diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 8db484a74e..9e19883cb4 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -1071,7 +1071,7 @@
       "taskType": "text-generation"
     }
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-  "generatedAt": "2026-10-21T06:46:52.964125+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 223736f3a4..37acf12aa0 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-21T06:46:53.066662+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index c74c71e822..d73d067681 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-21T06:46:53.066662+00:00",
+  "catalogUpdatedAt": "2026-10-21T06:48:45.568689+00:00",
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@@ -56,7 +56,7 @@
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-  "generatedAt": "2026-10-21T06:47:07.076511+00:00",
+  "generatedAt": "2026-10-21T06:49:02.623736+00:00",
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@@ -172,7 +172,7 @@
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         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-21T06:45:04.165454+00:00"
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@@ -181,7 +181,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T06:45:04.203454+00:00"
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@@ -203,7 +203,7 @@
         "text-to-image-generation",
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@@ -211,7 +211,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T06:45:00.717070+00:00"
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@@ -219,7 +219,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T06:45:00.792951+00:00"
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@@ -228,13 +228,7 @@
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-    "https://modelscope.cn/models/Aleph-Alpha/Kolibri-1|2026-10-20T12:54:20+00:00|Kunlunxin_p-800": {
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-      ],
-      "updatedAt": "2026-10-21T06:46:56.621098+00:00"
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@@ -242,7 +236,7 @@
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@@ -266,7 +260,7 @@
         "text-to-image-generation",
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+        "visual-multi-modal"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|Kunlunxin_p-800": {
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+    },
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+      "updatedAt": "2026-10-21T06:48:48.261375+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-20T15:30:29+00:00|Iluvatar_mrv-100": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T06:48:48.398403+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-20T15:30:29+00:00|MetaX_c-500": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T06:48:48.364835+00:00"
+    },
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T06:48:48.013995+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|Ascend_910-b4": {
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+      "updatedAt": "2026-10-21T06:48:47.979356+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|Cambricon_mlu-370-x8": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T06:48:48.061909+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|Iluvatar_mrv-100": {
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+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T06:48:48.127748+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T06:48:48.098381+00:00"
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Ascend_910-b3": {
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@@ -325,7 +389,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Iluvatar_mrv-100": {
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@@ -334,7 +398,7 @@
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-      "updatedAt": "2026-10-21T06:45:05.860736+00:00"
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Kunlunxin_p-800": {
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@@ -350,11 +414,46 @@
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+    "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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-        "text-generation"
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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-      "updatedAt": "2026-10-21T06:46:55.106955+00:00"
+      "updatedAt": "2026-10-21T06:48:48.466897+00:00"
+    },
+    "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|Ascend_910-b4": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T06:48:48.362097+00:00"
+    },
+    "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|Cambricon_mlu-370-x8": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T06:48:48.570583+00:00"
+    },
+    "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T06:48:48.773510+00:00"
+    },
+    "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T06:48:48.666735+00:00"
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     "https://modelscope.cn/models/DavidAU/LFM2.5-2.6B-Qwen3.8-Turbo-Brilliance-Power-X12-NEO-MAX-GGUF|2026-10-18T14:39:44+00:00|Cambricon_mlu-370-x8": {
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@@ -362,7 +461,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T06:45:08.230037+00:00"
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@@ -371,7 +470,7 @@
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@@ -387,11 +486,23 @@
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+    "https://modelscope.cn/models/DavidAU/Llama3.1-MOE-4X8B-Gated-IQ-Multi-Tier-COGITO-Deep-Reasoning-32B-GGUF|2026-10-20T15:18:51+00:00|Cambricon_mlu-370-x8": {
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         "text-generation"
       ],
-      "updatedAt": "2026-10-21T06:46:55.048605+00:00"
+      "updatedAt": "2026-10-21T06:48:48.141324+00:00"
+    },
+    "https://modelscope.cn/models/DavidAU/Llama3.1-MOE-4X8B-Gated-IQ-Multi-Tier-COGITO-Deep-Reasoning-32B-GGUF|2026-10-20T15:18:51+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T06:48:48.254445+00:00"
+    },
+    "https://modelscope.cn/models/DavidAU/Llama3.1-MOE-4X8B-Gated-IQ-Multi-Tier-COGITO-Deep-Reasoning-32B-GGUF|2026-10-20T15:18:51+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T06:48:48.184478+00:00"
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     "https://modelscope.cn/models/DevQuasar/reflection.Beam-1.0-501B-A23B-GGUF|2026-10-18T16:49:58+00:00|Ascend_910-b3": {
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@@ -415,7 +526,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T06:45:07.895147+00:00"
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     "https://modelscope.cn/models/DevQuasar/reflection.Beam-1.0-501B-A23B-GGUF|2026-10-18T16:49:58+00:00|Iluvatar_mrv-100": {
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@@ -424,7 +535,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T06:45:07.987494+00:00"
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     "https://modelscope.cn/models/DevQuasar/reflection.Beam-1.0-501B-A23B-GGUF|2026-10-18T16:49:58+00:00|Kunlunxin_p-800": {
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@@ -446,7 +557,7 @@
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@@ -454,7 +565,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T06:45:10.263884+00:00"
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     "https://modelscope.cn/models/GestaltLabs/LFM2.5-24B-A2B-NVFP4-W4A16|2026-10-16T18:57:58+00:00|Iluvatar_mrv-100": {
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@@ -463,29 +574,13 @@
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-      "updatedAt": "2026-10-21T06:46:57.758913+00:00"
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-    "https://modelscope.cn/models/Haodong07/Qwen3-32B-TwinQuant-W4A4|2026-10-20T08:50:37+00:00|Ascend_910-b4": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-21T06:46:57.685135+00:00"
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@@ -493,7 +588,7 @@
         "text-to-image-generation",
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@@ -502,21 +597,7 @@
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@@ -1332,7 +1715,7 @@
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         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T06:45:10.187338+00:00"
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-      "updatedAt": "2026-10-21T06:45:10.272199+00:00"
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-      "updatedAt": "2026-10-21T06:45:10.132080+00:00"
+      "updatedAt": "2026-10-21T06:49:00.032000+00:00"
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-      "updatedAt": "2026-10-21T06:45:10.224346+00:00"
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@@ -5753,7 +5906,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T06:44:58.930012+00:00"
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@@ -5761,7 +5914,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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@@ -5769,7 +5922,7 @@
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-      "updatedAt": "2026-10-21T06:44:58.961772+00:00"
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@@ -5778,13 +5931,7 @@
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-    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-20T14:18:28+00:00|Kunlunxin_p-800": {
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-      "updatedAt": "2026-10-21T06:46:55.544636+00:00"
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         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T06:44:59.659666+00:00"
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@@ -5816,7 +5963,7 @@
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-    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-20T14:03:56+00:00|Kunlunxin_p-800": {
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-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-20T21:14:24+00:00|Ascend_910-b4": {
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         "text-to-image-generation",
         "visual-multi-modal"
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-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-20T21:14:24+00:00|MetaX_c-500": {
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-        "text-generation",
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-      "updatedAt": "2026-10-21T06:46:54.873500+00:00"
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@@ -5924,7 +6052,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T06:45:01.549755+00:00"
+      "updatedAt": "2026-10-21T06:48:51.957348+00:00"
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     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|Ascend_910-b4": {
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@@ -5932,7 +6060,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T06:45:01.461946+00:00"
+      "updatedAt": "2026-10-21T06:48:51.858936+00:00"
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     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|Cambricon_mlu-370-x8": {
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@@ -5940,7 +6068,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-21T06:45:01.592525+00:00"
+      "updatedAt": "2026-10-21T06:48:52.085800+00:00"
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     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|Iluvatar_mrv-100": {
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@@ -5949,13 +6077,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T06:45:01.701618+00:00"
-    },
-    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|Kunlunxin_p-800": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-21T06:46:57.472831+00:00"
+      "updatedAt": "2026-10-21T06:48:52.283031+00:00"
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     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|MetaX_c-500": {
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@@ -5963,7 +6085,7 @@
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T06:45:01.629474+00:00"
+      "updatedAt": "2026-10-21T06:48:52.168175+00:00"
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   "taskTree": [
@@ -6646,6 +6768,6 @@
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-  "taskTreeUpdatedAt": "2026-10-21T06:46:53.066662+00:00",
+  "taskTreeUpdatedAt": "2026-10-21T06:48:45.568689+00:00",
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 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index ad650a6933..3e1ce7bd16 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3659,6 +3659,18 @@
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diff --git a/manifest.json b/manifest.json
index 1d382a4cbc..a0f6098994 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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 }