diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 98c370ec8c..5c2c9f7073 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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-  "generatedAt": "2026-10-24T17:50:07.754140+00:00",
+  "generatedAt": "2026-10-24T17:51:48.258614+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 946e86bf91..21d106e4ea 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-24T17:45:13.866919+00:00",
+  "communityAttemptedAt": "2026-10-24T17:51:48.357924+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
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@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-24T17:50:07.867079+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index d0a156565d..61d25a069b 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T17:50:07.867079+00:00",
+  "catalogUpdatedAt": "2026-10-24T17:51:48.357924+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
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   "errors": [],
-  "generatedAt": "2026-10-24T17:50:11.779749+00:00",
+  "generatedAt": "2026-10-24T17:51:50.720603+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -150,6 +150,14 @@
     }
   },
   "modelGpuTaskTypes": {
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:51:48.582686+00:00"
+    },
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@@ -184,6 +192,14 @@
       ],
       "updatedAt": "2026-10-24T17:31:47.551907+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:51:48.684776+00:00"
+    },
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@@ -205,21 +221,13 @@
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       "updatedAt": "2026-10-24T17:50:08.611379+00:00"
     },
-    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Ascend_910-b3": {
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-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-24T17:29:52.189048+00:00"
-    },
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         "text-generation",
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T17:29:52.153648+00:00"
+      "updatedAt": "2026-10-24T17:51:50.315144+00:00"
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@@ -238,7 +246,7 @@
         "vision_classification",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T17:29:52.124870+00:00"
+      "updatedAt": "2026-10-24T17:51:50.436952+00:00"
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@@ -261,7 +269,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T17:29:52.265940+00:00"
+      "updatedAt": "2026-10-24T17:51:50.378686+00:00"
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@@ -276,12 +284,6 @@
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       "updatedAt": "2026-10-24T17:40:05.374824+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Vastai_va16": {
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-      ],
-      "updatedAt": "2026-10-24T17:29:52.052445+00:00"
-    },
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@@ -296,7 +298,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T17:29:52.362100+00:00"
+      "updatedAt": "2026-10-24T17:51:50.438187+00:00"
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@@ -315,7 +317,7 @@
         "vision_classification",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T17:29:52.304124+00:00"
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@@ -338,7 +340,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T17:29:52.390913+00:00"
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     "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Sunrise_pt-200-x1": {
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@@ -346,12 +348,6 @@
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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": "2026-10-24T17:29:52.254905+00:00"
-    },
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@@ -369,7 +365,7 @@
         "vision_classification",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T17:29:51.955578+00:00"
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     "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Iluvatar_mrv-100": {
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@@ -392,7 +388,7 @@
         "text-generation",
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-      "updatedAt": "2026-10-24T17:29:51.986717+00:00"
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@@ -400,19 +396,13 @@
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         "text-to-image-generation",
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       ],
-      "updatedAt": "2026-10-24T17:29:51.812079+00:00"
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@@ -431,7 +421,7 @@
         "vision_classification",
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-      "updatedAt": "2026-10-24T17:29:51.766944+00:00"
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@@ -454,7 +444,7 @@
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T17:29:51.856857+00:00"
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@@ -462,27 +452,13 @@
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-      "updatedAt": "2026-10-24T17:29:51.736583+00:00"
-    },
-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Ascend_910-b3": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T17:29:52.266128+00:00"
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         "text-generation",
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T17:29:52.201259+00:00"
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@@ -501,7 +477,7 @@
         "vision_classification",
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-      "updatedAt": "2026-10-24T17:29:52.167785+00:00"
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@@ -524,7 +500,7 @@
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T17:29:52.297045+00:00"
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     "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Mthreads_s4000": {
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@@ -539,12 +515,6 @@
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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": "2026-10-24T17:29:52.079418+00:00"
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         "text-generation",
@@ -553,6 +523,14 @@
       ],
       "updatedAt": "2026-10-24T17:50:10.338704+00:00"
     },
+    "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-24T07:25:05+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:51:48.907371+00:00"
+    },
     "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-24T07:25:05+00:00|Biren_166m": {
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         "text-generation"
@@ -587,6 +565,14 @@
       ],
       "updatedAt": "2026-10-24T17:31:47.981739+00:00"
     },
+    "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-24T07:25:05+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:51:48.975587+00:00"
+    },
     "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-24T07:25:05+00:00|Mthreads_s4000": {
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         "text-generation",
@@ -608,12 +594,33 @@
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       "updatedAt": "2026-10-24T17:50:09.252851+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:51:49.429963+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Biren_166m": {
       "taskTypes": [
         "text-generation"
       ],
       "updatedAt": "2026-10-24T17:50:09.702590+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+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": "2026-10-24T17:51:49.532926+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Iluvatar_mrv-100": {
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         "asr",
@@ -629,6 +636,14 @@
       ],
       "updatedAt": "2026-10-24T17:31:48.223712+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:51:49.501308+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
@@ -650,12 +665,33 @@
       ],
       "updatedAt": "2026-10-24T17:50:09.629134+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:51:49.331546+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Biren_166m": {
       "taskTypes": [
         "text-generation"
       ],
       "updatedAt": "2026-10-24T17:50:09.702561+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+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": "2026-10-24T17:51:49.430061+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Iluvatar_mrv-100": {
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@@ -671,6 +707,14 @@
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       "updatedAt": "2026-10-24T17:31:48.223692+00:00"
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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": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:51:49.378726+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Mthreads_s4000": {
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@@ -692,12 +736,33 @@
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       "updatedAt": "2026-10-24T17:50:09.629064+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:51:49.297320+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Biren_166m": {
       "taskTypes": [
         "text-generation"
       ],
       "updatedAt": "2026-10-24T17:50:09.568782+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+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": "2026-10-24T17:51:49.430010+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Iluvatar_mrv-100": {
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@@ -713,18 +778,47 @@
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       "updatedAt": "2026-10-24T17:31:48.223674+00:00"
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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": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:51:49.372023+00:00"
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@@ -1370,6 +1578,14 @@
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@@ -1404,6 +1620,14 @@
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@@ -5119,12 +5193,33 @@
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+    "https://modelscope.cn/models/prithivMLmods/Ornith-1.5-122B-MTP-GGUF|2026-10-22T15:14:12+00:00|Ascend_910-b4": {
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         "vision_classification",
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@@ -5209,7 +5312,7 @@
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-      "updatedAt": "2026-10-24T17:29:47.579083+00:00"
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@@ -5263,7 +5352,7 @@
         "vision_classification",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T17:29:47.539269+00:00"
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@@ -5286,7 +5375,7 @@
         "text-generation",
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@@ -5315,12 +5398,33 @@
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       "updatedAt": "2026-10-24T17:50:09.813339+00:00"
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+    "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Ascend_910-b4": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T17:51:49.288684+00:00"
+    },
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         "text-generation"
       ],
       "updatedAt": "2026-10-24T17:50:09.629439+00:00"
     },
+    "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
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+        "vision_classification",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T17:51:49.430094+00:00"
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@@ -5336,6 +5440,14 @@
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       "updatedAt": "2026-10-24T17:31:48.137234+00:00"
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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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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T17:51:49.378534+00:00"
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@@ -5371,6 +5483,14 @@
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       "updatedAt": "2026-10-24T17:40:03.218225+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Ascend_910-b4": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T17:51:48.785329+00:00"
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@@ -5405,6 +5525,14 @@
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       "updatedAt": "2026-10-24T17:31:47.682605+00:00"
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|MetaX_c-500": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T17:51:48.865795+00:00"
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@@ -5426,6 +5554,14 @@
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       "updatedAt": "2026-10-24T17:50:08.776793+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Ascend_910-b4": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T17:51:48.809539+00:00"
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@@ -5460,6 +5596,14 @@
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       "updatedAt": "2026-10-24T17:31:47.783676+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T17:51:48.840146+00:00"
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@@ -5481,6 +5625,14 @@
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       "updatedAt": "2026-10-24T17:50:08.853353+00:00"
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+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Ascend_910-b4": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T17:51:48.731562+00:00"
+    },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Biren_166m": {
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@@ -5515,6 +5667,14 @@
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       "updatedAt": "2026-10-24T17:31:47.682568+00:00"
     },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|MetaX_c-500": {
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@@ -5536,21 +5696,13 @@
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         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T17:29:47.407045+00:00"
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@@ -5569,7 +5721,7 @@
         "vision_classification",
         "visual-multi-modal"
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@@ -5592,7 +5744,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T17:29:47.481633+00:00"
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@@ -5607,12 +5759,6 @@
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@@ -5621,21 +5767,13 @@
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     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Ascend_910-b4": {
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         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T17:29:47.397305+00:00"
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     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Biren_166m": {
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@@ -5654,7 +5792,7 @@
         "vision_classification",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T17:29:47.349173+00:00"
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     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Iluvatar_mrv-100": {
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@@ -5677,7 +5815,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T17:29:47.489056+00:00"
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     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Mthreads_s4000": {
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@@ -5692,12 +5830,6 @@
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     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|hygon_k100-ai": {
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         "text-generation",
@@ -6402,6 +6534,6 @@
       "updateTime": "2025-12-22 08:59:53"
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   ],
-  "taskTreeUpdatedAt": "2026-10-24T17:50:07.867079+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T17:51:48.357924+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 509801cfd0..271fc51f21 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3781,6 +3781,18 @@
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diff --git a/manifest.json b/manifest.json
index c9a98cc8f0..e2496298b4 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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 }