diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 6cf4642990..7638df43ab 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": "2026-10-24T22:04:23.151751+00:00",
+  "generatedAt": "2026-10-24T22:06:04.749053+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index be84086206..67259a9b93 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-24T21:59:25.959157+00:00",
+  "communityAttemptedAt": "2026-10-24T22:06:04.860764+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
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@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-24T22:04:23.254946+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index bd228480ce..e254307b86 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T22:04:23.254946+00:00",
+  "catalogUpdatedAt": "2026-10-24T22:06:04.860764+00:00",
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@@ -56,7 +56,7 @@
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@@ -164,6 +164,14 @@
       ],
       "updatedAt": "2026-10-24T21:54:32.151817+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": "2026-10-24T22:06:05.800004+00:00"
+    },
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@@ -187,6 +195,12 @@
       ],
       "updatedAt": "2026-10-24T21:52:52.255661+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+00:00|Sunrise_pt-200-x1": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T22:06:05.742654+00:00"
+    },
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-    },
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         "text-generation"
       ],
-      "updatedAt": "2026-10-24T21:41:18.020646+00:00"
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@@ -900,19 +906,11 @@
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         "text-generation"
       ],
-      "updatedAt": "2026-10-24T21:41:18.013564+00:00"
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@@ -973,6 +971,12 @@
       ],
       "updatedAt": "2026-10-24T21:52:52.313539+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Sunrise_pt-200-x1": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T22:06:05.856663+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Vastai_va16": {
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@@ -1279,6 +1283,14 @@
       ],
       "updatedAt": "2026-10-24T21:54:32.151755+00:00"
     },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-24T15:44:50+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T22:06:05.800091+00:00"
+    },
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@@ -1302,6 +1314,12 @@
       ],
       "updatedAt": "2026-10-24T21:52:52.255087+00:00"
     },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-24T15:44:50+00:00|Sunrise_pt-200-x1": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T22:06:05.742026+00:00"
+    },
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@@ -1365,14 +1383,6 @@
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-    "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|Ascend_910-b3": {
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-      "updatedAt": "2026-10-24T21:41:18.131922+00:00"
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@@ -1418,20 +1428,6 @@
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-    "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|MetaX_c-500": {
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-    "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|Sunrise_pt-200-x1": {
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@@ -1446,14 +1442,6 @@
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-    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|Ascend_910-b3": {
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-      "updatedAt": "2026-10-24T21:41:18.035872+00:00"
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@@ -1499,19 +1487,11 @@
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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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-      "updatedAt": "2026-10-24T21:41:18.087630+00:00"
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         "text-generation"
       ],
-      "updatedAt": "2026-10-24T21:41:18.167194+00:00"
+      "updatedAt": "2026-10-24T22:06:06.077796+00:00"
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     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|Vastai_va16": {
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@@ -1527,14 +1507,6 @@
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       "updatedAt": "2026-10-24T22:04:24.856912+00:00"
     },
-    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|Ascend_910-b3": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T21:41:18.141682+00:00"
-    },
     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|Ascend_910-b4": {
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@@ -1580,19 +1552,11 @@
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       "updatedAt": "2026-10-24T21:52:52.673691+00:00"
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-    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|MetaX_c-500": {
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-      "updatedAt": "2026-10-24T21:41:18.183074+00:00"
-    },
     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|Sunrise_pt-200-x1": {
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         "text-generation"
       ],
-      "updatedAt": "2026-10-24T21:41:18.238567+00:00"
+      "updatedAt": "2026-10-24T22:06:06.085283+00:00"
     },
     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|Vastai_va16": {
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@@ -1622,6 +1586,14 @@
       ],
       "updatedAt": "2026-10-24T21:54:32.151792+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": "2026-10-24T22:06:05.800120+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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@@ -1645,6 +1617,12 @@
       ],
       "updatedAt": "2026-10-24T21:52:52.255853+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Sunrise_pt-200-x1": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T22:06:05.742830+00:00"
+    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Vastai_va16": {
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@@ -1673,6 +1651,14 @@
       ],
       "updatedAt": "2026-10-24T21:54:32.151844+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-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T22:06:05.800058+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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@@ -1696,6 +1682,12 @@
       ],
       "updatedAt": "2026-10-24T21:52:52.256125+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": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T22:06:05.743118+00:00"
+    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-24T14:43:12+00:00|Vastai_va16": {
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         "text-generation"
@@ -1836,6 +1828,12 @@
       ],
       "updatedAt": "2026-10-24T21:52:52.374645+00:00"
     },
+    "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|Sunrise_pt-200-x1": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T22:06:05.856705+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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         "text-generation"
@@ -2967,6 +2965,12 @@
       ],
       "updatedAt": "2026-10-24T21:54:32.205995+00:00"
     },
+    "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4|2026-10-24T13:55:27+00:00|Sunrise_pt-200-x1": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T22:06:05.856460+00:00"
+    },
     "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4|2026-10-24T13:55:27+00:00|Vastai_va16": {
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@@ -4429,14 +4433,6 @@
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       "updatedAt": "2026-10-24T22:04:28.570747+00:00"
     },
-    "https://modelscope.cn/models/elejoai/offline-voice-model-packs|2026-10-23T05:48:42+00:00|Ascend_910-b3": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T21:41:18.219009+00:00"
-    },
     "https://modelscope.cn/models/elejoai/offline-voice-model-packs|2026-10-23T05:48:42+00:00|Ascend_910-b4": {
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@@ -4660,7 +4656,7 @@
       "taskTypes": [
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-      "updatedAt": "2026-10-24T21:41:17.975041+00:00"
+      "updatedAt": "2026-10-24T22:06:05.967090+00:00"
     },
     "https://modelscope.cn/models/kakarotter/calix|2026-10-24T12:01:13+00:00|Vastai_va16": {
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@@ -4676,14 +4672,6 @@
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       "updatedAt": "2026-10-24T22:04:24.666405+00:00"
     },
-    "https://modelscope.cn/models/leanv9/models|2026-10-23T07:22:36+00:00|Ascend_910-b3": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T21:41:18.141575+00:00"
-    },
     "https://modelscope.cn/models/leanv9/models|2026-10-23T07:22:36+00:00|Ascend_910-b4": {
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@@ -4706,20 +4694,6 @@
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       "updatedAt": "2026-10-24T21:52:52.723494+00:00"
     },
-    "https://modelscope.cn/models/leanv9/models|2026-10-23T07:22:36+00:00|MetaX_c-500": {
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-        "text-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T21:41:18.175496+00:00"
-    },
-    "https://modelscope.cn/models/leanv9/models|2026-10-23T07:22:36+00:00|Sunrise_pt-200-x1": {
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-      "updatedAt": "2026-10-24T21:41:18.247876+00:00"
-    },
     "https://modelscope.cn/models/leanv9/models|2026-10-23T07:22:36+00:00|Vastai_va16": {
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@@ -5351,6 +5325,12 @@
       ],
       "updatedAt": "2026-10-24T21:52:52.374677+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Sunrise_pt-200-x1": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T22:06:05.929992+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Vastai_va16": {
       "taskTypes": [
         "text-generation"
@@ -5414,7 +5394,7 @@
       "taskTypes": [
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-      "updatedAt": "2026-10-24T21:41:18.028538+00:00"
+      "updatedAt": "2026-10-24T22:06:05.963137+00:00"
     },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Vastai_va16": {
       "taskTypes": [
@@ -5475,6 +5455,12 @@
       ],
       "updatedAt": "2026-10-24T21:52:52.374602+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": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T22:06:05.856681+00:00"
+    },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Vastai_va16": {
       "taskTypes": [
         "text-generation"
@@ -6362,6 +6348,6 @@
       "updateTime": "2025-12-22 08:59:53"
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   ],
-  "taskTreeUpdatedAt": "2026-10-24T22:04:23.254946+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T22:06:04.860764+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index f63c0735e8..686f8c478e 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3801,6 +3801,18 @@
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 {"batchId": "cd3a08926055406e8f6490af5d023f99", "completedAt": "2026-10-24T22:04:31.152079+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:04:28.782435+00:00", "framework": "vllm_fix_tokenizer", "intentId": "6e6a6c264c754afab28346170d19a62e", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
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diff --git a/manifest.json b/manifest.json
index c62a63a944..533b7b6f5d 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
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-    ".modelhub_state/recovery_intents.jsonl": "3f1cbcef8fe31823c75b511b4d619c033eac084afb1f96fa74afbca93f15a6e0",
+    ".modelhub_state/recovery_intents.jsonl": "fc17740d3045c1a1f0ec332f5b89aee7bf6a94368b7148a83641c8180f0c6a8f",
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-  "generation": 34753,
-  "phase": "cycle",
+  "generation": 34754,
+  "phase": "intent",
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-  "updatedAt": "2026-10-24T22:04:33.521692+00:00",
+  "updatedAt": "2026-10-24T22:06:06.826193+00:00",
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 }