diff --git a/assets-library/models-performance.json b/assets-library/models-performance.json
index f982337..c999270 100644
--- a/assets-library/models-performance.json
+++ b/assets-library/models-performance.json
@@ -78,7 +78,7 @@
       "verdict": "파스텔 평균 30.4% (12회) / 검정 평균 0.23%"
     },
     "flux-dev": {
-      "rounds_used": 32,
+      "rounds_used": 37,
       "dimensions": {
         "byeolyi": [],
         "hanja": [],
@@ -112,7 +112,12 @@
           49.89,
           56.41,
           50.36,
-          17.72
+          17.72,
+          49.85,
+          48.65,
+          52.99,
+          69.66,
+          15.09
         ],
         "auto_black": [
           3.11,
@@ -141,7 +146,12 @@
           0.22,
           0.2,
           0.86,
-          3.97
+          3.97,
+          0.08,
+          3.7,
+          0.5,
+          0.05,
+          12.46
         ]
       },
       "avg_scores": {},
@@ -201,12 +211,19 @@
           "variant": "PuLID 0.85 + Redux 0.7 (combine best)",
           "pastel_pct": 50.36,
           "black_pct": 0.86
+        },
+        {
+          "round": "R6-clean",
+          "id": "6-2",
+          "variant": "PuLID 0.7 + Redux 1.0 (ref byeolyi-default.png)",
+          "pastel_pct": 69.66,
+          "black_pct": 0.05
         }
       ],
       "verdict": "파스텔 평균 32.1% (27회) / 검정 평균 3.65%"
     },
     "pulid-flux": {
-      "rounds_used": 28,
+      "rounds_used": 31,
       "dimensions": {
         "byeolyi": [],
         "hanja": [],
@@ -235,7 +252,10 @@
           50.47,
           49.89,
           56.41,
-          50.36
+          50.36,
+          49.85,
+          52.99,
+          69.66
         ],
         "auto_black": [
           0.73,
@@ -259,7 +279,10 @@
           0.24,
           0.22,
           0.2,
-          0.86
+          0.86,
+          0.08,
+          0.5,
+          0.05
         ]
       },
       "avg_scores": {},
@@ -328,6 +351,13 @@
           "variant": "PuLID 0.85 + Redux 0.7 (combine best)",
           "pastel_pct": 50.36,
           "black_pct": 0.86
+        },
+        {
+          "round": "R6-clean",
+          "id": "6-2",
+          "variant": "PuLID 0.7 + Redux 1.0 (ref byeolyi-default.png)",
+          "pastel_pct": 69.66,
+          "black_pct": 0.05
         }
       ],
       "verdict": "파스텔 평균 36.9% (22회) / 검정 평균 2.56%"
@@ -369,7 +399,7 @@
       "verdict": "Stage 2 인페인트 6차 실패 — Qwen 계열 GGUF Q4 환경 호환성 결함 확정"
     },
     "flux-redux": {
-      "rounds_used": 11,
+      "rounds_used": 14,
       "dimensions": {
         "byeolyi": [],
         "hanja": [],
@@ -387,7 +417,10 @@
           50.47,
           49.89,
           56.41,
-          50.36
+          50.36,
+          49.85,
+          52.99,
+          69.66
         ],
         "auto_black": [
           0.27,
@@ -400,7 +433,10 @@
           0.24,
           0.22,
           0.2,
-          0.86
+          0.86,
+          0.08,
+          0.5,
+          0.05
         ]
       },
       "avg_scores": {},
@@ -460,12 +496,19 @@
           "variant": "PuLID 0.85 + Redux 0.7 (combine best)",
           "pastel_pct": 50.36,
           "black_pct": 0.86
+        },
+        {
+          "round": "R6-clean",
+          "id": "6-2",
+          "variant": "PuLID 0.7 + Redux 1.0 (ref byeolyi-default.png)",
+          "pastel_pct": 69.66,
+          "black_pct": 0.05
         }
       ],
       "verdict": "파스텔 평균 49.0% (11회) / 검정 평균 0.34%"
     },
     "flux-dev-refiner": {
-      "rounds_used": 1,
+      "rounds_used": 2,
       "dimensions": {
         "byeolyi": [],
         "hanja": [],
@@ -473,10 +516,12 @@
         "illustration": [],
         "korean_traditional": [],
         "auto_pastel": [
-          48.82
+          48.82,
+          49.85
         ],
         "auto_black": [
-          0.34
+          0.34,
+          0.08
         ]
       },
       "avg_scores": {},
@@ -492,7 +537,7 @@
       "verdict": "파스텔 평균 48.8% (1회) / 검정 평균 0.34%"
     },
     "qwen-image-2.0": {
-      "rounds_used": 2,
+      "rounds_used": 4,
       "dimensions": {
         "byeolyi": [],
         "hanja": [],
@@ -500,10 +545,14 @@
         "illustration": [],
         "korean_traditional": [],
         "auto_pastel": [
+          0.0,
+          0.0,
           0.0,
           0.0
         ],
         "auto_black": [
+          100.0,
+          100.0,
           100.0,
           100.0
         ]
@@ -538,6 +587,8 @@
     "R1-clean",
     "R2-clean",
     "R3-clean",
-    "R4-clean"
+    "R4-clean",
+    "R5-clean",
+    "R6-clean"
   ]
 }
\ No newline at end of file
diff --git a/assets-library/prompts/failed-patterns.json b/assets-library/prompts/failed-patterns.json
index ff128bd..9541f09 100644
--- a/assets-library/prompts/failed-patterns.json
+++ b/assets-library/prompts/failed-patterns.json
@@ -114,5 +114,21 @@
       "variant": "Qwen fp8 + Lightning LoRA 4-step lcm/normal cfg=1.0",
       "note": "pastel=0% black=100% — lcm scheduler 도 해결 X, Lightning LoRA strength_clip=1.0 부적절 의심"
     }
+  ],
+  "qwen-fp8-FULL-25step-eulerA-cfg25-black-output-R5": [
+    {
+      "round": "R5-clean",
+      "id": "5-4",
+      "variant": "Qwen fp8 (no Lightning) 25-step euler/normal cfg=2.5",
+      "note": "pastel=0% black=100% — Qwen-Image fp8 워크플로 구조 결함 (ModelSamplingAuraFlow shift 노드 누락 의심). 3회 연속 black 출력 (R3-4, R4-4, R5-4 동일)"
+    }
+  ],
+  "qwen-fp8-ModelSamplingAuraFlow-shift3-still-black-R6": [
+    {
+      "round": "R6-clean",
+      "id": "6-4",
+      "variant": "Qwen fp8 + ModelSamplingAuraFlow shift=3.0 + 30 step euler/simple cfg=2.5",
+      "note": "pastel=0% black=100% — ModelSamplingAuraFlow도 해결 X. 4회 연속 black (R3,R4,R5,R6). Qwen fp8 워크플로 구조 근본 결함 - 다른 접근 필요 (Qwen-Image 2.0 native sampler? text_encoders 분리?)"
+    }
   ]
 }
\ No newline at end of file
diff --git a/assets-library/prompts/proven-patterns.json b/assets-library/prompts/proven-patterns.json
index 158612f..4f56331 100644
--- a/assets-library/prompts/proven-patterns.json
+++ b/assets-library/prompts/proven-patterns.json
@@ -175,6 +175,20 @@
         ],
         "round": "R4-clean"
       }
+    ],
+    "R6-clean-6-2": [
+      {
+        "pastel_pct": 69.66,
+        "black_pct": 0.05,
+        "variant": "PuLID 0.7 + Redux 1.0 (ref byeolyi-default.png)",
+        "models": [
+          "flux-dev",
+          "pulid-flux",
+          "flux-redux"
+        ],
+        "round": "R6-clean",
+        "NOTE": "⭐ byeolyi-default.png 참조 이미지가 byeolyi-ref-768x1344보다 우월 (+13pp)"
+      }
     ]
   }
 }
\ No newline at end of file
diff --git a/assets-library/workflows/_index.json b/assets-library/workflows/_index.json
index a4ac681..4446a10 100644
--- a/assets-library/workflows/_index.json
+++ b/assets-library/workflows/_index.json
@@ -1,5 +1,5 @@
 {
-  "count": 13,
+  "count": 17,
   "winner": [
     {
       "name": "winner_auto-illustration_auto-R1-clean-1-4-flux-dev.json",
@@ -179,6 +179,44 @@
         "타로 78장",
         "별이 일러스트 시리즈"
       ]
+    },
+    {
+      "name": "winner_auto-illustration_auto-R6-clean-6-1-flux-dev.json",
+      "category": "winner_auto",
+      "auto_metrics": {
+        "pastel_pct": 52.99,
+        "black_pct": 0.5
+      },
+      "models": [
+        "flux-dev",
+        "pulid-flux",
+        "flux-redux"
+      ],
+      "round": "R6-clean",
+      "variant": "PuLID 0.7 + Redux 1.0 (ref byeolyi-916.png)",
+      "reusable_for": [
+        "관찰"
+      ]
+    },
+    {
+      "name": "winner_auto_high-illustration_auto-R6-clean-6-2-flux-dev.json",
+      "category": "winner_auto_high",
+      "auto_metrics": {
+        "pastel_pct": 69.66,
+        "black_pct": 0.05
+      },
+      "models": [
+        "flux-dev",
+        "pulid-flux",
+        "flux-redux"
+      ],
+      "round": "R6-clean",
+      "variant": "PuLID 0.7 + Redux 1.0 (ref byeolyi-default.png)",
+      "reusable_for": [
+        "타로 78장",
+        "별이 시리즈",
+        "인스타 9:16 카드"
+      ]
     }
   ],
   "partial": [
@@ -257,6 +295,35 @@
         "관찰",
         "한복 ref 후보"
       ]
+    },
+    {
+      "name": "partial-illustration_auto-R5-clean-5-1-flux-dev.json",
+      "category": "partial",
+      "auto_metrics": {
+        "pastel_pct": 49.85,
+        "black_pct": 0.08
+      },
+      "models": [
+        "flux-dev",
+        "pulid-flux",
+        "flux-redux",
+        "flux-dev-refiner"
+      ],
+      "round": "R5-clean",
+      "variant": "PuLID 0.7 + Redux 1.0 + Stage 3 Refiner (denoise 0.25)"
+    },
+    {
+      "name": "partial-illustration_auto-R5-clean-5-5-flux-dev.json",
+      "category": "partial",
+      "auto_metrics": {
+        "pastel_pct": 48.65,
+        "black_pct": 3.7
+      },
+      "models": [
+        "flux-dev"
+      ],
+      "round": "R5-clean",
+      "variant": "Hanok winter (snow)"
     }
   ]
 }
\ No newline at end of file
diff --git a/assets-library/workflows/partial-illustration_auto-R5-clean-5-1-flux-dev.json b/assets-library/workflows/partial-illustration_auto-R5-clean-5-1-flux-dev.json
new file mode 100644
index 0000000..ef6687d
--- /dev/null
+++ b/assets-library/workflows/partial-illustration_auto-R5-clean-5-1-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": 105001,
+      "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_r5_1_pulid07_redux10_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": 1.0,
+      "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": 112778,
+      "steps": 10,
+      "cfg": 1.0,
+      "sampler_name": "euler",
+      "scheduler": "simple",
+      "denoise": 0.25
+    }
+  },
+  "22": {
+    "class_type": "VAEDecode",
+    "inputs": {
+      "samples": [
+        "21",
+        0
+      ],
+      "vae": [
+        "3",
+        0
+      ]
+    }
+  }
+}
\ No newline at end of file
diff --git a/assets-library/workflows/partial-illustration_auto-R5-clean-5-5-flux-dev.json b/assets-library/workflows/partial-illustration_auto-R5-clean-5-5-flux-dev.json
new file mode 100644
index 0000000..ab183b1
--- /dev/null
+++ b/assets-library/workflows/partial-illustration_auto-R5-clean-5-5-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 winter, snow-covered curved tile roofs, wooden gates with snow accents, stone walls, bare pine trees with snow, soft white sky, Korean architecture, NOT Japanese, NOT pagoda, photorealistic",
+      "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": 105005,
+      "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_r5_5_hanok_winter"
+    }
+  }
+}
\ No newline at end of file
diff --git a/assets-library/workflows/winner_auto-illustration_auto-R6-clean-6-1-flux-dev.json b/assets-library/workflows/winner_auto-illustration_auto-R6-clean-6-1-flux-dev.json
new file mode 100644
index 0000000..1008dd2
--- /dev/null
+++ b/assets-library/workflows/winner_auto-illustration_auto-R6-clean-6-1-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": {
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\ No newline at end of file
diff --git a/assets-library/workflows/winner_auto_high-illustration_auto-R6-clean-6-2-flux-dev.json b/assets-library/workflows/winner_auto_high-illustration_auto-R6-clean-6-2-flux-dev.json
new file mode 100644
index 0000000..2e6f21c
--- /dev/null
+++ b/assets-library/workflows/winner_auto_high-illustration_auto-R6-clean-6-2-flux-dev.json
@@ -0,0 +1,210 @@
+{
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+    "inputs": {
+      "unet_name": "flux1-dev-Q5_K_S.gguf"
+    }
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+      "type": "flux"
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+        0
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+}
\ No newline at end of file
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new file mode 100644
index 0000000..810d8d1
--- /dev/null
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+{
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new file mode 100644
index 0000000..2a79071
--- /dev/null
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+        "black-suspicious",
+        "pastel-low"
+      ]
+    },
+    {
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+      "prompt_id": "bf162822-0588-48c7-8a36-981219bb482f",
+      "status": "success",
+      "prompt_set": "B",
+      "variant": "Hanok dancheong (red blue green eaves)",
+      "models_used": [
+        "flux-dev"
+      ],
+      "size_bytes": 1985494,
+      "thumb_size_kb": 594,
+      "width": 768,
+      "height": 1344,
+      "aspect": 0.5714,
+      "black_pct": 12.46,
+      "pastel_pct": 15.09,
+      "filename_local": "6-5.png",
+      "thumb_local": "6-5_thumb.png",
+      "flags": [
+        "black-suspicious"
+      ]
+    }
+  ],
+  "learning": {
+    "passed_count": 4,
+    "failed_count": 1,
+    "best_pastel_id": "6-2",
+    "best_pastel_pct": 69.66,
+    "r4_best_overall": 56.41
+  }
+}
\ No newline at end of file