meeting-103-v2.1-clean/round2/2-2_thumb.png" data-original="../results/meeting-103-v2.1-clean/round2/2-2.png" alt="2-2">
+      <div class="label">
+        <div class="label-title">R2-2-2: A — PuLID 0.7 + Redux 0.7</div>
+        <div class="label-meta">models=flux-dev, pulid-flux, flux-redux, size=768×1344</div>
+        <div class="label-auto-eval">자동 평가:<br>pastel=48.93% / black=0.46%</div>
+        <div class="label-flags"><span class="flag flag-ok">clean</span></div>
+      </div>
+    </div>
+    <div class="cell status-success">
+      <img src="../results/meeting-103-v2.1-clean/round2/2-3_thumb.png" data-original="../results/meeting-103-v2.1-clean/round2/2-3.png" alt="2-3">
+      <div class="label">
+        <div class="label-title">R2-2-3: A — PuLID 0.7 + Redux 0.3</div>
+        <div class="label-meta">models=flux-dev, pulid-flux, flux-redux, size=768×1344</div>
+        <div class="label-auto-eval">자동 평가:<br>pastel=38.52% / black=0.48%</div>
+        <div class="label-flags"><span class="flag flag-ok">clean</span></div>
+      </div>
+    </div>
+    <div class="cell status-success">
+      <img src="../results/meeting-103-v2.1-clean/round2/2-4_thumb.png" data-original="../results/meeting-103-v2.1-clean/round2/2-4.png" alt="2-4">
+      <div class="label">
+        <div class="label-title">R2-2-4: A — PuLID 0.85 + Redux 0.5</div>
+        <div class="label-meta">models=flux-dev, pulid-flux, flux-redux, size=768×1344</div>
+        <div class="label-auto-eval">자동 평가:<br>pastel=49.99% / black=0.18%</div>
+        <div class="label-flags"><span class="flag flag-ok">clean</span></div>
+      </div>
+    </div>
+    <div class="cell status-success">
+      <img src="../results/meeting-103-v2.1-clean/round2/2-5_thumb.png" data-original="../results/meeting-103-v2.1-clean/round2/2-5.png" alt="2-5">
+      <div class="label">
+        <div class="label-title">R2-2-5: B — Hanok spring variant (cherry blossom)</div>
+        <div class="label-meta">models=flux-dev, size=768×1344</div>
+        <div class="label-auto-eval">자동 평가:<br>pastel=44.45% / black=4.3%</div>
+        <div class="label-flags"><span class="flag flag-ok">clean</span></div>
       </div>
     </div>
 </div>

results/meeting-103-v2.1-clean/round2/meta.json

@@ -0,0 +1,126 @@
+{
+  "round": 2,
+  "captured_at": "2026-05-19T23:35:02",
+  "track": "meeting-103-v2.1-clean",
+  "note": "R2 — Redux sweep + Stage 3 Refiner + hanok spring (full retry consolidated)",
+  "combos": [
+    {
+      "id": "2-1",
+      "prompt_id": "a0fb9222-6ab0-42f2-ab0e-2a62bb57ebda",
+      "status": "success",
+      "prompt_set": "A",
+      "variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
+      "models_used": [
+        "flux-dev",
+        "pulid-flux",
+        "flux-redux",
+        "flux-dev-refiner"
+      ],
+      "flags": [],
+      "size_bytes": 1048990,
+      "thumb_size_kb": 366,
+      "width": 768,
+      "height": 1344,
+      "aspect": 0.5714,
+      "black_pct": 0.34,
+      "pastel_pct": 48.82,
+      "filename_local": "2-1.png",
+      "thumb_local": "2-1_thumb.png"
+    },
+    {
+      "id": "2-2",
+      "prompt_id": "ae49bbf9-b83c-4f76-9b49-236fbf3e3f34",
+      "status": "success",
+      "prompt_set": "A",
+      "variant": "PuLID 0.7 + Redux 0.7",
+      "models_used": [
+        "flux-dev",
+        "pulid-flux",
+        "flux-redux"
+      ],
+      "flags": [],
+      "size_bytes": 1031872,
+      "thumb_size_kb": 362,
+      "width": 768,
+      "height": 1344,
+      "aspect": 0.5714,
+      "black_pct": 0.46,
+      "pastel_pct": 48.93,
+      "filename_local": "2-2.png",
+      "thumb_local": "2-2_thumb.png"
+    },
+    {
+      "id": "2-3",
+      "prompt_id": "1ba8e879-c3d5-4d79-9e20-145923706746",
+      "status": "success",
+      "prompt_set": "A",
+      "variant": "PuLID 0.7 + Redux 0.3",
+      "models_used": [
+        "flux-dev",
+        "pulid-flux",
+        "flux-redux"
+      ],
+      "size_bytes": 1013544,
+      "thumb_size_kb": 347,
+      "width": 768,
+      "height": 1344,
+      "aspect": 0.5714,
+      "black_pct": 0.48,
+      "pastel_pct": 38.52,
+      "filename_local": "2-3.png",
+      "thumb_local": "2-3_thumb.png",
+      "flags": []
+    },
+    {
+      "id": "2-4",
+      "prompt_id": "307a9f5a-0dcd-4efc-9036-0f07755b7f5d",
+      "status": "success",
+      "prompt_set": "A",
+      "variant": "PuLID 0.85 + Redux 0.5",
+      "models_used": [
+        "flux-dev",
+        "pulid-flux",
+        "flux-redux"
+      ],
+      "size_bytes": 1019981,
+      "thumb_size_kb": 351,
+      "width": 768,
+      "height": 1344,
+      "aspect": 0.5714,
+      "black_pct": 0.18,
+      "pastel_pct": 49.99,
+      "filename_local": "2-4.png",
+      "thumb_local": "2-4_thumb.png",
+      "flags": []
+    },
+    {
+      "id": "2-5",
+      "prompt_id": "cd181f5f-098e-461f-a16b-a9dae2b33e28",
+      "status": "success",
+      "prompt_set": "B",
+      "variant": "Hanok spring variant (cherry blossom)",
+      "models_used": [
+        "flux-dev"
+      ],
+      "size_bytes": 1635127,
+      "thumb_size_kb": 489,
+      "width": 768,
+      "height": 1344,
+      "aspect": 0.5714,
+      "black_pct": 4.3,
+      "pastel_pct": 44.45,
+      "filename_local": "2-5.png",
+      "thumb_local": "2-5_thumb.png",
+      "flags": []
+    }
+  ],
+  "learning": {
+    "passed_count": 5,
+    "failed_count": 0,
+    "best_pastel_id": "2-4",
+    "best_pastel_pct": 49.99,
+    "best_variant": "PuLID 0.85 + Redux 0.5",
+    "r1_clean_best": 48.5,
+    "next_round_hint": "R3: Qwen-Image fp8 60갑자 + PuLID 0.6/Redux 0.85 + Pony img2img alternative ID"
+  }
+}