diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 91213f6db1..67045ec522 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T15:27:36.141163+00:00",
+  "generatedAt": "2026-10-24T15:29:22.837914+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 665fa62f5c..ee6d430a76 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T15:27:36.259568+00:00",
+  "generatedAt": "2026-10-24T15:29:22.961647+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 348a33c7f3..b325dc3913 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T15:27:36.259568+00:00",
+  "catalogUpdatedAt": "2026-10-24T15:29:22.961647+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T15:27:46.080651+00:00",
+  "generatedAt": "2026-10-24T15:29:23.960790+00:00",
   "gpuCatalog": {
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       "canVerify": true,
@@ -164,6 +164,14 @@
       ],
       "updatedAt": "2026-10-24T15:16:55.545468+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:29:23.449564+00:00"
+    },
     "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+00:00|Iluvatar_bi-150": {
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@@ -186,6 +194,14 @@
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       "updatedAt": "2026-10-24T15:16:55.449531+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": "2026-10-24T15:29:23.506654+00:00"
+    },
     "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+00:00|Sunrise_pt-200-x1": {
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         "text-generation"
@@ -330,6 +346,14 @@
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       "updatedAt": "2026-10-24T15:12:00.051140+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:29:23.960790+00:00"
+    },
     "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Sunrise_pt-200-x1": {
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@@ -566,14 +590,6 @@
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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-100": {
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-      "updatedAt": "2026-10-24T15:11:57.988009+00:00"
-    },
     "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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@@ -934,15 +950,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-24T15:11:53.532753+00:00"
-    },
-    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|Iluvatar_bi-100": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-24T15:11:53.499886+00:00"
+      "updatedAt": "2026-10-24T15:29:23.618666+00:00"
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     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|Iluvatar_bi-150": {
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@@ -1010,6 +1018,14 @@
       ],
       "updatedAt": "2026-10-24T15:16:55.701311+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:29:23.458960+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Iluvatar_bi-150": {
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@@ -1226,15 +1242,7 @@
         "text-to-image-generation",
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-    },
-    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-Base|2026-10-24T12:07:57+00:00|Iluvatar_bi-100": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T15:11:53.499783+00:00"
+      "updatedAt": "2026-10-24T15:29:23.729845+00:00"
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     "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-Base|2026-10-24T12:07:57+00:00|Iluvatar_bi-150": {
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@@ -1344,22 +1352,6 @@
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-      "updatedAt": "2026-10-24T15:11:58.144518+00:00"
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-    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-23T15:25:45+00:00|Iluvatar_bi-100": {
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-      "updatedAt": "2026-10-24T15:11:58.107676+00:00"
-    },
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@@ -1369,12 +1361,6 @@
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-    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-23T15:25:45+00:00|Kunlunxin_p-800": {
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-      "updatedAt": "2026-10-24T15:11:58.056095+00:00"
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     "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-23T15:25:45+00:00|MetaX_c-500": {
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@@ -1505,12 +1491,6 @@
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-    "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|Kunlunxin_p-800": {
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@@ -1585,12 +1565,6 @@
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       "updatedAt": "2026-10-24T15:16:56.175208+00:00"
     },
-    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|Kunlunxin_p-800": {
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-      "updatedAt": "2026-10-24T15:11:58.107615+00:00"
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     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|MetaX_c-500": {
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@@ -1707,6 +1681,14 @@
       ],
       "updatedAt": "2026-10-24T15:16:55.538091+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:29:23.450499+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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@@ -1729,6 +1711,14 @@
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       "updatedAt": "2026-10-24T15:16:55.449741+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": "2026-10-24T15:29:23.506674+00:00"
+    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Sunrise_pt-200-x1": {
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         "text-generation"
@@ -1925,6 +1915,14 @@
       ],
       "updatedAt": "2026-10-24T15:16:55.776813+00:00"
     },
+    "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:29:23.531257+00:00"
+    },
     "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|Iluvatar_bi-150": {
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@@ -5003,15 +5001,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T15:11:53.633677+00:00"
-    },
-    "https://modelscope.cn/models/kakarotter/calix|2026-10-24T12:01:13+00:00|Iluvatar_bi-100": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-24T15:11:53.554284+00:00"
+      "updatedAt": "2026-10-24T15:29:23.730094+00:00"
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     "https://modelscope.cn/models/kakarotter/calix|2026-10-24T12:01:13+00:00|Iluvatar_bi-150": {
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@@ -5683,6 +5673,14 @@
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       "updatedAt": "2026-10-24T15:16:55.770050+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:29:23.617457+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Iluvatar_bi-150": {
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@@ -5749,6 +5747,14 @@
       ],
       "updatedAt": "2026-10-24T15:16:55.956561+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:29:23.616395+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Iluvatar_bi-150": {
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         "asr",
@@ -5815,6 +5821,14 @@
       ],
       "updatedAt": "2026-10-24T15:16:55.761950+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": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:29:23.530065+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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@@ -6025,15 +6039,7 @@
         "text-to-image-generation",
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-    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|Iluvatar_bi-100": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-24T15:11:57.988369+00:00"
+      "updatedAt": "2026-10-24T15:29:23.782541+00:00"
     },
     "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|hygon_k100-ai": {
       "taskTypes": [
@@ -6724,6 +6730,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T15:27:36.259568+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T15:29:22.961647+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 2d7a1abe90..5200e6fed5 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3776,6 +3776,18 @@
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diff --git a/manifest.json b/manifest.json
index a8bffab52c..9643a17c8a 100644
--- a/manifest.json
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