diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index d286e6b44a..149833159d 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-25T16:02:12.040092+00:00",
+  "generatedAt": "2026-10-25T16:03:20.345277+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 34904bd6bb..eac900497f 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-25T16:02:12.166162+00:00",
+  "generatedAt": "2026-10-25T16:03:20.456307+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index f920e1de1b..b79a846abf 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T16:02:12.166162+00:00",
+  "catalogUpdatedAt": "2026-10-25T16:03:20.456307+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-25T16:02:29.317329+00:00",
+  "generatedAt": "2026-10-25T16:03:20.981850+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -191,6 +191,14 @@
       ],
       "updatedAt": "2026-10-25T16:02:13.054430+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-25T15:27:45+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T16:03:20.663876+00:00"
+    },
     "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-25T15:27:45+00:00|Mthreads_s4000": {
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         "text-generation",
@@ -756,6 +764,14 @@
       ],
       "updatedAt": "2026-10-25T16:02:13.447373+00:00"
     },
+    "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-25T14:50:49+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T16:03:20.668825+00:00"
+    },
     "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-25T14:50:49+00:00|Mthreads_s4000": {
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         "text-generation",
@@ -1083,6 +1099,14 @@
       ],
       "updatedAt": "2026-10-25T16:02:13.567816+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-25T14:36:59+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T16:03:20.670113+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-25T14:36:59+00:00|Mthreads_s4000": {
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         "text-generation",
@@ -1137,6 +1161,14 @@
       ],
       "updatedAt": "2026-10-25T16:02:13.680592+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-25T14:07:13+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T16:03:20.751530+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-25T14:07:13+00:00|Mthreads_s4000": {
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         "text-generation",
@@ -1329,6 +1361,14 @@
       ],
       "updatedAt": "2026-10-25T16:02:19.864201+00:00"
     },
+    "https://modelscope.cn/models/ManniX-ITA/JackOD-9B-Coder-MTP-GGUF|2026-10-25T13:37:26+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T16:03:20.818620+00:00"
+    },
     "https://modelscope.cn/models/ManniX-ITA/JackOD-9B-Coder-MTP-GGUF|2026-10-25T13:37:26+00:00|Mthreads_s4000": {
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@@ -1488,12 +1528,6 @@
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       "updatedAt": "2026-10-25T16:02:20.853447+00:00"
     },
-    "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-25T15:41:51.675942+00:00"
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     "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|hygon_k100-ai": {
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         "text-generation",
@@ -1564,20 +1598,6 @@
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       "updatedAt": "2026-10-25T16:02:20.842581+00:00"
     },
-    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-25T15:41:51.625067+00:00"
-    },
-    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|hygon_k100-ai": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-25T15:41:51.675969+00:00"
-    },
     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|Ascend_910-b3": {
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@@ -1701,7 +1721,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-25T15:41:51.522117+00:00"
+      "updatedAt": "2026-10-25T16:03:20.899575+00:00"
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     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Mthreads_s4000": {
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@@ -1716,14 +1736,6 @@
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       "updatedAt": "2026-10-25T16:02:20.306613+00:00"
     },
-    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|hygon_k100-ai": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-25T15:41:51.480060+00:00"
-    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-25T15:18:29+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -1765,6 +1777,14 @@
       ],
       "updatedAt": "2026-10-25T16:02:13.267333+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-25T15:18:29+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T16:03:20.666401+00:00"
+    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-25T15:18:29+00:00|Mthreads_s4000": {
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@@ -1901,7 +1921,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-25T15:41:51.569470+00:00"
+      "updatedAt": "2026-10-25T16:03:20.981850+00:00"
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     "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|Mthreads_s4000": {
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@@ -1916,20 +1936,6 @@
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       "updatedAt": "2026-10-25T16:02:20.501473+00:00"
     },
-    "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-25T15:41:51.480005+00:00"
-    },
-    "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|hygon_k100-ai": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-25T15:41:51.529988+00:00"
-    },
     "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit|2026-10-21T15:40:57+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -4590,6 +4596,14 @@
       ],
       "updatedAt": "2026-10-25T16:02:19.572836+00:00"
     },
+    "https://modelscope.cn/models/jiangjiang419/minimaxh3|2026-10-25T14:00:43+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T16:03:20.816082+00:00"
+    },
     "https://modelscope.cn/models/jiangjiang419/minimaxh3|2026-10-25T14:00:43+00:00|Mthreads_s4000": {
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@@ -4633,20 +4647,6 @@
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       "updatedAt": "2026-10-25T16:02:20.573900+00:00"
     },
-    "https://modelscope.cn/models/kakarotter/calix|2026-10-24T12:01:13+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-25T15:41:51.576515+00:00"
-    },
-    "https://modelscope.cn/models/kakarotter/calix|2026-10-24T12:01:13+00:00|hygon_k100-ai": {
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-      "updatedAt": "2026-10-25T15:41:51.624975+00:00"
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     "https://modelscope.cn/models/leanv9/models|2026-10-23T07:22:36+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -4923,6 +4923,14 @@
       ],
       "updatedAt": "2026-10-25T16:02:20.152018+00:00"
     },
+    "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-25T12:07:28+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T16:03:20.893394+00:00"
+    },
     "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-25T12:07:28+00:00|Mthreads_s4000": {
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@@ -5098,6 +5106,14 @@
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       "updatedAt": "2026-10-25T16:02:20.181604+00:00"
     },
+    "https://modelscope.cn/models/qinxd10/DeepSeek-V4.1-Flash-1017-W4A8|2026-10-25T11:53:59+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T16:03:20.893415+00:00"
+    },
     "https://modelscope.cn/models/qinxd10/DeepSeek-V4.1-Flash-1017-W4A8|2026-10-25T11:53:59+00:00|Mthreads_s4000": {
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         "text-generation",
@@ -5318,6 +5334,14 @@
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       "updatedAt": "2026-10-25T16:02:19.574059+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-25T13:56:57+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T16:03:20.818458+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-25T13:56:57+00:00|Mthreads_s4000": {
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         "text-generation",
@@ -5372,6 +5396,14 @@
       ],
       "updatedAt": "2026-10-25T16:02:19.982716+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-25T13:04:40+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T16:03:20.820670+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-25T13:04:40+00:00|Mthreads_s4000": {
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         "text-generation",
@@ -5432,7 +5464,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-25T15:41:51.562651+00:00"
+      "updatedAt": "2026-10-25T16:03:20.900035+00:00"
     },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Mthreads_s4000": {
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@@ -5447,14 +5479,6 @@
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       "updatedAt": "2026-10-25T16:02:20.476144+00:00"
     },
-    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|hygon_k100-ai": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-25T15:41:51.529966+00:00"
-    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -5669,20 +5693,6 @@
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       "updatedAt": "2026-10-25T16:02:20.649436+00:00"
     },
-    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-25T15:41:51.625036+00:00"
-    },
-    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|hygon_k100-ai": {
-      "taskTypes": [
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-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T15:41:51.675997+00:00"
-    },
     "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-25T11:26:46+00:00|Cambricon_mlu-370-x4": {
       "taskTypes": [
         "text-generation",
@@ -6387,6 +6397,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T16:02:12.166162+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T16:03:20.456307+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 84d040e915..f89df26b3e 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3846,6 +3846,18 @@
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diff --git a/manifest.json b/manifest.json
index b225005e98..10a715fc58 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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