diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index c4b071ec74..75d5b69abd 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-10-13T09:33:11.950293+00:00",
+  "communityAttemptedAt": "2026-10-13T09:49:33.547947+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-10-13T09:33:11.950293+00:00",
+  "communityUpdatedAt": "2026-10-13T09:49:33.547947+00:00",
   "frameworkAttemptedAt": "2026-10-13T09:04:22.467801+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -414,7 +414,7 @@
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-  "generatedAt": "2026-10-13T09:44:39.157129+00:00",
+  "generatedAt": "2026-10-13T09:49:33.547947+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 906b2d5b2e..c7169fd069 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-13T09:44:39.157129+00:00",
+  "catalogUpdatedAt": "2026-10-13T09:49:33.547947+00:00",
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@@ -56,7 +56,7 @@
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-  "generatedAt": "2026-10-13T09:48:08.450096+00:00",
+  "generatedAt": "2026-10-13T09:53:35.980444+00:00",
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@@ -156,7 +156,7 @@
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-      "updatedAt": "2026-10-13T09:47:34.583211+00:00"
+      "updatedAt": "2026-10-13T09:53:06.676319+00:00"
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@@ -164,13 +164,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T09:47:36.068472+00:00"
+      "updatedAt": "2026-10-13T09:53:08.068682+00:00"
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-      "updatedAt": "2026-10-13T09:47:36.246081+00:00"
+      "updatedAt": "2026-10-13T09:53:08.362675+00:00"
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@@ -178,7 +178,7 @@
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-      "updatedAt": "2026-10-13T09:47:36.280217+00:00"
+      "updatedAt": "2026-10-13T09:53:08.447757+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-GGUF|2026-09-01T13:27:53+00:00|Cambricon_mlu-370-x8": {
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@@ -186,7 +186,7 @@
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-      "updatedAt": "2026-10-13T09:47:36.199479+00:00"
+      "updatedAt": "2026-10-13T09:53:08.262520+00:00"
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@@ -194,7 +194,7 @@
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-      "updatedAt": "2026-10-13T09:47:35.863733+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",
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-      "updatedAt": "2026-10-13T09:47:36.151415+00:00"
+      "updatedAt": "2026-10-13T09:53:08.156987+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",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T09:47:35.053824+00:00"
+      "updatedAt": "2026-10-13T09:53:07.303935+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": "2026-10-13T09:47:35.371516+00:00"
+      "updatedAt": "2026-10-13T09:53:07.550538+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-x4": {
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@@ -224,7 +224,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T09:47:35.453840+00:00"
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-      "updatedAt": "2026-10-13T09:47:35.273774+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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@@ -240,7 +240,7 @@
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@@ -248,7 +248,7 @@
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-      "updatedAt": "2026-10-13T09:47:35.161872+00:00"
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@@ -256,13 +256,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T09:47:18.861293+00:00"
+      "updatedAt": "2026-10-13T09:52:53.256818+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": "2026-10-13T09:47:19.149190+00:00"
+      "updatedAt": "2026-10-13T09:52:53.448254+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-x4": {
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@@ -270,7 +270,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T09:47:19.250830+00:00"
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@@ -278,7 +278,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T09:47:19.048820+00:00"
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@@ -286,7 +286,7 @@
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-      "updatedAt": "2026-10-13T09:47:18.764393+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": "2026-10-13T09:47:18.948692+00:00"
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-      "updatedAt": "2026-10-13T09:47:18.959556+00:00"
+      "updatedAt": "2026-10-13T09:52:53.249705+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-Flash-EXL3-Q4|2026-09-07T16:54:19+00:00|Biren_166m": {
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-      "updatedAt": "2026-10-13T09:47:19.257905+00:00"
+      "updatedAt": "2026-10-13T09:52:53.495420+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 @@
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-      "updatedAt": "2026-10-13T09:47:19.360449+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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-      "updatedAt": "2026-10-13T09:47:19.157380+00:00"
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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": "2026-10-13T09:47:27.659300+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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     "https://modelscope.cn/models/AlexWortega/llm-cipher-reasoning-loras|2026-09-03T05:28:45+00:00|hygon_k100-ai": {
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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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@@ -394,13 +394,13 @@
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-      "updatedAt": "2026-10-13T09:47:43.262726+00:00"
+      "updatedAt": "2026-10-13T09:53:13.866190+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": "2026-10-13T09:47:43.564044+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-x8": {
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+      "updatedAt": "2026-10-13T09:53:13.955340+00:00"
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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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@@ -424,7 +424,7 @@
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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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     "https://modelscope.cn/models/AtomicChat/DeepSeek-V4-Flash-0731-GGUF|2026-08-31T07:49:09+00:00|Ascend_910-b3": {
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@@ -440,13 +440,13 @@
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+      "updatedAt": "2026-10-13T09:53:13.660984+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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-      "updatedAt": "2026-10-13T09:47:43.550410+00:00"
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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": "2026-10-13T09:53:13.851923+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": "2026-10-13T09:53:13.623128+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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-      "updatedAt": "2026-10-13T09:47:43.351772+00:00"
+      "updatedAt": "2026-10-13T09:53:13.753874+00:00"
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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": "2026-10-13T09:52:56.189873+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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-      "updatedAt": "2026-10-13T09:47:23.391019+00:00"
+      "updatedAt": "2026-10-13T09:52:56.460429+00:00"
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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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@@ -5708,7 +5708,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
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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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@@ -5716,13 +5716,13 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T09:48:06.623129+00:00"
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     "https://modelscope.cn/models/voconly/whisper-large-v3-turbo-gguf|2026-08-26T04:39:43+00:00|Biren_166m": {
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         "text-generation"
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-      "updatedAt": "2026-10-13T09:48:06.555936+00:00"
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@@ -5730,7 +5730,7 @@
         "text-to-image-generation",
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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 +5738,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T09:48:06.456896+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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@@ -5746,7 +5746,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T09:48:06.355604+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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@@ -5754,13 +5754,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T09:47:24.164830+00:00"
+      "updatedAt": "2026-10-13T09:52:56.954138+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|Biren_166m": {
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-13T09:47:24.453870+00:00"
+      "updatedAt": "2026-10-13T09:52:57.265286+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 +5768,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T09:47:24.665687+00:00"
+      "updatedAt": "2026-10-13T09:52:57.353340+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": [
@@ -5776,7 +5776,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T09:47:24.364078+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|MetaX_c-500": {
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@@ -5784,7 +5784,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T09:47:24.051251+00:00"
+      "updatedAt": "2026-10-13T09:52:56.907866+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|hygon_k100-ai": {
       "taskTypes": [
@@ -5792,7 +5792,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T09:47:24.264229+00:00"
+      "updatedAt": "2026-10-13T09:52:57.059108+00:00"
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     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Ascend_910-b3": {
       "taskTypes": [
@@ -5800,13 +5800,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T09:47:27.647374+00:00"
+      "updatedAt": "2026-10-13T09:52:59.917171+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": "2026-10-13T09:47:27.787822+00:00"
+      "updatedAt": "2026-10-13T09:53:00.158372+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-x4": {
       "taskTypes": [
@@ -5814,7 +5814,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T09:47:27.863872+00:00"
+      "updatedAt": "2026-10-13T09:53:00.256797+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": [
@@ -5822,7 +5822,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T09:47:27.755884+00:00"
+      "updatedAt": "2026-10-13T09:53:00.048212+00:00"
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     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|MetaX_c-500": {
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@@ -5830,7 +5830,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T09:47:27.578876+00:00"
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     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|hygon_k100-ai": {
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@@ -5838,7 +5838,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T09:47:27.695091+00:00"
+      "updatedAt": "2026-10-13T09:52:59.974861+00:00"
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   "taskTree": [
@@ -6521,6 +6521,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
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-  "taskTreeUpdatedAt": "2026-10-13T09:44:39.157129+00:00",
+  "taskTreeUpdatedAt": "2026-10-13T09:49:33.547947+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 13c46fa3ae..f01fe18b88 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "70977a0c1eae25b1494f1314d7f862a60e7a0325d28eb0d23e4c0b2f593cf2fd",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "f9fd7c40f578b0705c65d155ee50bef1a8ceac285e6bf64145edace7f716f778",
-    ".modelhub_state/official_capabilities.json": "b67ea2a99ed130b1cea01e58d6c5f4bedba2dd91a0a642bdf297a26f520fd5ab",
+    ".modelhub_state/market_intelligence.json": "92ddd564d4c9473554e5ecca0694ffd2bca0edbcaab456e8c4d85b3ab2e47aa4",
+    ".modelhub_state/official_capabilities.json": "5d05d6f7e0dd2d6bfb1adfef84f96104fcb20a633699262924323d6751734cc9",
     ".modelhub_state/outcome_checkpoint.json": "1eb98d127eca02b41be09323863d8d5c0102cb4926b3f3e7cd1da06f2a79fcca",
     ".modelhub_state/queue_cleanup_latest.json": "bc7e56c9d1a333f4bf796226c2496765a92f9d4ceb25f0ccd845d6f32075d0de",
     ".modelhub_state/recent_outcomes.jsonl": "d5f3321c7c835be11fc790c6b04936eee563f577da3818cfa5dc8aa7c8332239",
@@ -17,9 +17,9 @@
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     "outcomes/submissions.jsonl": "c100485fb981e8cbd0152669b750bc0b6606c5055c3fc262b5e8518206f14776"
   },
-  "generation": 24250,
+  "generation": 24251,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-13T09:49:30.444161+00:00",
+  "updatedAt": "2026-10-13T09:53:36.679096+00:00",
   "writerId": "0b4d13138a434e929040a457f5ff8e93"
 }