diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 3d55bd6c81..22d942f46f 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -567,7 +567,7 @@
       "taskType": "text-generation"
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 246cb129ae..13bf7bc1c4 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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@@ -500,12 +500,34 @@
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@@ -520,48 +542,26 @@
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@@ -588,34 +588,12 @@
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@@ -630,6 +608,28 @@
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@@ -653,33 +653,11 @@
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@@ -696,6 +674,28 @@
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@@ -742,30 +742,30 @@
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-  "queueUpdatedAt": "2026-10-26T06:02:14.664258+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index fb249231b4..33b811aa6c 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
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+  "catalogUpdatedAt": "2026-10-26T06:12:18.172493+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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@@ -308,6 +308,19 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Iluvatar_bi-150": {
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+      "updatedAt": "2026-10-26T06:12:19.508548+00:00"
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@@ -323,6 +336,14 @@
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@@ -491,6 +512,14 @@
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@@ -1179,6 +1208,19 @@
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+    "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|Iluvatar_bi-150": {
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@@ -1194,6 +1236,14 @@
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@@ -1388,14 +1438,6 @@
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@@ -1410,19 +1452,6 @@
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@@ -1432,12 +1461,6 @@
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@@ -1832,14 +1855,6 @@
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@@ -1854,19 +1869,6 @@
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@@ -1876,12 +1878,6 @@
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@@ -2278,6 +2274,27 @@
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       "updatedAt": "2026-10-26T06:04:09.306699+00:00"
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+    "https://modelscope.cn/models/bartowski/Nanbeige_Nanbeige4.3-33B-GGUF|2026-10-25T19:50:25+00:00|Cambricon_mlu-370-x4": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-26T06:12:19.092640+00:00"
+    },
+    "https://modelscope.cn/models/bartowski/Nanbeige_Nanbeige4.3-33B-GGUF|2026-10-25T19:50:25+00:00|Iluvatar_bi-150": {
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+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-26T06:12:19.130975+00:00"
+    },
     "https://modelscope.cn/models/bartowski/Nanbeige_Nanbeige4.3-33B-GGUF|2026-10-25T19:50:25+00:00|Iluvatar_mrv-100": {
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@@ -2293,6 +2310,14 @@
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       "updatedAt": "2026-10-26T06:04:09.268909+00:00"
     },
+    "https://modelscope.cn/models/bartowski/Nanbeige_Nanbeige4.3-33B-GGUF|2026-10-25T19:50:25+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-26T06:12:19.165810+00:00"
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     "https://modelscope.cn/models/bartowski/Nanbeige_Nanbeige4.3-33B-GGUF|2026-10-25T19:50:25+00:00|Sunrise_pt-200-x1": {
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@@ -2307,11 +2332,18 @@
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-    "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit|2026-10-21T15:40:57+00:00|Biren_166m": {
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-        "text-generation"
+        "asr",
+        "question_answering",
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+        "text-generation",
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+        "text_classification",
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@@ -3038,18 +3164,20 @@
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+    "https://modelscope.cn/models/cyankiwi/Kimi-Dev-72B-AWQ-8bit|2026-10-21T15:39:54+00:00|MetaX_c-500": {
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@@ -3104,6 +3232,19 @@
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+        "text-generation",
+        "text-to-image-generation",
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+    },
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@@ -3252,6 +3393,14 @@
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@@ -3288,6 +3437,19 @@
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+    },
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@@ -3303,6 +3465,14 @@
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+    "https://modelscope.cn/models/cyankiwi/MiniMax-M2-REAP-162B-A10B-AWQ-4bit|2026-10-21T15:57:21+00:00|MetaX_c-500": {
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@@ -3347,6 +3503,19 @@
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@@ -3411,6 +3574,14 @@
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@@ -3447,6 +3618,14 @@
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@@ -4303,6 +4571,14 @@
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+    "https://modelscope.cn/models/cyankiwi/command-a-reasoning-08-2025-AWQ-4bit|2026-10-21T17:00:11+00:00|MetaX_c-500": {
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@@ -4480,6 +4716,19 @@
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+    "https://modelscope.cn/models/huangyuyang/DeepSeek-V4.1-Flash-1017-Fastllm-3.0bit|2026-10-21T16:04:21+00:00|Iluvatar_bi-150": {
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+      "updatedAt": "2026-10-26T06:12:20.127367+00:00"
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@@ -4495,6 +4744,14 @@
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+    "https://modelscope.cn/models/huangyuyang/DeepSeek-V4.1-Flash-1017-Fastllm-3.0bit|2026-10-21T16:04:21+00:00|MetaX_c-500": {
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+        "text-generation",
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+    },
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-    "https://modelscope.cn/models/michaltina/Qwen3.8-Flash-Next-Rulith-EXL3-GGUF|2026-10-26T00:11:37+00:00|Ascend_910-b3": {
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-    "https://modelscope.cn/models/michaltina/Qwen3.8-Flash-Next-Rulith-EXL3-GGUF|2026-10-26T00:11:37+00:00|Iluvatar_bi-150": {
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@@ -5313,14 +5543,6 @@
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@@ -5833,14 +6036,6 @@
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-    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-26T04:50:44+00:00|Ascend_910-b3": {
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@@ -5855,19 +6050,6 @@
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-      "updatedAt": "2026-10-26T05:30:47.592975+00:00"
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@@ -5877,12 +6059,6 @@
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-    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-26T04:50:44+00:00|Kunlunxin_p-800": {
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     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-26T04:50:44+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -6586,6 +6762,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-26T06:10:39.961702+00:00",
+  "taskTreeUpdatedAt": "2026-10-26T06:12:18.172493+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 36a1fac6bf..83038786fb 100644
--- a/.modelhub_state/recovery_intents.jsonl
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diff --git a/manifest.json b/manifest.json
index 2a99c08c9d..a73a18e389 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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-  "phase": "cycle",
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+  "phase": "intent",
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 }