diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 14f23bd30f..7dd0bf0c1c 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 8c19e015f1..13529d4fba 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
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@@ -452,7 +452,7 @@
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 6b8d695e9a..02a276156e 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T21:10:43.251012+00:00",
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@@ -56,7 +56,7 @@
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@@ -193,23 +193,6 @@
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@@ -254,6 +237,28 @@
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+        "text-to-image-generation",
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+        "vision_classification",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T21:12:29.191890+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Iluvatar_mrv-100": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T21:12:29.124902+00:00"
+    },
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@@ -298,6 +303,28 @@
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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": "2026-10-24T21:12:29.293242+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Iluvatar_mrv-100": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T21:12:29.240227+00:00"
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+      "updatedAt": "2026-10-24T21:12:29.115104+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Iluvatar_mrv-100": {
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+      "updatedAt": "2026-10-24T21:12:29.071740+00:00"
+    },
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+      "updatedAt": "2026-10-24T21:12:29.108239+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Iluvatar_mrv-100": {
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+      "updatedAt": "2026-10-24T21:12:29.067086+00:00"
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+      ],
+      "updatedAt": "2026-10-24T21:12:29.198331+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Iluvatar_mrv-100": {
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+        "asr",
+        "question_answering",
+        "reinforcement_learning",
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+        "text-to-image-generation",
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+        "asr",
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+        "question_answering",
+        "reinforcement_learning",
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+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Iluvatar_mrv-100": {
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|MetaX_c-500": {
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+        "question_answering",
+        "reinforcement_learning",
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+        "text-to-image-generation",
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+        "vision_classification",
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+        "asr",
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+        "text-to-image-generation",
+        "visual-multi-modal"
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@@ -630,19 +721,27 @@
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|MetaX_c-500": {
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+        "question_answering",
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@@ -680,6 +771,28 @@
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+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T21:12:28.477169+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T21:12:28.438190+00:00"
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@@ -722,14 +835,6 @@
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@@ -738,28 +843,18 @@
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+    "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-8bit|2026-10-21T17:19:37+00:00|Iluvatar_mrv-100": {
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@@ -3494,6 +3584,28 @@
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@@ -3552,6 +3664,28 @@
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+    "https://modelscope.cn/models/cyankiwi/MiniMax-M2.7-AWQ-4bit|2026-10-21T19:39:29+00:00|Iluvatar_bi-150": {
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+    "https://modelscope.cn/models/cyankiwi/MiniMax-M2.7-AWQ-4bit|2026-10-21T19:39:29+00:00|Iluvatar_mrv-100": {
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+    "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit|2026-10-21T17:18:20+00:00|Iluvatar_mrv-100": {
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@@ -3752,6 +3895,28 @@
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@@ -3788,6 +3953,15 @@
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+    "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-AWQ-4bit|2026-10-21T17:02:31+00:00|Iluvatar_mrv-100": {
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+    },
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@@ -3910,7 +4084,7 @@
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-      "updatedAt": "2026-10-24T20:52:21.802670+00:00"
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@@ -4120,6 +4294,28 @@
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+    "https://modelscope.cn/models/cyankiwi/Orchestrator-8B-AWQ-4bit|2026-10-21T17:24:35+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
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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": "2026-10-24T21:12:29.299790+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/Orchestrator-8B-AWQ-4bit|2026-10-21T17:24:35+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T21:12:29.240426+00:00"
+    },
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@@ -4249,7 +4445,7 @@
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@@ -4287,6 +4483,28 @@
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+    "https://modelscope.cn/models/cyankiwi/Solar-Open-100B-AWQ-4bit|2026-10-21T17:21:32+00:00|Iluvatar_bi-150": {
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+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
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+    },
+    "https://modelscope.cn/models/cyankiwi/Solar-Open-100B-AWQ-4bit|2026-10-21T17:21:32+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T21:12:29.240730+00:00"
+    },
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@@ -4350,7 +4568,7 @@
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-      "updatedAt": "2026-10-24T20:52:21.237987+00:00"
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-      "updatedAt": "2026-10-24T20:52:21.183558+00:00"
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@@ -4424,7 +4634,7 @@
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+        "reinforcement_learning",
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+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Iluvatar_bi-150": {
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+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Iluvatar_mrv-100": {
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@@ -5823,6 +6089,28 @@
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+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Iluvatar_bi-150": {
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+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T21:12:28.616270+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Iluvatar_mrv-100": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T21:12:28.555491+00:00"
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-    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|Cambricon_mlu-370-x4": {
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@@ -6562,6 +6842,6 @@
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-  "taskTreeUpdatedAt": "2026-10-24T21:10:43.251012+00:00",
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 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 4cee1557ee..af6a643960 100644
--- a/.modelhub_state/recovery_intents.jsonl
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diff --git a/manifest.json b/manifest.json
index ef4f9924fe..c4efee50eb 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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+  "phase": "intent",
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-  "updatedAt": "2026-10-24T21:10:56.508995+00:00",
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 }