diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 6c7c3de80a..e5b92e909f 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -527,7 +527,7 @@
       "taskType": "text-generation"
     }
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-  "generatedAt": "2026-10-23T14:50:24.700823+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index ede648c1de..765434a486 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-23T14:50:59.359585+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index eed2ffba80..4b958fcc6b 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
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+  "catalogUpdatedAt": "2026-10-23T14:54:38.261396+00:00",
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@@ -56,7 +56,7 @@
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-      "updatedAt": "2026-10-23T13:24:21.288755+00:00"
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-      "updatedAt": "2026-10-23T13:24:21.454408+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Kunlunxin_p-800": {
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Kunlunxin_p-800": {
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+      ],
+      "updatedAt": "2026-10-23T14:54:40.667396+00:00"
+    },
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
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@@ -481,6 +463,12 @@
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+      "updatedAt": "2026-10-23T14:54:40.475025+00:00"
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Kunlunxin_p-800": {
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+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T14:54:40.357612+00:00"
+    },
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
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       "updatedAt": "2026-10-23T13:29:10.910598+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Vastai_va16": {
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+      "updatedAt": "2026-10-23T14:54:40.681107+00:00"
+    },
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@@ -583,12 +581,6 @@
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-    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-22T14:22:58+00:00|Kunlunxin_p-800": {
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@@ -698,11 +690,13 @@
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-    "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Kunlunxin_p-800": {
+    "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|MetaX_c-500": {
       "taskTypes": [
-        "text-generation"
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
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@@ -711,6 +705,12 @@
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       "updatedAt": "2026-10-23T13:29:11.299427+00:00"
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+    "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T14:54:40.753407+00:00"
+    },
     "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-Base|2026-10-23T12:11:46+00:00|Ascend_910-b4": {
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@@ -1228,11 +1228,13 @@
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-        "text-generation"
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
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@@ -1241,6 +1243,12 @@
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       "updatedAt": "2026-10-23T13:29:11.862610+00:00"
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+    "https://modelscope.cn/models/ManniX-ITA/JackOD-9B-Coder-MTP-GGUF|2026-10-22T12:49:50+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T14:54:41.564439+00:00"
+    },
     "https://modelscope.cn/models/MooreThreads/MiMo-V2.6-Flash-RL-FP8|2026-10-21T01:40:13+00:00|Ascend_910-b3": {
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@@ -1284,12 +1292,6 @@
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-    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-22T15:30:26+00:00|Kunlunxin_p-800": {
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@@ -1304,11 +1306,13 @@
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-    "https://modelscope.cn/models/RecursiveSI/flint-int4|2026-10-22T01:37:07+00:00|Kunlunxin_p-800": {
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-        "text-generation"
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
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@@ -1317,6 +1321,12 @@
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       "updatedAt": "2026-10-23T13:29:12.495777+00:00"
     },
+    "https://modelscope.cn/models/RecursiveSI/flint-int4|2026-10-22T01:37:07+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T14:54:41.995278+00:00"
+    },
     "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|Ascend_910-b3": {
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@@ -1419,12 +1429,6 @@
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@@ -4753,6 +4739,14 @@
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+    "https://modelscope.cn/models/ibm-granite/granitelib-core-r1.0|2026-10-21T18:58:33+00:00|MetaX_c-500": {
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@@ -4882,6 +4872,36 @@
       ],
       "updatedAt": "2026-10-23T13:29:12.256682+00:00"
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+    "https://modelscope.cn/models/michaltina/Qwen3.8-Flash-Next-Rulith-EXL3-GGUF|2026-10-22T03:51:50+00:00|Vastai_va16": {
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+      "updatedAt": "2026-10-23T14:54:41.680202+00:00"
+    },
+    "https://modelscope.cn/models/mlx-community/LFM2.5-1.2B-Instruct-5bit|2026-10-21T19:08:45+00:00|Vastai_va16": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T14:54:45.260390+00:00"
+    },
+    "https://modelscope.cn/models/mlx-community/LFM2.5-1.2B-Instruct-bf16|2026-10-21T18:55:40+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T14:54:46.981707+00:00"
+    },
+    "https://modelscope.cn/models/mlx-community/LFM2.5-1.2B-Thinking-4bit|2026-10-21T19:08:38+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T14:54:45.260691+00:00"
+    },
+    "https://modelscope.cn/models/mlx-community/LFM2.5-1.2B-Thinking-5bit|2026-10-21T18:39:01+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T14:54:47.542733+00:00"
+    },
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@@ -4898,11 +4918,13 @@
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-    "https://modelscope.cn/models/nv-community/DeepSeek-V3.1-NVFP4|2026-10-21T20:02:42+00:00|Kunlunxin_p-800": {
+    "https://modelscope.cn/models/nv-community/DeepSeek-V3.1-NVFP4|2026-10-21T20:02:42+00:00|MetaX_c-500": {
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-        "text-generation"
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
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-      "updatedAt": "2026-10-23T13:27:22.154382+00:00"
+      "updatedAt": "2026-10-23T14:54:42.339271+00:00"
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@@ -4911,6 +4933,12 @@
       ],
       "updatedAt": "2026-10-23T13:29:12.890387+00:00"
     },
+    "https://modelscope.cn/models/nv-community/DeepSeek-V3.1-NVFP4|2026-10-21T20:02:42+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T14:54:42.376130+00:00"
+    },
     "https://modelscope.cn/models/ornith-ai/Ornith-1.5-122B-GGUF|2026-10-21T12:18:39+00:00|Ascend_910-b3": {
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@@ -5013,11 +5041,13 @@
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-    "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-22T12:07:29+00:00|Kunlunxin_p-800": {
+    "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-22T12:07:29+00:00|MetaX_c-500": {
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-        "text-generation"
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
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-      "updatedAt": "2026-10-23T13:27:21.962485+00:00"
+      "updatedAt": "2026-10-23T14:54:41.582950+00:00"
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     "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-22T12:07:29+00:00|Mthreads_s4000": {
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@@ -5026,6 +5056,12 @@
       ],
       "updatedAt": "2026-10-23T13:29:11.906434+00:00"
     },
+    "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-22T12:07:29+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T14:54:41.662044+00:00"
+    },
     "https://modelscope.cn/models/prithivMLmods/Ornith-1.5-122B-MTP-GGUF|2026-10-22T15:14:12+00:00|Ascend_910-b3": {
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@@ -5042,12 +5078,6 @@
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-    "https://modelscope.cn/models/prithivMLmods/Ornith-1.5-122B-MTP-GGUF|2026-10-22T15:14:12+00:00|Kunlunxin_p-800": {
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@@ -5085,11 +5115,13 @@
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     },
-    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-22T13:21:07+00:00|Kunlunxin_p-800": {
+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-22T13:21:07+00:00|MetaX_c-500": {
       "taskTypes": [
-        "text-generation"
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
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-      "updatedAt": "2026-10-23T13:27:21.674131+00:00"
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@@ -5098,6 +5130,12 @@
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       "updatedAt": "2026-10-23T13:29:11.853702+00:00"
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+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-22T13:21:07+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T14:54:41.490375+00:00"
+    },
     "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Ascend_910-b3": {
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@@ -5114,12 +5152,6 @@
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-    "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Kunlunxin_p-800": {
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     "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|MetaX_c-500": {
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@@ -5285,12 +5317,6 @@
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-    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-23T12:51:39+00:00|Kunlunxin_p-800": {
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@@ -5312,12 +5338,6 @@
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-    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-22T14:19:59+00:00|Kunlunxin_p-800": {
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@@ -5377,11 +5397,13 @@
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-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Kunlunxin_p-800": {
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|MetaX_c-500": {
       "taskTypes": [
-        "text-generation"
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
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-      "updatedAt": "2026-10-23T13:27:21.680951+00:00"
+      "updatedAt": "2026-10-23T14:54:41.186068+00:00"
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     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Mthreads_s4000": {
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@@ -5390,6 +5412,12 @@
       ],
       "updatedAt": "2026-10-23T13:29:11.635361+00:00"
     },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T14:54:41.257450+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -5406,11 +5434,13 @@
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       "updatedAt": "2026-10-23T13:29:11.488026+00:00"
     },
-    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Kunlunxin_p-800": {
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|MetaX_c-500": {
       "taskTypes": [
-        "text-generation"
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-23T13:27:21.572816+00:00"
+      "updatedAt": "2026-10-23T14:54:41.089925+00:00"
     },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Mthreads_s4000": {
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@@ -5418,6 +5448,12 @@
         "visual-multi-modal"
       ],
       "updatedAt": "2026-10-23T13:29:12.587551+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T14:54:41.166014+00:00"
     }
   },
   "taskTree": [
@@ -6100,6 +6136,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T14:50:59.359585+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T14:54:38.261396+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 703789f66e..c6f525fd18 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3733,6 +3733,18 @@
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diff --git a/manifest.json b/manifest.json
index 8fa5dc27b6..4d54256045 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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 }