diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 77d3603d21..e2c21c342f 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
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-  "generatedAt": "2026-10-24T04:59:14.458848+00:00",
+  "generatedAt": "2026-10-24T05:01:41.355592+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 3abce61cab..4dfa194b7d 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-24T04:55:18.763222+00:00",
+  "communityAttemptedAt": "2026-10-24T05:01:41.455687+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": "2026-10-24T04:59:14.577801+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 90adb0fedc..2be2b588b2 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T04:59:14.577801+00:00",
+  "catalogUpdatedAt": "2026-10-24T05:01:41.455687+00:00",
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     "text-generation"
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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   "errors": [],
-  "generatedAt": "2026-10-24T04:59:50.454725+00:00",
+  "generatedAt": "2026-10-24T05:01:46.411678+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -150,6 +150,22 @@
     }
   },
   "modelGpuTaskTypes": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T05:01:43.063970+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-23T14:44:56+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T05:01:42.960881+00:00"
+    },
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@@ -158,14 +174,26 @@
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-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-23T14:44:56+00:00|Iluvatar_mrv-100": {
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       "taskTypes": [
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+        "feature_emb",
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-        "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T03:44:35.588389+00:00"
+      "updatedAt": "2026-10-24T05:01:43.385767+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-23T14:44:56+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T05:01:43.185088+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-23T14:44:56+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:43.259577+00:00"
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@@ -191,14 +219,13 @@
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-    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Iluvatar_mrv-100": {
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|MetaX_c-500": {
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-        "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T03:44:36.481684+00:00"
+      "updatedAt": "2026-10-24T05:01:45.683954+00:00"
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@@ -229,14 +256,19 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Iluvatar_mrv-100": {
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-        "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T03:44:36.592255+00:00"
+      "updatedAt": "2026-10-24T05:01:45.986447+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:45.884405+00:00"
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@@ -246,14 +278,13 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Iluvatar_mrv-100": {
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+        "feature_emb",
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-        "text-to-image-generation",
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-      "updatedAt": "2026-10-24T03:44:36.481478+00:00"
+      "updatedAt": "2026-10-24T05:01:45.761168+00:00"
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@@ -262,6 +293,12 @@
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       "updatedAt": "2026-10-24T04:59:30.084042+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:45.683639+00:00"
+    },
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@@ -278,14 +315,19 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Iluvatar_mrv-100": {
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-      "updatedAt": "2026-10-24T03:44:36.481152+00:00"
+      "updatedAt": "2026-10-24T05:01:45.786467+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:45.683446+00:00"
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@@ -311,6 +353,14 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T05:01:45.884624+00:00"
+    },
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@@ -318,6 +368,12 @@
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       "updatedAt": "2026-10-24T04:59:30.569148+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:45.786613+00:00"
+    },
     "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|Ascend_910-b3": {
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@@ -406,14 +462,13 @@
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Iluvatar_mrv-100": {
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-        "asr",
+        "feature_emb",
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-        "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T03:44:35.998411+00:00"
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@@ -422,6 +477,12 @@
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:44.594031+00:00"
+    },
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+        "feature_emb",
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-        "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T03:44:35.900938+00:00"
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@@ -462,6 +522,12 @@
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       "updatedAt": "2026-10-24T04:59:20.857548+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|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:44.594009+00:00"
+    },
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Iluvatar_mrv-100": {
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|MetaX_c-500": {
       "taskTypes": [
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+        "feature_emb",
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-        "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T03:44:35.900645+00:00"
+      "updatedAt": "2026-10-24T05:01:44.593679+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:44.482615+00:00"
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Iluvatar_mrv-100": {
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+        "feature_emb",
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-        "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T03:44:35.998431+00:00"
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@@ -527,6 +597,28 @@
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       "updatedAt": "2026-10-24T04:59:20.968196+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:44.691641+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T05:01:43.858078+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T05:01:43.782073+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|Iluvatar_bi-100": {
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@@ -535,14 +627,42 @@
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-    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|Iluvatar_mrv-100": {
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T05:01:44.187094+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T05:01:43.958571+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|Vastai_va16": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:44.060412+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|Ascend_910-b3": {
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         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T03:44:35.712665+00:00"
+      "updatedAt": "2026-10-24T05:01:43.170127+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T05:01:43.074347+00:00"
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@@ -552,22 +672,26 @@
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-    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|Iluvatar_mrv-100": {
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         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T03:44:35.469605+00:00"
+      "updatedAt": "2026-10-24T05:01:43.489203+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|Mthreads_s4000": {
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+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T05:01:43.284312+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
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+    "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Vastai_va16": {
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@@ -5585,6 +5461,27 @@
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       "updatedAt": "2026-10-24T04:59:18.627562+00:00"
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+    "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX|2026-10-23T13:17:05+00:00|Mthreads_s4000": {
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+      "updatedAt": "2026-10-24T05:01:43.581351+00:00"
+    },
+    "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX|2026-10-23T13:17:05+00:00|Vastai_va16": {
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+      "updatedAt": "2026-10-24T05:01:43.669096+00:00"
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+    "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX|2026-10-23T13:09:59+00:00|Ascend_910-b3": {
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+        "text-to-image-generation",
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+      "updatedAt": "2026-10-24T05:01:43.882642+00:00"
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@@ -5593,6 +5490,35 @@
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+    "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX|2026-10-23T13:09:59+00:00|Mthreads_s4000": {
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+      "updatedAt": "2026-10-24T05:01:43.983801+00:00"
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+    "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX|2026-10-23T13:09:59+00:00|Vastai_va16": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:44.067580+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-23T12:51:39+00:00|Ascend_910-b3": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T05:01:44.082570+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-23T12:51:39+00:00|Ascend_910-b4": {
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+      "updatedAt": "2026-10-24T05:01:43.976641+00:00"
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-    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-23T12:51:39+00:00|Iluvatar_mrv-100": {
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+        "feature_emb",
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-        "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T03:44:35.827267+00:00"
+      "updatedAt": "2026-10-24T05:01:44.482644+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-23T12:51:39+00:00|Mthreads_s4000": {
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+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T05:01:44.176684+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-23T12:51:39+00:00|Vastai_va16": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:44.365119+00:00"
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-      "updatedAt": "2026-10-24T03:44:35.712190+00:00"
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@@ -5664,22 +5593,6 @@
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-    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-23T18:27:01+00:00|Ascend_910-b4": {
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@@ -5688,36 +5601,6 @@
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-    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-23T18:27:01+00:00|Iluvatar_mrv-100": {
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-    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-23T18:27:01+00:00|Vastai_va16": {
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@@ -5742,14 +5625,13 @@
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-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Iluvatar_mrv-100": {
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+        "feature_emb",
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-        "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T03:44:36.091835+00:00"
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@@ -5758,6 +5640,12 @@
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       "updatedAt": "2026-10-24T04:59:21.985351+00:00"
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+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T05:01:44.791274+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Ascend_910-b3": {
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@@ -5782,14 +5670,13 @@
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-    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Iluvatar_mrv-100": {
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+        "feature_emb",
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-        "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T03:44:35.998471+00:00"
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     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Mthreads_s4000": {
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@@ -5798,21 +5685,11 @@
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+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Vastai_va16": {
       "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
+        "text-generation"
       ],
-      "updatedAt": "2026-10-24T03:46:23.458850+00:00"
-    },
-    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|Ascend_910-b4": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T03:46:23.359892+00:00"
+      "updatedAt": "2026-10-24T05:01:44.791239+00:00"
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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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@@ -5821,19 +5698,6 @@
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-    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|Mthreads_s4000": {
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-      "updatedAt": "2026-10-24T03:46:23.258390+00:00"
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-    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-24T03:46:23.556857+00:00"
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   },
   "taskTree": [
@@ -6516,6 +6380,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T04:59:14.577801+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T05:01:41.455687+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 5060342883..5bc6cb1a75 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3747,6 +3747,18 @@
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diff --git a/manifest.json b/manifest.json
index 0c4a372861..fd12ab5f0d 100644
--- a/manifest.json
+++ b/manifest.json
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