diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index ea777e1e87..473064912f 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T18:45:30.148876+00:00",
+  "generatedAt": "2026-10-24T18:47:22.943077+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 5eea9fbc64..084bdd35a4 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
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-  "generatedAt": "2026-10-24T18:45:30.255273+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 9bdec684f7..3a9a2d4b78 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T18:45:30.255273+00:00",
+  "catalogUpdatedAt": "2026-10-24T18:47:23.057594+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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-  "generatedAt": "2026-10-24T18:45:44.708228+00:00",
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@@ -158,6 +158,14 @@
       ],
       "updatedAt": "2026-10-24T18:45:31.124059+00:00"
     },
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+      "taskTypes": [
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+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:47:23.264925+00:00"
+    },
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@@ -171,6 +179,14 @@
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       "updatedAt": "2026-10-24T18:45:31.054147+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": "2026-10-24T18:47:23.210824+00:00"
+    },
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-      "updatedAt": "2026-10-24T18:37:49.023623+00:00"
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-      "updatedAt": "2026-10-24T18:37:48.979215+00:00"
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-      "updatedAt": "2026-10-24T18:37:49.066848+00:00"
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-    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
         "text-to-image-generation",
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-      "updatedAt": "2026-10-24T18:37:47.760207+00:00"
+      "updatedAt": "2026-10-24T18:47:23.369806+00:00"
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@@ -974,6 +970,14 @@
       ],
       "updatedAt": "2026-10-24T18:45:31.282809+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:47:23.320216+00:00"
+    },
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@@ -1138,12 +1142,6 @@
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-    },
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@@ -1262,6 +1252,22 @@
       ],
       "updatedAt": "2026-10-24T18:45:32.556840+00:00"
     },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-24T15:44:50+00:00|Cambricon_mlu-370-x8": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:47:23.264871+00:00"
+    },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-24T15:44:50+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:47:23.210157+00:00"
+    },
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@@ -1570,6 +1576,14 @@
       ],
       "updatedAt": "2026-10-24T18:45:31.115173+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Cambricon_mlu-370-x8": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:47:23.264955+00:00"
+    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Iluvatar_bi-150": {
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@@ -1583,6 +1597,14 @@
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       "updatedAt": "2026-10-24T18:45:31.046088+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:47:23.210990+00:00"
+    },
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@@ -1603,6 +1625,14 @@
       ],
       "updatedAt": "2026-10-24T18:45:31.108092+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-24T14:43:12+00:00|Cambricon_mlu-370-x8": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:47:23.264987+00:00"
+    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-24T14:43:12+00:00|Iluvatar_bi-150": {
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@@ -1616,6 +1646,14 @@
       ],
       "updatedAt": "2026-10-24T18:45:31.062009+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": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:47:23.211476+00:00"
+    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-24T14:43:12+00:00|Sunrise_pt-200-x1": {
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@@ -1712,27 +1750,13 @@
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-      "updatedAt": "2026-10-24T18:37:48.255304+00:00"
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         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T18:37:48.183923+00:00"
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@@ -1747,26 +1771,13 @@
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-      "updatedAt": "2026-10-24T18:37:48.051926+00:00"
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-      "updatedAt": "2026-10-24T18:37:48.152022+00:00"
-    },
-    "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|Mthreads_s4000": {
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-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-24T18:37:48.212155+00:00"
+      "updatedAt": "2026-10-24T18:47:23.320240+00:00"
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     "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|Sunrise_pt-200-x1": {
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@@ -2876,6 +2887,14 @@
       ],
       "updatedAt": "2026-10-24T18:45:31.228537+00:00"
     },
+    "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4|2026-10-24T13:55:27+00:00|Cambricon_mlu-370-x8": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:47:23.320188+00:00"
+    },
     "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4|2026-10-24T13:55:27+00:00|Sunrise_pt-200-x1": {
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@@ -4694,12 +4713,6 @@
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       "updatedAt": "2026-10-24T18:37:55.179632+00:00"
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-    "https://modelscope.cn/models/kakarotter/calix|2026-10-24T12:01:13+00:00|Biren_166m": {
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-      "updatedAt": "2026-10-24T18:37:49.037745+00:00"
-    },
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@@ -4729,12 +4742,6 @@
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       "updatedAt": "2026-10-24T18:45:31.585512+00:00"
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-    "https://modelscope.cn/models/kakarotter/calix|2026-10-24T12:01:13+00:00|Kunlunxin_p-800": {
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-      "updatedAt": "2026-10-24T18:37:48.980262+00:00"
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     "https://modelscope.cn/models/kakarotter/calix|2026-10-24T12:01:13+00:00|MetaX_c-500": {
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@@ -5359,13 +5366,6 @@
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       "updatedAt": "2026-10-24T18:45:32.096749+00:00"
     },
-    "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX|2026-10-24T12:36:06+00:00|Mthreads_s4000": {
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-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-24T18:37:48.978938+00:00"
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@@ -5386,27 +5386,13 @@
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       "updatedAt": "2026-10-24T18:45:31.439817+00:00"
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-    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Biren_166m": {
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-    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Cambricon_mlu-370-x4": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T18:37:48.416033+00:00"
-    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Cambricon_mlu-370-x8": {
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         "text-generation",
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T18:37:48.357389+00:00"
+      "updatedAt": "2026-10-24T18:47:23.481156+00:00"
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     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Iluvatar_bi-150": {
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@@ -5421,26 +5407,13 @@
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       "updatedAt": "2026-10-24T18:45:31.391981+00:00"
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-    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Kunlunxin_p-800": {
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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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         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T18:37:48.299795+00:00"
-    },
-    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Mthreads_s4000": {
-      "taskTypes": [
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-24T18:37:48.385884+00:00"
+      "updatedAt": "2026-10-24T18:47:23.440122+00:00"
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     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Sunrise_pt-200-x1": {
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@@ -5454,6 +5427,55 @@
       ],
       "updatedAt": "2026-10-24T18:45:31.348173+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:47:28.191922+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Cambricon_mlu-370-x8": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:47:28.360188+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": "2026-10-24T18:47:28.160024+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:47:28.237717+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Sunrise_pt-200-x1": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T18:47:28.305216+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T18:47:28.100716+00:00"
+    },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -5462,13 +5484,13 @@
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     },
-    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Cambricon_mlu-370-x4": {
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T18:37:47.791819+00:00"
+      "updatedAt": "2026-10-24T18:47:23.419230+00:00"
     },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Iluvatar_bi-150": {
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@@ -5483,12 +5505,13 @@
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       "updatedAt": "2026-10-24T18:45:31.276541+00:00"
     },
-    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Mthreads_s4000": {
+    "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": "2026-10-24T18:37:47.753857+00:00"
+      "updatedAt": "2026-10-24T18:47:23.369926+00:00"
     },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Sunrise_pt-200-x1": {
       "taskTypes": [
@@ -6364,6 +6387,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T18:45:30.255273+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T18:47:23.057594+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 08f8c91874..c716de2fc8 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3783,6 +3783,18 @@
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diff --git a/manifest.json b/manifest.json
index 44f859abf6..c845fb3f5e 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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 }