diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 2345942eb1..f5fa0473ec 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": "2026-10-24T17:29:42.240940+00:00",
+  "generatedAt": "2026-10-24T17:31:47.147346+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index c01c9413cc..29936ddcfe 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T17:29:42.372503+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index c1b79edf95..91115898c7 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T17:29:42.372503+00:00",
+  "catalogUpdatedAt": "2026-10-24T17:31:47.262340+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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   "errors": [],
-  "generatedAt": "2026-10-24T17:30:09.194697+00:00",
+  "generatedAt": "2026-10-24T17:31:49.660282+00:00",
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@@ -270,6 +270,25 @@
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       "updatedAt": "2026-10-24T17:29:43.154893+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-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:31:47.489288+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": "2026-10-24T17:31:47.551907+00:00"
+    },
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@@ -313,6 +332,12 @@
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       "updatedAt": "2026-10-24T17:29:52.124870+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": "2026-10-24T17:31:48.793856+00:00"
+    },
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@@ -348,6 +373,12 @@
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       "updatedAt": "2026-10-24T17:29:52.304124+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
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+      ],
+      "updatedAt": "2026-10-24T17:31:48.793930+00:00"
+    },
     "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|MetaX_c-500": {
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@@ -375,6 +406,12 @@
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+    "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": "2026-10-24T17:31:48.709031+00:00"
+    },
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@@ -410,6 +447,12 @@
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       "updatedAt": "2026-10-24T17:29:51.766944+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": "2026-10-24T17:31:48.709056+00:00"
+    },
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@@ -453,6 +496,12 @@
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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": "2026-10-24T17:31:48.793908+00:00"
+    },
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@@ -609,6 +658,25 @@
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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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+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
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+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T17:31:47.868774+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": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:31:47.981739+00:00"
+    },
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@@ -644,6 +712,12 @@
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       "updatedAt": "2026-10-24T17:29:46.576327+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": "2026-10-24T17:31:48.223712+00:00"
+    },
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@@ -687,6 +761,12 @@
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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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+    },
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@@ -722,6 +802,12 @@
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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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+    },
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@@ -765,6 +851,12 @@
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       "updatedAt": "2026-10-24T17:29:46.701145+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-24T17:31:48.223732+00:00"
+    },
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@@ -795,6 +887,25 @@
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       "updatedAt": "2026-10-24T17:29:44.656008+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": "2026-10-24T17:31:47.863796+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": "2026-10-24T17:31:47.981809+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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@@ -825,6 +936,25 @@
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       "updatedAt": "2026-10-24T17:29:43.566289+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": "2026-10-24T17:31:47.554913+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": "2026-10-24T17:31:47.617566+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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@@ -868,6 +998,12 @@
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       "updatedAt": "2026-10-24T17:30:07.977102+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:31:49.660282+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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@@ -911,6 +1047,12 @@
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       "updatedAt": "2026-10-24T17:29:46.967026+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": [
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+      ],
+      "updatedAt": "2026-10-24T17:31:48.298416+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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@@ -1004,58 +1146,6 @@
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       "updatedAt": "2026-10-24T17:29:44.591994+00:00"
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-    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B|2026-10-21T12:17:17+00:00|Iluvatar_bi-100": {
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-      "updatedAt": "2026-10-24T17:28:15.183295+00:00"
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-    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B|2026-10-21T12:17:17+00:00|Iluvatar_bi-150": {
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-    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B|2026-10-21T12:17:17+00:00|Iluvatar_mrv-100": {
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-    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B|2026-10-21T12:17:17+00:00|Kunlunxin_p-800": {
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-    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B|2026-10-21T12:17:17+00:00|hygon_k100-ai": {
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     "https://modelscope.cn/models/MNN/Qwen3-30B-A3B-Instruct-2507-MNN|2026-10-21T05:16:16+00:00|Ascend_910-b4": {
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@@ -1292,15 +1382,6 @@
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-    "https://modelscope.cn/models/MNN/Qwen3.5-122B-A10B-MNN|2026-10-21T05:17:26+00:00|Iluvatar_mrv-100": {
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     "https://modelscope.cn/models/MNN/Qwen3.5-35B-A3B-Base-MNN|2026-10-21T05:16:50+00:00|Ascend_910-b4": {
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@@ -1346,15 +1427,6 @@
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       "updatedAt": "2026-10-24T17:28:17.746774+00:00"
     },
-    "https://modelscope.cn/models/MNN/Qwen3.5-35B-A3B-Claude-4.6-Opus-Reasoning-Distilled-MNN|2026-10-21T05:16:55+00:00|Iluvatar_mrv-100": {
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     "https://modelscope.cn/models/MNN/Qwen3.5-35B-A3B-Claude-4.6-Opus-Reasoning-Distilled-MNN|2026-10-21T05:16:55+00:00|Kunlunxin_p-800": {
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@@ -1385,34 +1457,6 @@
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-    "https://modelscope.cn/models/MNN/Qwen3.5-35B-A3B-MNN|2026-10-21T05:17:01+00:00|Kunlunxin_p-800": {
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@@ -1421,110 +1465,6 @@
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-    "https://modelscope.cn/models/MNN/Qwen3.6-35B-A3B-MNN|2026-10-21T05:17:09+00:00|Iluvatar_bi-150": {
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@@ -2741,6 +2676,12 @@
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+    "https://modelscope.cn/models/cyankiwi/AgentCPM-Report-AWQ-8bit|2026-10-21T16:21:36+00:00|Kunlunxin_p-800": {
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@@ -2864,6 +2811,12 @@
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@@ -2897,6 +2850,12 @@
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@@ -2965,6 +2930,12 @@
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@@ -3000,6 +2971,12 @@
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@@ -3924,6 +3845,12 @@
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+    "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit|2026-10-21T16:41:10+00:00|Kunlunxin_p-800": {
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@@ -3959,6 +3886,12 @@
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@@ -4007,6 +3940,12 @@
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         "text-generation",
@@ -5754,6 +5493,12 @@
       ],
       "updatedAt": "2026-10-24T17:29:47.760506+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": "2026-10-24T17:31:48.399284+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",
@@ -5797,6 +5542,12 @@
       ],
       "updatedAt": "2026-10-24T17:29:46.181806+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": "2026-10-24T17:31:48.137006+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",
@@ -5832,6 +5583,12 @@
       ],
       "updatedAt": "2026-10-24T17:29:51.506869+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": "2026-10-24T17:31:48.709009+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",
@@ -5875,6 +5632,12 @@
       ],
       "updatedAt": "2026-10-24T17:29:47.539269+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": "2026-10-24T17:31:48.298749+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",
@@ -5918,6 +5681,12 @@
       ],
       "updatedAt": "2026-10-24T17:29:46.313763+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": "2026-10-24T17:31:48.137234+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",
@@ -6168,6 +5937,25 @@
       ],
       "updatedAt": "2026-10-24T17:29:44.174072+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": "2026-10-24T17:31:47.618953+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": "2026-10-24T17:31:47.682605+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",
@@ -6198,6 +5986,25 @@
       ],
       "updatedAt": "2026-10-24T17:29:44.226305+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": "2026-10-24T17:31:47.707682+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": "2026-10-24T17:31:47.783676+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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         "feature_emb",
@@ -6228,6 +6035,25 @@
       ],
       "updatedAt": "2026-10-24T17:29:43.566322+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": "2026-10-24T17:31:47.618905+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": "2026-10-24T17:31:47.682568+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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         "feature_emb",
@@ -6271,6 +6097,12 @@
       ],
       "updatedAt": "2026-10-24T17:29:47.356396+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": "2026-10-24T17:31:48.298648+00:00"
+    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
@@ -6314,6 +6146,12 @@
       ],
       "updatedAt": "2026-10-24T17:29:47.349173+00:00"
     },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T17:31:48.298463+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
@@ -7067,6 +6905,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T17:29:42.372503+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T17:31:47.262340+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 0a23a7edf1..136a69182c 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 6a014953d5..897ce5991e 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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 }