diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index bd9a4c4124..1d12c72d6d 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": "2026-10-25T14:21:00.448890+00:00",
+  "generatedAt": "2026-10-25T14:22:57.934142+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index ca4be143de..29679136c8 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-25T14:21:00.559704+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index b55f37f42e..ec48fb34ab 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T14:21:00.559704+00:00",
+  "catalogUpdatedAt": "2026-10-25T14:22:58.056168+00:00",
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@@ -56,7 +56,7 @@
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-  "generatedAt": "2026-10-25T14:21:20.874247+00:00",
+  "generatedAt": "2026-10-25T14:23:01.927708+00:00",
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@@ -192,6 +192,20 @@
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       "updatedAt": "2026-10-25T14:19:08.325844+00:00"
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+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T14:22:58.913523+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-25T14:22:58.863481+00:00"
+    },
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@@ -200,6 +214,20 @@
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       "updatedAt": "2026-10-25T14:21:02.683745+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": "2026-10-25T14:22:58.815188+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": "2026-10-25T14:22:58.978832+00:00"
+    },
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@@ -212,7 +240,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-25T14:14:13.256883+00:00"
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@@ -232,7 +260,7 @@
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@@ -240,7 +268,7 @@
         "text-generation",
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-      "updatedAt": "2026-10-25T14:13:19.469897+00:00"
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@@ -342,7 +370,7 @@
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@@ -376,7 +404,7 @@
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@@ -384,7 +412,7 @@
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@@ -498,6 +526,20 @@
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.366977+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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+      "updatedAt": "2026-10-25T14:22:59.310094+00:00"
+    },
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@@ -506,13 +548,19 @@
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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|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.208044+00:00"
+    },
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-25T14:13:18.696614+00:00"
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-      "updatedAt": "2026-10-25T14:13:19.011454+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|Biren_166m": {
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@@ -578,6 +632,12 @@
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+      "updatedAt": "2026-10-25T14:22:59.720331+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Cambricon_mlu-370-x4": {
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@@ -590,7 +650,7 @@
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@@ -598,7 +658,7 @@
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-      "updatedAt": "2026-10-25T14:13:19.073449+00:00"
+      "updatedAt": "2026-10-25T14:22:59.961202+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Biren_166m": {
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+        "text-generation"
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+      "updatedAt": "2026-10-25T14:22:59.915390+00:00"
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@@ -626,7 +692,7 @@
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@@ -642,6 +708,20 @@
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+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.152958+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|Biren_166m": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.087188+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|Cambricon_mlu-370-x4": {
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@@ -650,47 +730,67 @@
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+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-25T14:22:59.047016+00:00"
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+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|MetaX_c-500": {
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+      "updatedAt": "2026-10-25T14:22:59.207635+00:00"
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-    "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|Ascend_910-b3": {
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-    "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|MetaX_c-500": {
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@@ -1436,13 +1594,19 @@
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+    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|Biren_166m": {
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@@ -1458,13 +1636,19 @@
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+    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|Biren_166m": {
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@@ -1626,6 +1816,20 @@
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+      "updatedAt": "2026-10-25T14:22:58.921075+00:00"
+    },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Biren_166m": {
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+    },
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@@ -1634,12 +1838,40 @@
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+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Kunlunxin_p-800": {
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+    },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|MetaX_c-500": {
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+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-24T14:43:12+00:00|Ascend_910-b3": {
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+        "text-to-image-generation",
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+    },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-24T14:43:12+00:00|Biren_166m": {
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@@ -1648,6 +1880,20 @@
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+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-24T14:43:12+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-25T14:22:58.815699+00:00"
+    },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-24T14:43:12+00:00|MetaX_c-500": {
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+    },
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@@ -1660,7 +1906,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-25T14:14:12.956094+00:00"
+      "updatedAt": "2026-10-25T14:23:00.192803+00:00"
+    },
+    "https://modelscope.cn/models/baidu-aicapx/GLM-5.3-Flash-W8A8-INT8-Dynamic|2026-10-22T03:10:27+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-25T14:23:00.125024+00:00"
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@@ -1674,7 +1926,7 @@
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         "text-generation",
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@@ -1690,6 +1942,20 @@
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       "updatedAt": "2026-10-25T14:21:05.410895+00:00"
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+    "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|Ascend_910-b3": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.133506+00:00"
+    },
+    "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-25T14:22:59.079219+00:00"
+    },
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@@ -1698,6 +1964,20 @@
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       "updatedAt": "2026-10-25T14:21:03.008244+00:00"
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+    "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-25T14:22:59.046955+00:00"
+    },
+    "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-25T14:22:59.194790+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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@@ -1776,34 +2056,6 @@
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+    "https://modelscope.cn/models/nv-community/DeepSeek-V3.1-NVFP4|2026-10-21T20:02:42+00:00|Biren_166m": {
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@@ -4826,6 +4620,20 @@
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+    },
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@@ -4834,6 +4642,20 @@
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+      "updatedAt": "2026-10-25T14:22:58.642850+00:00"
+    },
+    "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-25T12:07:28+00:00|MetaX_c-500": {
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+    },
+    "https://modelscope.cn/models/prithivMLmods/Ornith-1.5-122B-MTP-GGUF|2026-10-22T15:14:12+00:00|Biren_166m": {
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-      "updatedAt": "2026-10-25T14:13:19.280165+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|Biren_166m": {
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@@ -4930,7 +4764,7 @@
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@@ -4952,7 +4786,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-25T14:13:18.878927+00:00"
+      "updatedAt": "2026-10-25T14:22:59.705353+00:00"
+    },
+    "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Biren_166m": {
+      "taskTypes": [
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+      ],
+      "updatedAt": "2026-10-25T14:22:59.665708+00:00"
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@@ -4974,7 +4814,7 @@
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-      "updatedAt": "2026-10-25T14:13:18.918409+00:00"
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@@ -5120,6 +4960,62 @@
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-25T13:56:57+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T14:22:58.473030+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-25T13:56:57+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-25T14:22:58.421542+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-25T13:56:57+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-25T14:22:58.280723+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-25T13:56:57+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
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+      "updatedAt": "2026-10-25T14:22:58.390638+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-25T13:56:57+00:00|MetaX_c-500": {
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+        "text-generation",
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+      "updatedAt": "2026-10-25T14:22:58.543996+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-25T13:56:57+00:00|Vastai_va16": {
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+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T14:22:58.674852+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-25T13:04:40+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-25T14:22:58.584586+00:00"
+    },
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@@ -5128,6 +5024,40 @@
       ],
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     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-25T13:04:40+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-25T14:22:58.537588+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-25T13:04:40+00:00|MetaX_c-500": {
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+        "text-generation",
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+      "updatedAt": "2026-10-25T14:22:58.723921+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-25T13:04:40+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-25T14:22:58.495285+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.093892+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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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.045352+00:00"
+    },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
@@ -5136,6 +5066,20 @@
       ],
       "updatedAt": "2026-10-25T14:21:03.006648+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": "2026-10-25T14:22:58.985805+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.146771+00:00"
+    },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Vastai_va16": {
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@@ -5148,7 +5092,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-25T14:13:19.284571+00:00"
+      "updatedAt": "2026-10-25T14:23:00.179155+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-25T14:23:00.118746+00:00"
     },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Cambricon_mlu-370-x4": {
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@@ -5162,7 +5112,7 @@
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         "text-generation"
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-      "updatedAt": "2026-10-25T14:13:19.218709+00:00"
+      "updatedAt": "2026-10-25T14:23:00.086161+00:00"
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@@ -5170,7 +5120,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-25T14:13:19.331374+00:00"
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@@ -5184,7 +5134,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-25T14:13:19.128221+00:00"
+      "updatedAt": "2026-10-25T14:22:59.954460+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.897542+00:00"
     },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Cambricon_mlu-370-x4": {
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@@ -5198,7 +5154,7 @@
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         "text-generation"
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+      "updatedAt": "2026-10-25T14:22:59.853996+00:00"
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     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|MetaX_c-500": {
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@@ -5206,7 +5162,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-25T14:13:19.181883+00:00"
+      "updatedAt": "2026-10-25T14:23:00.008817+00:00"
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     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Vastai_va16": {
       "taskTypes": [
@@ -5214,6 +5170,20 @@
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       "updatedAt": "2026-10-25T14:21:04.989439+00:00"
     },
+    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.201729+00:00"
+    },
+    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.140386+00:00"
+    },
     "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
@@ -5222,6 +5192,20 @@
       ],
       "updatedAt": "2026-10-25T14:21:03.356883+00:00"
     },
+    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.103564+00:00"
+    },
+    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T14:22:59.251651+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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         "text-generation"
@@ -5965,6 +5949,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T14:21:00.559704+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T14:22:58.056168+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 2cc9ec13b4..b6d861277e 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3833,6 +3833,18 @@
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diff --git a/manifest.json b/manifest.json
index 527f93d402..663cef0905 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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 }