diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index a713d0054b..c4e88098f3 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T17:18:37.029000+00:00",
+  "generatedAt": "2026-10-24T17:20:22.738172+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index ed35cbae3e..047a79d778 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T17:18:37.142776+00:00",
+  "generatedAt": "2026-10-24T17:20:22.862482+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 7e69070acb..e05e94dbcd 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T17:18:37.142776+00:00",
+  "catalogUpdatedAt": "2026-10-24T17:20:22.862482+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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   "errors": [],
-  "generatedAt": "2026-10-24T17:18:46.413110+00:00",
+  "generatedAt": "2026-10-24T17:20:24.810421+00:00",
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@@ -172,6 +172,27 @@
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       "updatedAt": "2026-10-24T17:10:29.494896+00:00"
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+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.127843+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+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": "2026-10-24T17:20:23.054333+00:00"
+    },
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@@ -181,6 +202,12 @@
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       "updatedAt": "2026-10-24T17:18:37.871033+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.016673+00:00"
+    },
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@@ -249,6 +276,12 @@
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       "updatedAt": "2026-10-24T17:18:40.632167+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": "2026-10-24T17:20:24.193958+00:00"
+    },
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@@ -309,6 +342,12 @@
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       "updatedAt": "2026-10-24T17:18:40.723901+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:24.198045+00:00"
+    },
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@@ -353,6 +392,12 @@
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       "updatedAt": "2026-10-24T17:18:40.607371+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:24.125819+00:00"
+    },
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@@ -405,6 +450,12 @@
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       "updatedAt": "2026-10-24T17:18:40.505530+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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+      ],
+      "updatedAt": "2026-10-24T17:20:24.125683+00:00"
+    },
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+    "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": "2026-10-24T17:20:24.197987+00:00"
+    },
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@@ -511,6 +568,19 @@
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     },
+    "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-24T07:25:05+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": "2026-10-24T17:20:23.531978+00:00"
+    },
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@@ -520,6 +590,12 @@
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       "updatedAt": "2026-10-24T17:18:38.599668+00:00"
     },
+    "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-24T07:25:05+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
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+      ],
+      "updatedAt": "2026-10-24T17:20:23.497129+00:00"
+    },
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@@ -580,6 +656,12 @@
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       "updatedAt": "2026-10-24T17:18:39.301126+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Kunlunxin_p-800": {
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+      ],
+      "updatedAt": "2026-10-24T17:20:23.726086+00:00"
+    },
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@@ -648,6 +730,12 @@
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-24T17:20:23.726062+00:00"
+    },
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@@ -708,6 +796,12 @@
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       "updatedAt": "2026-10-24T17:18:39.142925+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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+      ],
+      "updatedAt": "2026-10-24T17:20:23.726032+00:00"
+    },
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@@ -768,6 +862,12 @@
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       "updatedAt": "2026-10-24T17:18:39.340329+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.781143+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|MetaX_c-500": {
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@@ -814,6 +914,19 @@
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       "updatedAt": "2026-10-24T17:18:38.759948+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+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": "2026-10-24T17:20:23.525103+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|Iluvatar_mrv-100": {
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@@ -823,6 +936,12 @@
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       "updatedAt": "2026-10-24T17:18:38.598309+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.493419+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|MetaX_c-500": {
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@@ -861,6 +980,27 @@
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       "updatedAt": "2026-10-24T17:10:29.563035+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.304110+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+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": "2026-10-24T17:20:23.229611+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Iluvatar_mrv-100": {
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         "asr",
@@ -870,6 +1010,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:38.018223+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.186111+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|MetaX_c-500": {
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@@ -950,7 +1096,7 @@
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-24T16:55:37.080608+00:00"
+      "updatedAt": "2026-10-24T17:20:24.855918+00:00"
     },
     "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|MetaX_c-500": {
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@@ -960,18 +1106,6 @@
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       "updatedAt": "2026-10-24T17:08:51.738001+00:00"
     },
-    "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|Sunrise_pt-200-x1": {
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-      ],
-      "updatedAt": "2026-10-24T16:55:37.117314+00:00"
-    },
-    "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|Vastai_va16": {
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-      ],
-      "updatedAt": "2026-10-24T16:55:37.044150+00:00"
-    },
     "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|hygon_k100-ai": {
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         "text-generation",
@@ -1032,6 +1166,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:39.415782+00:00"
     },
+    "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.792197+00:00"
+    },
     "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -1144,6 +1284,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:39.654436+00:00"
     },
+    "https://modelscope.cn/models/ManniX-ITA/JackOD-9B-Coder-MTP-GGUF|2026-10-22T12:49:50+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.852401+00:00"
+    },
     "https://modelscope.cn/models/ManniX-ITA/JackOD-9B-Coder-MTP-GGUF|2026-10-22T12:49:50+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
@@ -1166,6 +1312,14 @@
       ],
       "updatedAt": "2026-10-24T17:10:29.494349+00:00"
     },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-24T15:44:50+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.067937+00:00"
+    },
     "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-24T15:44:50+00:00|Iluvatar_mrv-100": {
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         "asr",
@@ -1175,6 +1329,12 @@
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       "updatedAt": "2026-10-24T17:18:37.870556+00:00"
     },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-24T15:44:50+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.016118+00:00"
+    },
     "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-24T15:44:50+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -1225,6 +1385,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:39.900563+00:00"
     },
+    "https://modelscope.cn/models/RecursiveSI/flint-int4|2026-10-22T01:37:07+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.934768+00:00"
+    },
     "https://modelscope.cn/models/RecursiveSI/flint-int4|2026-10-22T01:37:07+00:00|hygon_k100-ai": {
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         "text-generation",
@@ -1285,6 +1451,12 @@
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       "updatedAt": "2026-10-24T17:18:38.867552+00:00"
     },
+    "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.556364+00:00"
+    },
     "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -1353,6 +1525,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:38.772287+00:00"
     },
+    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.550909+00:00"
+    },
     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -1421,6 +1599,12 @@
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       "updatedAt": "2026-10-24T17:18:38.883097+00:00"
     },
+    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.638245+00:00"
+    },
     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|MetaX_c-500": {
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@@ -1459,6 +1643,27 @@
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       "updatedAt": "2026-10-24T17:10:29.495048+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.127861+00:00"
+    },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
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@@ -3546,6 +3569,12 @@
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@@ -3614,6 +3643,12 @@
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@@ -3682,6 +3717,12 @@
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@@ -3768,6 +3809,12 @@
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@@ -3784,6 +3831,12 @@
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         "text-generation",
@@ -5261,7 +5168,7 @@
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-24T16:55:36.799314+00:00"
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     "https://modelscope.cn/models/huangyuyang/DeepSeek-V4.1-Flash-1017-Fastllm-3.0bit|2026-10-21T16:04:21+00:00|MetaX_c-500": {
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@@ -5271,18 +5178,6 @@
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       "updatedAt": "2026-10-24T17:08:51.691377+00:00"
     },
-    "https://modelscope.cn/models/huangyuyang/DeepSeek-V4.1-Flash-1017-Fastllm-3.0bit|2026-10-21T16:04:21+00:00|Sunrise_pt-200-x1": {
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-        "text-generation"
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-      "updatedAt": "2026-10-24T16:55:36.830002+00:00"
-    },
-    "https://modelscope.cn/models/huangyuyang/DeepSeek-V4.1-Flash-1017-Fastllm-3.0bit|2026-10-21T16:04:21+00:00|Vastai_va16": {
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     "https://modelscope.cn/models/huangyuyang/DeepSeek-V4.1-Flash-1017-Fastllm-3.0bit|2026-10-21T16:04:21+00:00|hygon_k100-ai": {
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         "text-generation",
@@ -5365,6 +5260,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:38.599025+00:00"
     },
+    "https://modelscope.cn/models/kakarotter/calix|2026-10-24T12:01:13+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.496798+00:00"
+    },
     "https://modelscope.cn/models/kakarotter/calix|2026-10-24T12:01:13+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -5397,6 +5298,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:38.955246+00:00"
     },
+    "https://modelscope.cn/models/leanv9/models|2026-10-23T07:22:36+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.650153+00:00"
+    },
     "https://modelscope.cn/models/leanv9/models|2026-10-23T07:22:36+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -5465,6 +5372,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:39.760865+00:00"
     },
+    "https://modelscope.cn/models/michaltina/Qwen3.8-Flash-Next-Rulith-EXL3-GGUF|2026-10-22T03:51:50+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.852482+00:00"
+    },
     "https://modelscope.cn/models/michaltina/Qwen3.8-Flash-Next-Rulith-EXL3-GGUF|2026-10-22T03:51:50+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -5557,6 +5470,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:39.987848+00:00"
     },
+    "https://modelscope.cn/models/nv-community/DeepSeek-V3.1-NVFP4|2026-10-21T20:02:42+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.934836+00:00"
+    },
     "https://modelscope.cn/models/nv-community/DeepSeek-V3.1-NVFP4|2026-10-21T20:02:42+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -5625,6 +5544,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:39.752911+00:00"
     },
+    "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-22T12:07:29+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.852442+00:00"
+    },
     "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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         "feature_emb",
@@ -5693,6 +5618,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:39.082558+00:00"
     },
+    "https://modelscope.cn/models/prithivMLmods/Ornith-1.5-122B-MTP-GGUF|2026-10-22T15:14:12+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.662242+00:00"
+    },
     "https://modelscope.cn/models/prithivMLmods/Ornith-1.5-122B-MTP-GGUF|2026-10-22T15:14:12+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -5753,6 +5684,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:40.455752+00:00"
     },
+    "https://modelscope.cn/models/prithivMLmods/XHToken-Spark-X2.6-4B-GGUF|2026-10-21T18:27:55+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:24.125535+00:00"
+    },
     "https://modelscope.cn/models/prithivMLmods/XHToken-Spark-X2.6-4B-GGUF|2026-10-21T18:27:55+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -5813,6 +5750,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:39.604352+00:00"
     },
+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-22T13:21:07+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.852369+00:00"
+    },
     "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-22T13:21:07+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -5881,6 +5824,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:39.121108+00:00"
     },
+    "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.721710+00:00"
+    },
     "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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         "feature_emb",
@@ -5897,6 +5846,22 @@
       ],
       "updatedAt": "2026-10-24T17:18:39.258166+00:00"
     },
+    "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX|2026-10-24T12:36:06+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.493170+00:00"
+    },
+    "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX|2026-10-24T13:56:05+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.114065+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -5919,6 +5884,27 @@
       ],
       "updatedAt": "2026-10-24T17:10:29.665340+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.385999+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+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": "2026-10-24T17:20:23.279717+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Iluvatar_mrv-100": {
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         "asr",
@@ -5928,6 +5914,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:38.030622+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.247591+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -5966,6 +5958,27 @@
       ],
       "updatedAt": "2026-10-24T17:10:29.682508+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.460561+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+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": "2026-10-24T17:20:23.417651+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Iluvatar_mrv-100": {
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         "asr",
@@ -5975,6 +5988,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:38.184959+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.385973+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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         "feature_emb",
@@ -6013,6 +6032,27 @@
       ],
       "updatedAt": "2026-10-24T17:10:29.584562+00:00"
     },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.304086+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+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": "2026-10-24T17:20:23.221830+00:00"
+    },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Iluvatar_mrv-100": {
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         "asr",
@@ -6022,6 +6062,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:38.019877+00:00"
     },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.186158+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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         "feature_emb",
@@ -6090,6 +6136,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:39.540788+00:00"
     },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.792269+00:00"
+    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -6158,6 +6210,12 @@
       ],
       "updatedAt": "2026-10-24T17:18:39.528776+00:00"
     },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:20:23.792237+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
@@ -6871,6 +6929,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T17:18:37.142776+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T17:20:22.862482+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 27b5b0b261..c243755fcd 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3780,6 +3780,18 @@
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diff --git a/manifest.json b/manifest.json
index f43796a149..14bc79c84e 100644
--- a/manifest.json
+++ b/manifest.json
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