diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index db9e8441dd..9d3a69c7f1 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T11:43:00.287505+00:00",
+  "generatedAt": "2026-10-24T11:46:36.741933+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 1c71c7bb39..193a5afd8a 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-24T11:43:30.842666+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 6ce343ce36..6120db1ca8 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T11:43:30.842666+00:00",
+  "catalogUpdatedAt": "2026-10-24T11:46:36.860521+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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-  "generatedAt": "2026-10-24T11:44:47.590502+00:00",
+  "generatedAt": "2026-10-24T11:47:02.445927+00:00",
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@@ -248,13 +248,54 @@
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-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-23T14:44:56+00:00|hygon_k100-ai": {
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-      "updatedAt": "2026-10-24T11:43:58.350783+00:00"
+      "updatedAt": "2026-10-24T11:46:38.155942+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-23T14:44:56+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T11:46:38.223921+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-23T14:44:56+00:00|Biren_166m": {
+      "taskTypes": [
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+      ],
+      "updatedAt": "2026-10-24T11:46:38.116358+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-23T14:44:56+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"
+      ],
+      "updatedAt": "2026-10-24T11:46:38.068707+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-23T14:44:56+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T11:46:38.014157+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T11:46:45.494050+00:00"
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@@ -262,7 +303,32 @@
         "text-to-image-generation",
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+      "updatedAt": "2026-10-24T11:46:45.550928+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T11:46:45.447463+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T11:46:45.395998+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T11:46:45.334430+00:00"
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@@ -270,7 +336,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T11:44:02.658889+00:00"
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@@ -278,22 +344,57 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Iluvatar_mrv-100": {
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Vastai_va16": {
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+      "updatedAt": "2026-10-24T11:46:45.864406+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T11:46:45.819465+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T11:46:45.782306+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Biren_166m": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T11:46:45.439531+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T11:46:45.381480+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-24T11:46:45.334303+00:00"
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@@ -301,7 +402,40 @@
         "text-to-image-generation",
         "visual-multi-modal"
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+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T11:46:45.459693+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T11:46:45.388844+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T11:46:45.334130+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T11:46:45.840263+00:00"
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@@ -309,22 +443,32 @@
         "text-to-image-generation",
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Iluvatar_mrv-100": {
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-    },
-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-24T11:31:33.673488+00:00"
+      "updatedAt": "2026-10-24T11:46:45.796098+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Iluvatar_bi-150": {
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+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T11:46:45.763804+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-24T11:46:45.730341+00:00"
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@@ -332,7 +476,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T11:44:02.659242+00:00"
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Ascend_910-b3": {
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@@ -418,12 +562,6 @@
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@@ -432,30 +570,6 @@
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@@ -497,53 +611,276 @@
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|hygon_k100-ai": {
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|hygon_k100-ai": {
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+        "question_answering",
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-    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|hygon_k100-ai": {
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-        "text-to-image-generation",
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-    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|hygon_k100-ai": {
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+        "text-to-image-generation",
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+    },
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+    },
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-    "https://modelscope.cn/models/cyankiwi/GLM-4.5-Air-AWQ-8bit|2026-10-21T14:49:15+00:00|Iluvatar_bi-150": {
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@@ -2620,21 +2594,7 @@
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-      "updatedAt": "2026-10-24T11:44:13.880238+00:00"
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         "text-to-image-generation",
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-    "https://modelscope.cn/models/cyankiwi/GLM-4.5-Air-Derestricted-AWQ-4bit|2026-10-21T16:06:54+00:00|Vastai_va16": {
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+    },
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-    "https://modelscope.cn/models/cyankiwi/Hermes-4-70B-AWQ-4bit|2026-10-21T17:15:17+00:00|Sunrise_pt-200-x1": {
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+    "https://modelscope.cn/models/cyankiwi/Hermes-4-70B-AWQ-8bit|2026-10-21T16:52:19+00:00|Ascend_910-b3": {
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@@ -2957,28 +2813,32 @@
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+    "https://modelscope.cn/models/cyankiwi/Hermes-4-70B-AWQ-8bit|2026-10-21T16:52:19+00:00|Iluvatar_bi-150": {
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-    "https://modelscope.cn/models/cyankiwi/Hermes-4-70B-AWQ-8bit|2026-10-21T16:52:19+00:00|Sunrise_pt-200-x1": {
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+    },
+    "https://modelscope.cn/models/cyankiwi/Hermes-4.3-36B-AWQ-8bit|2026-10-21T16:02:35+00:00|Iluvatar_bi-150": {
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+    "https://modelscope.cn/models/cyankiwi/Hermes-4.3-36B-AWQ-8bit|2026-10-21T16:02:35+00:00|Kunlunxin_p-800": {
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-    "https://modelscope.cn/models/cyankiwi/Kimi-Dev-72B-AWQ-4bit|2026-10-21T16:43:24+00:00|Sunrise_pt-200-x1": {
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+    "https://modelscope.cn/models/cyankiwi/Kimi-Dev-72B-AWQ-8bit|2026-10-21T15:39:54+00:00|Biren_166m": {
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+    },
+    "https://modelscope.cn/models/cyankiwi/Kimi-Dev-72B-AWQ-8bit|2026-10-21T15:39:54+00:00|Kunlunxin_p-800": {
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+    "https://modelscope.cn/models/cyankiwi/LFM2-8B-A1B-AWQ-4bit|2026-10-21T17:00:21+00:00|Iluvatar_bi-150": {
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+    },
+    "https://modelscope.cn/models/cyankiwi/MiMo-V2-Flash-AWQ-4bit|2026-10-21T18:58:16+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-24T11:46:44.256644+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/MiMo-V2-Flash-AWQ-4bit|2026-10-21T18:58:16+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T11:46:44.221816+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/MiMo-V2-Flash-AWQ-4bit|2026-10-21T18:58:16+00:00|Kunlunxin_p-800": {
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@@ -3299,19 +3221,13 @@
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-      "updatedAt": "2026-10-24T11:44:02.081677+00:00"
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-    "https://modelscope.cn/models/cyankiwi/MiniCPM-SALA-AWQ-4bit|2026-10-21T17:03:19+00:00|Sunrise_pt-200-x1": {
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-      "updatedAt": "2026-10-24T11:31:34.323571+00:00"
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@@ -3319,7 +3235,7 @@
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-      "updatedAt": "2026-10-24T11:44:06.681265+00:00"
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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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+        "vision_classification",
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+      "updatedAt": "2026-10-24T11:46:41.063058+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Kunlunxin_p-800": {
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     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|Ascend_910-b3": {
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@@ -6682,6 +6822,6 @@
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-  "taskTreeUpdatedAt": "2026-10-24T11:43:30.842666+00:00",
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   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 647ad3d1a2..01f987aded 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3773,6 +3773,18 @@
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diff --git a/manifest.json b/manifest.json
index 03202a4a74..b8a30d0243 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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