diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 8da97fb1ee..149b3804d3 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-10-13T07:48:03.590243+00:00",
+  "communityAttemptedAt": "2026-10-13T08:06:56.956812+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-10-13T07:48:03.590243+00:00",
+  "communityUpdatedAt": "2026-10-13T08:06:56.956812+00:00",
   "frameworkAttemptedAt": "2026-10-13T03:01:45.166994+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -414,7 +414,7 @@
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-  "generatedAt": "2026-10-13T07:59:52.864286+00:00",
+  "generatedAt": "2026-10-13T08:06:56.956812+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index c3b745f117..ba372f9963 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-13T07:59:52.864286+00:00",
+  "catalogUpdatedAt": "2026-10-13T08:06:56.956812+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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-  "generatedAt": "2026-10-13T08:04:07.187496+00:00",
+  "generatedAt": "2026-10-13T08:16:35.657291+00:00",
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@@ -156,7 +156,7 @@
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-      "updatedAt": "2026-10-13T08:03:23.492031+00:00"
+      "updatedAt": "2026-10-13T08:15:52.158758+00:00"
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@@ -164,13 +164,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T08:03:25.392222+00:00"
+      "updatedAt": "2026-10-13T08:15:53.785672+00:00"
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-      "updatedAt": "2026-10-13T08:03:25.562938+00:00"
+      "updatedAt": "2026-10-13T08:15:53.952921+00:00"
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@@ -178,7 +178,7 @@
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-      "updatedAt": "2026-10-13T08:03:25.648990+00:00"
+      "updatedAt": "2026-10-13T08:15:54.056361+00:00"
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@@ -186,7 +186,7 @@
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-      "updatedAt": "2026-10-13T08:03:25.709860+00:00"
+      "updatedAt": "2026-10-13T08:15:54.089595+00:00"
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@@ -194,7 +194,7 @@
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@@ -202,7 +202,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T08:03:25.459493+00:00"
+      "updatedAt": "2026-10-13T08:15:53.855525+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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@@ -210,13 +210,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T08:03:24.260184+00:00"
+      "updatedAt": "2026-10-13T08:15:52.662230+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-Mini-GGUF|2026-09-01T13:59:12+00:00|Biren_166m": {
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-      "updatedAt": "2026-10-13T08:03:24.560629+00:00"
+      "updatedAt": "2026-10-13T08:15:52.797792+00:00"
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@@ -224,7 +224,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T08:03:24.653393+00:00"
+      "updatedAt": "2026-10-13T08:15:52.871983+00:00"
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@@ -232,7 +232,7 @@
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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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@@ -240,7 +240,7 @@
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-      "updatedAt": "2026-10-13T08:03:24.462287+00:00"
+      "updatedAt": "2026-10-13T08:15:52.770250+00:00"
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@@ -248,7 +248,7 @@
         "text-to-image-generation",
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@@ -256,13 +256,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T08:03:04.777980+00:00"
+      "updatedAt": "2026-10-13T08:15:06.755510+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|Biren_166m": {
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         "text-generation"
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-      "updatedAt": "2026-10-13T08:03:04.928528+00:00"
+      "updatedAt": "2026-10-13T08:15:06.981070+00:00"
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@@ -270,7 +270,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T08:03:04.965079+00:00"
+      "updatedAt": "2026-10-13T08:15:07.054911+00:00"
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@@ -278,7 +278,7 @@
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-      "updatedAt": "2026-10-13T08:03:05.060916+00:00"
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@@ -286,7 +286,7 @@
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-      "updatedAt": "2026-10-13T08:03:04.899688+00:00"
+      "updatedAt": "2026-10-13T08:15:06.951775+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|hygon_k100-ai": {
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-      "updatedAt": "2026-10-13T08:03:04.865440+00:00"
+      "updatedAt": "2026-10-13T08:15:06.851664+00:00"
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@@ -302,13 +302,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T08:03:05.043950+00:00"
+      "updatedAt": "2026-10-13T08:15:07.243736+00:00"
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-      "updatedAt": "2026-10-13T08:03:05.223076+00:00"
+      "updatedAt": "2026-10-13T08:15:07.554774+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-Flash-EXL3-Q4|2026-09-07T16:54:19+00:00|Cambricon_mlu-370-x4": {
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@@ -316,7 +316,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T08:03:05.258110+00:00"
+      "updatedAt": "2026-10-13T08:15:07.582027+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-Flash-EXL3-Q4|2026-09-07T16:54:19+00:00|Cambricon_mlu-370-x8": {
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@@ -332,7 +332,7 @@
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     "https://modelscope.cn/models/0xSero/GLM-5.3-Flash-EXL3-Q4|2026-09-07T16:54:19+00:00|hygon_k100-ai": {
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-      "updatedAt": "2026-10-13T08:03:14.653284+00:00"
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     "https://modelscope.cn/models/AlexWortega/llm-cipher-reasoning-loras|2026-09-03T05:28:45+00:00|Cambricon_mlu-370-x8": {
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@@ -370,7 +370,7 @@
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     "https://modelscope.cn/models/AlexWortega/llm-cipher-reasoning-loras|2026-09-03T05:28:45+00:00|MetaX_c-500": {
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@@ -378,7 +378,7 @@
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     "https://modelscope.cn/models/Apsara-Stack/DeepSeek-V4-Flash-MXFP4-FP8|2026-08-31T06:21:34+00:00|Ascend_910-b3": {
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+      "updatedAt": "2026-10-13T08:16:07.346949+00:00"
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     "https://modelscope.cn/models/Apsara-Stack/DeepSeek-V4-Flash-MXFP4-FP8|2026-08-31T06:21:34+00:00|Biren_166m": {
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-      "updatedAt": "2026-10-13T08:03:33.660802+00:00"
+      "updatedAt": "2026-10-13T08:16:07.454111+00:00"
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     "https://modelscope.cn/models/Apsara-Stack/DeepSeek-V4-Flash-MXFP4-FP8|2026-08-31T06:21:34+00:00|Cambricon_mlu-370-x4": {
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     "https://modelscope.cn/models/Apsara-Stack/DeepSeek-V4-Flash-MXFP4-FP8|2026-08-31T06:21:34+00:00|Cambricon_mlu-370-x8": {
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@@ -416,7 +416,7 @@
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     "https://modelscope.cn/models/Apsara-Stack/DeepSeek-V4-Flash-MXFP4-FP8|2026-08-31T06:21:34+00:00|MetaX_c-500": {
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     "https://modelscope.cn/models/Apsara-Stack/DeepSeek-V4-Flash-MXFP4-FP8|2026-08-31T06:21:34+00:00|hygon_k100-ai": {
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@@ -440,13 +440,13 @@
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+      "updatedAt": "2026-10-13T08:16:06.651879+00:00"
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     "https://modelscope.cn/models/AtomicChat/DeepSeek-V4-Flash-0731-GGUF|2026-08-31T07:49:09+00:00|Biren_166m": {
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     "https://modelscope.cn/models/AtomicChat/DeepSeek-V4-Flash-0731-GGUF|2026-08-31T07:49:09+00:00|Cambricon_mlu-370-x4": {
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     "https://modelscope.cn/models/AtomicChat/DeepSeek-V4-Flash-0731-GGUF|2026-08-31T07:49:09+00:00|Cambricon_mlu-370-x8": {
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@@ -462,7 +462,7 @@
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+      "updatedAt": "2026-10-13T08:16:06.956416+00:00"
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     "https://modelscope.cn/models/AtomicChat/DeepSeek-V4-Flash-0731-GGUF|2026-08-31T07:49:09+00:00|MetaX_c-500": {
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@@ -470,7 +470,7 @@
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+      "updatedAt": "2026-10-13T08:16:06.760060+00:00"
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     "https://modelscope.cn/models/AtomicChat/DeepSeek-V4-Flash-0731-GGUF|2026-08-31T07:49:09+00:00|hygon_k100-ai": {
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@@ -478,7 +478,7 @@
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     "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-Fin-GGUF|2026-09-04T08:10:07+00:00|Ascend_910-b3": {
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@@ -486,13 +486,13 @@
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-      "updatedAt": "2026-10-13T08:03:09.448949+00:00"
+      "updatedAt": "2026-10-13T08:15:13.835703+00:00"
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     "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-Fin-GGUF|2026-09-04T08:10:07+00:00|Biren_166m": {
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     "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-Fin-GGUF|2026-09-04T08:10:07+00:00|Cambricon_mlu-370-x4": {
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@@ -500,7 +500,7 @@
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     "https://modelscope.cn/models/voconly/whisper-large-v3-turbo-gguf|2026-08-26T04:39:43+00:00|Cambricon_mlu-370-x4": {
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@@ -5730,7 +5732,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:04:04.660761+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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@@ -5738,7 +5740,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:04:04.761328+00:00"
+      "updatedAt": "2026-10-13T08:16:33.452246+00:00"
     },
     "https://modelscope.cn/models/voconly/whisper-large-v3-turbo-gguf|2026-08-26T04:39:43+00:00|MetaX_c-500": {
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@@ -5746,7 +5748,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:04:04.520691+00:00"
+      "updatedAt": "2026-10-13T08:16:33.158279+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": {
       "taskTypes": [
@@ -5754,13 +5756,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:03:10.551350+00:00"
+      "updatedAt": "2026-10-13T08:15:15.233046+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-YMQ-GGUF|2026-09-03T13:10:03+00:00|Biren_166m": {
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-13T08:03:10.857472+00:00"
+      "updatedAt": "2026-10-13T08:15:15.454809+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-x4": {
       "taskTypes": [
@@ -5768,7 +5770,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:03:10.887293+00:00"
+      "updatedAt": "2026-10-13T08:15:15.562630+00:00"
     },
     "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": [
@@ -5776,7 +5778,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:03:10.954262+00:00"
+      "updatedAt": "2026-10-13T08:15:15.650752+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": [
@@ -5784,7 +5786,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:03:10.751291+00:00"
+      "updatedAt": "2026-10-13T08:15:15.354905+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": [
@@ -5792,7 +5794,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:03:10.653318+00:00"
+      "updatedAt": "2026-10-13T08:15:15.287072+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Ascend_910-b3": {
       "taskTypes": [
@@ -5800,13 +5802,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:03:14.754636+00:00"
+      "updatedAt": "2026-10-13T08:15:21.721186+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Biren_166m": {
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-13T08:03:15.061800+00:00"
+      "updatedAt": "2026-10-13T08:15:21.811586+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Cambricon_mlu-370-x4": {
       "taskTypes": [
@@ -5814,7 +5816,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:03:15.152708+00:00"
+      "updatedAt": "2026-10-13T08:15:21.837879+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
@@ -5822,7 +5824,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:03:15.249164+00:00"
+      "updatedAt": "2026-10-13T08:15:21.879456+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|MetaX_c-500": {
       "taskTypes": [
@@ -5830,7 +5832,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:03:14.964069+00:00"
+      "updatedAt": "2026-10-13T08:15:21.783859+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|hygon_k100-ai": {
       "taskTypes": [
@@ -5838,7 +5840,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T08:03:14.864135+00:00"
+      "updatedAt": "2026-10-13T08:15:21.752589+00:00"
     }
   },
   "taskTree": [
@@ -6521,6 +6523,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-13T07:59:52.864286+00:00",
+  "taskTreeUpdatedAt": "2026-10-13T08:06:56.956812+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 7fcb19d59e..6b0e6b4bc9 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "e576895286158a59a798579c5991b62dc441bddc98341f3bf7cf2a8a0b24f1d3",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "bd95e700b5645e7b1f60aab7e6350dc261a799d4a333cce4295b139c4169ea7a",
-    ".modelhub_state/official_capabilities.json": "3fdf4ce262fcb4b04ab796a0e4e35750ec7c9ab228a218fbf23f34a8bc36d425",
+    ".modelhub_state/market_intelligence.json": "0ff16cea213e77e28297d87f2ee81a5f834271f55196ce4c178674ca5cc0d57f",
+    ".modelhub_state/official_capabilities.json": "cd6be26d6a506cd9e93d9a4b6d6aec0aae663bfbb1e541755ddd53c53c320078",
     ".modelhub_state/outcome_checkpoint.json": "1eb98d127eca02b41be09323863d8d5c0102cb4926b3f3e7cd1da06f2a79fcca",
     ".modelhub_state/queue_cleanup_latest.json": "bc7e56c9d1a333f4bf796226c2496765a92f9d4ceb25f0ccd845d6f32075d0de",
     ".modelhub_state/recent_outcomes.jsonl": "d5f3321c7c835be11fc790c6b04936eee563f577da3818cfa5dc8aa7c8332239",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "b555e0b9021a1b3a3cd8dc793093435e96a7adc9e5af62d8c9078dd7135c56b5",
     "outcomes/submissions.jsonl": "6e4ee79703984d29cddeb5c1910a12e0ce9b1a359adfb612486f790d93f10bed"
   },
-  "generation": 24226,
+  "generation": 24227,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-13T08:04:20.145951+00:00",
+  "updatedAt": "2026-10-13T08:16:36.103328+00:00",
   "writerId": "0b4d13138a434e929040a457f5ff8e93"
 }