diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 3027e17e25..c58fe1b968 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,7 +443,7 @@
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-  "generatedAt": "2026-10-14T01:51:49.661649+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 8c8826198a..b5c07d4a4a 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-14T01:51:49.661649+00:00",
+  "catalogUpdatedAt": "2026-10-14T01:54:17.471453+00:00",
   "configuredTaskTypes": [
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@@ -56,7 +56,7 @@
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-  "generatedAt": "2026-10-14T01:51:54.503845+00:00",
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@@ -184,12 +184,35 @@
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       "updatedAt": "2026-10-13T22:22:35.223928+00:00"
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:17.974475+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-13T19:24:06+00:00|Mthreads_s4000": {
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+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:17.777119+00:00"
+    },
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       ],
       "updatedAt": "2026-10-14T00:10:58.735601+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-13T19:24:06+00:00|hygon_k100-ai": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:17.885997+00:00"
+    },
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       "updatedAt": "2026-10-13T22:22:35.370859+00:00"
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-14T01:54:18.270320+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-13T14:04:51+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:18.081217+00:00"
+    },
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       ],
       "updatedAt": "2026-10-14T00:10:58.795010+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-13T14:04:51+00:00|hygon_k100-ai": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:18.173673+00:00"
+    },
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@@ -806,12 +852,35 @@
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-14T01:54:18.410514+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-13T13:47:00+00:00|Mthreads_s4000": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-14T01:54:18.175498+00:00"
+    },
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       ],
       "updatedAt": "2026-10-14T00:10:58.936012+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-13T13:47:00+00:00|hygon_k100-ai": {
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+        "text-generation",
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-14T01:54:18.270269+00:00"
+    },
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@@ -837,12 +906,35 @@
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+    "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-13T14:03:05+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-14T01:54:18.410414+00:00"
+    },
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+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:18.173723+00:00"
+    },
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       ],
       "updatedAt": "2026-10-14T00:10:58.795247+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-13T14:03:05+00:00|hygon_k100-ai": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:18.270390+00:00"
+    },
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@@ -859,22 +951,6 @@
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@@ -884,26 +960,20 @@
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@@ -917,7 +987,7 @@
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         "visual-multi-modal"
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@@ -1104,6 +1174,13 @@
       ],
       "updatedAt": "2026-10-13T22:22:35.279497+00:00"
     },
+    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-Base|2026-10-13T18:27:56+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:18.081042+00:00"
+    },
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@@ -1129,12 +1206,35 @@
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       "updatedAt": "2026-10-13T22:22:35.224467+00:00"
     },
+    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-GGUF|2026-10-13T18:51:01+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:17.974506+00:00"
+    },
+    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-GGUF|2026-10-13T18:51:01+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:17.777587+00:00"
+    },
     "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-GGUF|2026-10-13T18:51:01+00:00|Sunrise_pt-200-x1": {
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         "text-generation"
       ],
       "updatedAt": "2026-10-14T00:10:58.736125+00:00"
     },
+    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-GGUF|2026-10-13T18:51:01+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:17.885849+00:00"
+    },
     "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-MLX-6bit|2026-10-13T18:29:48+00:00|Ascend_910-b4": {
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@@ -1178,6 +1278,14 @@
       ],
       "updatedAt": "2026-10-13T22:22:35.279673+00:00"
     },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-13T15:15:19+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:18.081092+00:00"
+    },
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@@ -1301,26 +1409,20 @@
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         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T22:13:53.093657+00:00"
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-      "updatedAt": "2026-10-13T22:13:53.064168+00:00"
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@@ -1328,30 +1430,6 @@
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-    "https://modelscope.cn/models/OpenBMB/MiniCPM-V-4.7-35B-A3B-DSpark|2026-10-12T18:20:45+00:00|hygon_k100-ai": {
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-    "https://modelscope.cn/models/SupraLabs/reasoning-summarizer-800m-pre-gguf|2026-10-12T21:20:41+00:00|Cambricon_mlu-370-x4": {
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-    "https://modelscope.cn/models/SupraLabs/reasoning-summarizer-800m-pre-gguf|2026-10-12T21:20:41+00:00|Cambricon_mlu-370-x8": {
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     "https://modelscope.cn/models/SupraLabs/reasoning-summarizer-800m-pre-gguf|2026-10-12T21:20:41+00:00|Iluvatar_mrv-100": {
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@@ -1361,19 +1439,13 @@
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         "text-generation",
         "visual-multi-modal"
       ],
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@@ -1473,22 +1545,6 @@
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-      "updatedAt": "2026-10-13T22:13:51.057590+00:00"
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-    "https://modelscope.cn/models/ZhipuAI/GLM-5.3|2026-10-12T21:29:08+00:00|Cambricon_mlu-370-x8": {
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-        "visual-multi-modal"
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@@ -1498,26 +1554,20 @@
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         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T22:13:50.892787+00:00"
+      "updatedAt": "2026-10-14T01:54:19.153232+00:00"
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     "https://modelscope.cn/models/ZhipuAI/GLM-5.3|2026-10-12T21:29:08+00:00|Mthreads_s4000": {
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       ],
-      "updatedAt": "2026-10-13T22:13:50.854463+00:00"
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@@ -1531,7 +1581,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T22:13:50.989540+00:00"
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     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-12T19:34:40+00:00|Ascend_910-b3": {
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@@ -1549,22 +1599,6 @@
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@@ -3933,12 +3916,35 @@
       ],
       "updatedAt": "2026-10-13T22:22:35.550884+00:00"
     },
+    "https://modelscope.cn/models/nv-community/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4-DSpark|2026-10-13T12:06:12+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:18.684675+00:00"
+    },
+    "https://modelscope.cn/models/nv-community/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4-DSpark|2026-10-13T12:06:12+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:18.510570+00:00"
+    },
     "https://modelscope.cn/models/nv-community/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4-DSpark|2026-10-13T12:06:12+00:00|Sunrise_pt-200-x1": {
       "taskTypes": [
         "text-generation"
       ],
       "updatedAt": "2026-10-14T00:10:58.936392+00:00"
     },
+    "https://modelscope.cn/models/nv-community/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4-DSpark|2026-10-13T12:06:12+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:18.584757+00:00"
+    },
     "https://modelscope.cn/models/oneday88/sirl-qwen2-5-32b-gurobi|2026-10-09T02:38:36+00:00|Ascend_910-b3": {
       "taskTypes": [
         "text-generation",
@@ -4172,14 +4178,6 @@
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       "updatedAt": "2026-10-13T22:13:58.150170+00:00"
     },
-    "https://modelscope.cn/models/onnx-community/LFM2-1.2B-Tool-ONNX|2026-10-12T17:19:18+00:00|Cambricon_mlu-370-x4": {
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-        "visual-multi-modal"
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-    },
     "https://modelscope.cn/models/onnx-community/LFM2-1.2B-Tool-ONNX|2026-10-12T17:19:18+00:00|Iluvatar_mrv-100": {
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@@ -4740,7 +4738,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T22:13:51.972498+00:00"
+      "updatedAt": "2026-10-14T01:54:19.279570+00:00"
     },
     "https://modelscope.cn/models/onnx-community/Qwen3-1.7B-ONNX|2026-10-12T20:43:44+00:00|Sunrise_pt-200-x1": {
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@@ -4754,7 +4752,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T22:13:52.001045+00:00"
+      "updatedAt": "2026-10-14T01:54:19.377690+00:00"
     },
     "https://modelscope.cn/models/onnx-community/Qwen3-4B-ONNX|2026-10-12T20:34:09+00:00|Ascend_910-b3": {
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@@ -4787,14 +4785,14 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T22:13:52.156261+00:00"
+      "updatedAt": "2026-10-14T01:54:19.478824+00:00"
     },
     "https://modelscope.cn/models/onnx-community/Qwen3-4B-ONNX|2026-10-12T20:34:09+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T22:13:52.061592+00:00"
+      "updatedAt": "2026-10-14T01:54:19.279726+00:00"
     },
     "https://modelscope.cn/models/onnx-community/Qwen3-4B-ONNX|2026-10-12T20:34:09+00:00|Sunrise_pt-200-x1": {
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@@ -4808,7 +4806,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T22:13:52.250081+00:00"
+      "updatedAt": "2026-10-14T01:54:19.377623+00:00"
     },
     "https://modelscope.cn/models/onnx-community/gpt-oss-20b-ONNX|2026-10-07T18:30:46+00:00|Ascend_910-b3": {
       "taskTypes": [
@@ -5532,6 +5530,13 @@
       ],
       "updatedAt": "2026-10-13T23:36:46.371748+00:00"
     },
+    "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX|2026-10-13T13:13:24+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:18.410483+00:00"
+    },
     "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX|2026-10-13T12:40:37+00:00|Ascend_910-b3": {
       "taskTypes": [
         "text-generation",
@@ -5548,6 +5553,13 @@
       ],
       "updatedAt": "2026-10-13T23:36:46.255412+00:00"
     },
+    "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX|2026-10-13T12:40:37+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:18.510491+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-13T19:14:30+00:00|Ascend_910-b3": {
       "taskTypes": [
         "text-generation",
@@ -5573,12 +5585,35 @@
       ],
       "updatedAt": "2026-10-13T22:22:35.224194+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-13T19:14:30+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:17.974436+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-13T19:14:30+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:17.777417+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-13T19:14:30+00:00|Sunrise_pt-200-x1": {
       "taskTypes": [
         "text-generation"
       ],
       "updatedAt": "2026-10-14T00:10:58.735853+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-13T19:14:30+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-14T01:54:17.885964+00:00"
+    },
     "https://modelscope.cn/models/vllm-sr/qwen3_mmlu_math-reasoner_no_leakage_r32|2026-10-08T03:47:27+00:00|Ascend_910-b3": {
       "taskTypes": [
         "text-generation",
@@ -5810,22 +5845,6 @@
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       "updatedAt": "2026-10-13T23:36:46.581006+00:00"
     },
-    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-13T02:12:14+00:00|Cambricon_mlu-370-x4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-13T22:13:50.199921+00:00"
-    },
-    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-13T02:12:14+00:00|Cambricon_mlu-370-x8": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-13T22:13:50.255635+00:00"
-    },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-13T02:12:14+00:00|Iluvatar_mrv-100": {
       "taskTypes": [
         "asr",
@@ -5835,26 +5854,20 @@
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       "updatedAt": "2026-10-13T22:22:35.780074+00:00"
     },
-    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-13T02:12:14+00:00|Kunlunxin_p-800": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-13T22:13:50.068666+00:00"
-    },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-13T02:12:14+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T22:13:49.963265+00:00"
+      "updatedAt": "2026-10-14T01:54:18.981815+00:00"
     },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-13T02:12:14+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T22:13:49.878284+00:00"
+      "updatedAt": "2026-10-14T01:54:18.773901+00:00"
     },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-13T02:12:14+00:00|Sunrise_pt-200-x1": {
       "taskTypes": [
@@ -5868,7 +5881,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T22:13:50.163034+00:00"
+      "updatedAt": "2026-10-14T01:54:18.886443+00:00"
     }
   },
   "taskTree": [
@@ -6551,6 +6564,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-14T01:51:49.661649+00:00",
+  "taskTreeUpdatedAt": "2026-10-14T01:54:17.471453+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 3af46d97cf..9a58a047b4 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "7d254914ada6229d70fb6010c3a3af526b0656dc651fcda5ab23d79221b149dd",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "65bfa55beacea51e1043165907d3b8b1e24a16f2413bb88568156d3632a6908b",
-    ".modelhub_state/official_capabilities.json": "54a753b8943991de883c05975a23841afcee38433a5867c9f36ee86dc17e6b0b",
+    ".modelhub_state/market_intelligence.json": "18d308eb708460ac5973d3aab922ec22d475a3fbcd137183f2924aa83b974ecd",
+    ".modelhub_state/official_capabilities.json": "2d81c4ed0797371ed8e8dcb4951331d05f4b89671869cdd0abc6f978a43ceb63",
     ".modelhub_state/outcome_checkpoint.json": "11bd6657f10c10dce8ce8d6d018569e42c523b9babca1d11689dfecd2c36af12",
     ".modelhub_state/queue_cleanup_latest.json": "76b23f67feac318ec0c94a1c929622b58cf0a8b1be5a6805610d677066854201",
     ".modelhub_state/recent_outcomes.jsonl": "f140f32fe2dfebd3c84d5dae02f318bab3dc350b5d57daa1e908e7a53a9bc4f9",
@@ -17,9 +17,9 @@
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     "outcomes/submissions.jsonl": "0fbe50195e0223a8b5333ee241365e1a4250d32391f6e2e3345af2ffadc62b92"
   },
-  "generation": 24527,
+  "generation": 24528,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-14T01:51:54.788912+00:00",
+  "updatedAt": "2026-10-14T01:54:20.101936+00:00",
   "writerId": "0b4d13138a434e929040a457f5ff8e93"
 }