diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 500fac4843..56300f029e 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,7 +443,7 @@
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-  "generatedAt": "2026-10-13T14:17:21.772097+00:00",
+  "generatedAt": "2026-10-13T14:22:15.359636+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 8e3ab9f293..2d4d63d94e 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-13T14:17:21.772097+00:00",
+  "catalogUpdatedAt": "2026-10-13T14:22:15.359636+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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   "errors": [],
-  "generatedAt": "2026-10-13T14:20:09.353559+00:00",
+  "generatedAt": "2026-10-13T14:25:35.269091+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
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@@ -156,7 +156,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:41.584167+00:00"
+      "updatedAt": "2026-10-13T14:25:03.246591+00:00"
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@@ -164,7 +164,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:42.748311+00:00"
+      "updatedAt": "2026-10-13T14:25:04.653415+00:00"
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@@ -172,7 +172,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:42.854683+00:00"
+      "updatedAt": "2026-10-13T14:25:04.753212+00:00"
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@@ -180,13 +180,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T14:19:43.079148+00:00"
+      "updatedAt": "2026-10-13T14:25:04.991255+00:00"
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       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-13T14:19:43.040138+00:00"
+      "updatedAt": "2026-10-13T14:25:04.955783+00:00"
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@@ -194,7 +194,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:42.961980+00:00"
+      "updatedAt": "2026-10-13T14:25:04.853391+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-GGUF|2026-09-01T13:27:53+00:00|hygon_k100-ai": {
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@@ -202,7 +202,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:43.012919+00:00"
+      "updatedAt": "2026-10-13T14:25:04.897845+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-Mini-GGUF|2026-09-01T13:59:12+00:00|Ascend_910-b3": {
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@@ -210,7 +210,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:42.273587+00:00"
+      "updatedAt": "2026-10-13T14:25:03.853007+00:00"
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@@ -218,7 +218,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T14:19:42.366466+00:00"
+      "updatedAt": "2026-10-13T14:25:03.881611+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-Mini-GGUF|2026-09-01T13:59:12+00:00|Cambricon_mlu-370-x8": {
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@@ -226,13 +226,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:42.655545+00:00"
+      "updatedAt": "2026-10-13T14:25:04.258433+00:00"
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-      "updatedAt": "2026-10-13T14:19:42.591544+00:00"
+      "updatedAt": "2026-10-13T14:25:04.149858+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-Mini-GGUF|2026-09-01T13:59:12+00:00|MetaX_c-500": {
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         "text-generation",
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-      "updatedAt": "2026-10-13T14:19:42.462554+00:00"
+      "updatedAt": "2026-10-13T14:25:03.958437+00:00"
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@@ -248,7 +248,15 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:42.556993+00:00"
+      "updatedAt": "2026-10-13T14:25:04.055946+00:00"
+    },
+    "https://modelscope.cn/models/0xSero/GLM-5.3-500B-EXL3-3.0bpw|2026-09-08T14:17:40+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-13T14:24:41.458260+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-500B-EXL3-3.0bpw|2026-09-08T14:17:40+00:00|Cambricon_mlu-370-x8": {
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@@ -256,13 +264,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T14:19:24.780060+00:00"
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       "taskTypes": [
         "text-generation"
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-      "updatedAt": "2026-10-13T14:19:24.705957+00:00"
+      "updatedAt": "2026-10-13T14:24:41.748721+00:00"
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@@ -270,7 +278,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:24.597576+00:00"
+      "updatedAt": "2026-10-13T14:24:41.555204+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-500B-EXL3-3.0bpw|2026-09-08T14:17:40+00:00|hygon_k100-ai": {
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@@ -278,7 +286,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:24.663814+00:00"
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:26.922473+00:00"
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@@ -294,7 +302,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:26.970834+00:00"
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@@ -302,13 +310,13 @@
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-      "updatedAt": "2026-10-13T14:19:27.204324+00:00"
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         "text-generation"
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-      "updatedAt": "2026-10-13T14:19:27.154147+00:00"
+      "updatedAt": "2026-10-13T14:24:44.174653+00:00"
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-      "updatedAt": "2026-10-13T14:19:27.047664+00:00"
+      "updatedAt": "2026-10-13T14:24:43.961507+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-533B-EXL3-3.0bpw|2026-09-08T12:48:53+00:00|hygon_k100-ai": {
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@@ -324,7 +332,15 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:27.106385+00:00"
+      "updatedAt": "2026-10-13T14:24:44.069183+00:00"
+    },
+    "https://modelscope.cn/models/0xSero/GLM-5.3-569B-EXL3-3.0bpw|2026-09-08T14:21:17+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-13T14:24:41.387237+00:00"
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-      "updatedAt": "2026-10-13T14:19:24.720552+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-569B-EXL3-3.0bpw|2026-09-08T14:21:17+00:00|Kunlunxin_p-800": {
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-      "updatedAt": "2026-10-13T14:19:24.656699+00:00"
+      "updatedAt": "2026-10-13T14:24:41.548969+00:00"
+    },
+    "https://modelscope.cn/models/0xSero/GLM-5.3-569B-EXL3-3.0bpw|2026-09-08T14:21:17+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-13T14:24:41.447807+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-569B-EXL3-3.0bpw|2026-09-08T14:21:17+00:00|hygon_k100-ai": {
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@@ -346,7 +370,7 @@
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-      "updatedAt": "2026-10-13T14:19:24.612772+00:00"
+      "updatedAt": "2026-10-13T14:24:41.479313+00:00"
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@@ -354,7 +378,7 @@
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-      "updatedAt": "2026-10-13T14:19:26.921998+00:00"
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-      "updatedAt": "2026-10-13T14:19:26.978304+00:00"
+      "updatedAt": "2026-10-13T14:24:43.951070+00:00"
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@@ -370,13 +394,13 @@
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-      "updatedAt": "2026-10-13T14:19:27.189755+00:00"
+      "updatedAt": "2026-10-13T14:24:44.348884+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-615B-EXL3-3.0bpw|2026-09-08T13:42:07+00:00|Kunlunxin_p-800": {
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         "text-generation"
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-      "updatedAt": "2026-10-13T14:19:27.147722+00:00"
+      "updatedAt": "2026-10-13T14:24:44.257242+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-615B-EXL3-3.0bpw|2026-09-08T13:42:07+00:00|MetaX_c-500": {
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-      "updatedAt": "2026-10-13T14:19:27.055974+00:00"
+      "updatedAt": "2026-10-13T14:24:44.054594+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-615B-EXL3-3.0bpw|2026-09-08T13:42:07+00:00|hygon_k100-ai": {
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@@ -392,7 +416,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:27.118125+00:00"
+      "updatedAt": "2026-10-13T14:24:44.154010+00:00"
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@@ -400,7 +424,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:26.922631+00:00"
+      "updatedAt": "2026-10-13T14:24:43.847000+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-661B-EXL3-3.0bpw|2026-09-08T12:48:22+00:00|Ascend_910-b4": {
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@@ -408,7 +432,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T14:19:26.963033+00:00"
+      "updatedAt": "2026-10-13T14:24:43.968579+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-661B-EXL3-3.0bpw|2026-09-08T12:48:22+00:00|Cambricon_mlu-370-x8": {
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@@ -416,13 +440,13 @@
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-      "updatedAt": "2026-10-13T14:19:27.140945+00:00"
+      "updatedAt": "2026-10-13T14:24:44.271113+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-661B-EXL3-3.0bpw|2026-09-08T12:48:22+00:00|Kunlunxin_p-800": {
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         "text-generation"
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-      "updatedAt": "2026-10-13T14:19:27.098903+00:00"
+      "updatedAt": "2026-10-13T14:24:44.212594+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-661B-EXL3-3.0bpw|2026-09-08T12:48:22+00:00|MetaX_c-500": {
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-      "updatedAt": "2026-10-13T14:19:27.005239+00:00"
+      "updatedAt": "2026-10-13T14:24:44.062090+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-661B-EXL3-3.0bpw|2026-09-08T12:48:22+00:00|hygon_k100-ai": {
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-      "updatedAt": "2026-10-13T14:19:27.062528+00:00"
+      "updatedAt": "2026-10-13T14:24:44.161165+00:00"
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@@ -446,7 +470,7 @@
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-      "updatedAt": "2026-10-13T14:19:29.489985+00:00"
+      "updatedAt": "2026-10-13T14:24:47.344539+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-Flash-EXL3-3.0bpw|2026-09-07T16:57:44+00:00|Ascend_910-b4": {
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@@ -454,7 +478,7 @@
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T14:19:29.559168+00:00"
+      "updatedAt": "2026-10-13T14:24:47.379011+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-Flash-EXL3-3.0bpw|2026-09-07T16:57:44+00:00|Cambricon_mlu-370-x8": {
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@@ -462,13 +486,13 @@
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-      "updatedAt": "2026-10-13T14:19:29.685551+00:00"
+      "updatedAt": "2026-10-13T14:24:47.667118+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-Flash-EXL3-3.0bpw|2026-09-07T16:57:44+00:00|Kunlunxin_p-800": {
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         "text-generation"
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-      "updatedAt": "2026-10-13T14:19:29.654166+00:00"
+      "updatedAt": "2026-10-13T14:24:47.599010+00:00"
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@@ -476,7 +500,7 @@
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     "https://modelscope.cn/models/voconly/parakeet-unified-en-0.6b-gguf|2026-08-26T04:39:36+00:00|Kunlunxin_p-800": {
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-13T14:20:08.456113+00:00"
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     "https://modelscope.cn/models/voconly/parakeet-unified-en-0.6b-gguf|2026-08-26T04:39:36+00:00|MetaX_c-500": {
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@@ -5744,7 +5744,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:20:08.408328+00:00"
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     "https://modelscope.cn/models/voconly/whisper-large-v3-turbo-gguf|2026-08-26T04:39:43+00:00|Cambricon_mlu-370-x8": {
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@@ -5752,13 +5752,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:20:08.463794+00:00"
+      "updatedAt": "2026-10-13T14:25:34.152204+00:00"
     },
     "https://modelscope.cn/models/voconly/whisper-large-v3-turbo-gguf|2026-08-26T04:39:43+00:00|Kunlunxin_p-800": {
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-13T14:20:08.280795+00:00"
+      "updatedAt": "2026-10-13T14:25:34.050247+00:00"
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     "https://modelscope.cn/models/voconly/whisper-large-v3-turbo-gguf|2026-08-26T04:39:43+00:00|MetaX_c-500": {
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@@ -5766,7 +5766,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:20:08.093518+00:00"
+      "updatedAt": "2026-10-13T14:25:33.985960+00:00"
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     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-YMQ-GGUF|2026-09-03T13:10:03+00:00|Ascend_910-b3": {
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@@ -5774,7 +5774,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:33.760346+00:00"
+      "updatedAt": "2026-10-13T14:24:52.552268+00:00"
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     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-YMQ-GGUF|2026-09-03T13:10:03+00:00|Ascend_910-b4": {
       "taskTypes": [
@@ -5782,7 +5782,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:33.793256+00:00"
+      "updatedAt": "2026-10-13T14:24:52.653438+00:00"
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     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-YMQ-GGUF|2026-09-03T13:10:03+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
@@ -5790,13 +5790,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:33.963745+00:00"
+      "updatedAt": "2026-10-13T14:24:53.063221+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-YMQ-GGUF|2026-09-03T13:10:03+00:00|Kunlunxin_p-800": {
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-13T14:19:33.920070+00:00"
+      "updatedAt": "2026-10-13T14:24:52.959644+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-YMQ-GGUF|2026-09-03T13:10:03+00:00|MetaX_c-500": {
       "taskTypes": [
@@ -5804,7 +5804,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:33.820161+00:00"
+      "updatedAt": "2026-10-13T14:24:52.759616+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-YMQ-GGUF|2026-09-03T13:10:03+00:00|hygon_k100-ai": {
       "taskTypes": [
@@ -5812,7 +5812,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:33.858002+00:00"
+      "updatedAt": "2026-10-13T14:24:52.858810+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Ascend_910-b3": {
       "taskTypes": [
@@ -5820,7 +5820,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:36.225150+00:00"
+      "updatedAt": "2026-10-13T14:24:56.056101+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Ascend_910-b4": {
       "taskTypes": [
@@ -5828,7 +5828,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:36.278036+00:00"
+      "updatedAt": "2026-10-13T14:24:56.147340+00:00"
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     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
@@ -5836,13 +5836,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:36.611508+00:00"
+      "updatedAt": "2026-10-13T14:24:56.399972+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Kunlunxin_p-800": {
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-13T14:19:36.559167+00:00"
+      "updatedAt": "2026-10-13T14:24:56.369564+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|MetaX_c-500": {
       "taskTypes": [
@@ -5850,7 +5850,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:36.360708+00:00"
+      "updatedAt": "2026-10-13T14:24:56.253408+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|hygon_k100-ai": {
       "taskTypes": [
@@ -5858,7 +5858,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T14:19:36.460342+00:00"
+      "updatedAt": "2026-10-13T14:24:56.281373+00:00"
     }
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   "taskTree": [
@@ -6541,6 +6541,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-13T14:17:21.772097+00:00",
+  "taskTreeUpdatedAt": "2026-10-13T14:22:15.359636+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 2562da7292..988300aabc 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "659c83ecd806bb6bce3e250ac1c80e78a24c9026cf19fcfbe2b368f41545607a",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "6f20f3d4c030e09e08f24f3052488d0875d1afdfc5186f208cf837bd3872fa4e",
-    ".modelhub_state/official_capabilities.json": "731f836d41db2eaf4cfaa518cd0377c7d1136c93d722a243d1d92f1b16a640ba",
+    ".modelhub_state/market_intelligence.json": "c53bac1d1aa0df0bb977e8221de19f23991a54cd8caf2de0924106cf37dcaecb",
+    ".modelhub_state/official_capabilities.json": "4e2a328e655b4560ec6e96dae2c8b1c82240903e6cfea4bd5247e08b27c12855",
     ".modelhub_state/outcome_checkpoint.json": "201b45fc9246f78dc540bfd7007b41c6696f051119716f4d7dde9dc0620b6a01",
     ".modelhub_state/queue_cleanup_latest.json": "a853c3ecd05b6eb13dc78028071c981c78c9adf73c9831a523b9562a8bdb1610",
     ".modelhub_state/recent_outcomes.jsonl": "d5f3321c7c835be11fc790c6b04936eee563f577da3818cfa5dc8aa7c8332239",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "0f8caa8fabb879e1ceebf96f11d0e8e8fc5193547c643ffc529ff2ecd45be946",
     "outcomes/submissions.jsonl": "e353e5a19e912815cdfe51e12ae08eee79838a605ed9f0fce799db99d8863642"
   },
-  "generation": 24312,
+  "generation": 24313,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-13T14:20:09.975766+00:00",
+  "updatedAt": "2026-10-13T14:25:35.831432+00:00",
   "writerId": "0b4d13138a434e929040a457f5ff8e93"
 }