diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 0c9cf13ced..09d70af881 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-10-12T10:48:30.358540+00:00",
+  "communityAttemptedAt": "2026-10-12T11:03:51.730398+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-10-12T10:48:30.358540+00:00",
+  "communityUpdatedAt": "2026-10-12T11:03:51.730398+00:00",
   "frameworkAttemptedAt": "2026-10-12T09:43:25.060206+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -443,7 +443,7 @@
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   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-12T10:59:46.961661+00:00",
+  "generatedAt": "2026-10-12T11:03:51.730398+00:00",
   "gpuStats": {
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       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index e90eb63856..5f6d45c168 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-12T10:59:46.961661+00:00",
+  "catalogUpdatedAt": "2026-10-12T11:03:51.730398+00:00",
   "configuredTaskTypes": [
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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   "errors": [],
-  "generatedAt": "2026-10-12T11:02:34.259902+00:00",
+  "generatedAt": "2026-10-12T11:13:20.549073+00:00",
   "gpuCatalog": {
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@@ -155,7 +155,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:02:04.659972+00:00"
+      "updatedAt": "2026-10-12T11:10:37.824214+00:00"
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@@ -163,7 +163,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T11:02:05.608827+00:00"
+      "updatedAt": "2026-10-12T11:10:40.849707+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-GGUF|2026-09-01T13:27:53+00:00|Ascend_910-b4": {
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@@ -171,13 +171,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:02:05.562255+00:00"
+      "updatedAt": "2026-10-12T11:10:40.750493+00:00"
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         "text-generation"
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-      "updatedAt": "2026-10-12T11:02:05.852234+00:00"
+      "updatedAt": "2026-10-12T11:10:40.997116+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-GGUF|2026-09-01T13:27:53+00:00|Iluvatar_mrv-100": {
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@@ -186,14 +186,14 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:02:05.662137+00:00"
+      "updatedAt": "2026-10-12T11:10:40.886685+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-GGUF|2026-09-01T13:27:53+00:00|Mthreads_s4000": {
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         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:02:05.749691+00:00"
+      "updatedAt": "2026-10-12T11:10:40.953070+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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@@ -201,7 +201,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:02:05.508358+00:00"
+      "updatedAt": "2026-10-12T11:10:40.715579+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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@@ -209,7 +209,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:02:04.854379+00:00"
+      "updatedAt": "2026-10-12T11:10:40.152320+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-b4": {
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@@ -217,13 +217,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:02:04.761783+00:00"
+      "updatedAt": "2026-10-12T11:10:40.053250+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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         "text-generation"
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-      "updatedAt": "2026-10-12T11:02:05.093209+00:00"
+      "updatedAt": "2026-10-12T11:10:40.449955+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-Mini-GGUF|2026-09-01T13:59:12+00:00|Iluvatar_mrv-100": {
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@@ -232,14 +232,14 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T11:02:04.958458+00:00"
+      "updatedAt": "2026-10-12T11:10:40.252043+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-Mini-GGUF|2026-09-01T13:59:12+00:00|Mthreads_s4000": {
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         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:02:05.055252+00:00"
+      "updatedAt": "2026-10-12T11:10:40.354392+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-Mini-GGUF|2026-09-01T13:59:12+00:00|hygon_k100-ai": {
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@@ -247,7 +247,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:02:04.682065+00:00"
+      "updatedAt": "2026-10-12T11:10:40.001986+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-b3": {
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@@ -255,7 +255,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:01:52.154144+00:00"
+      "updatedAt": "2026-10-12T11:09:26.053293+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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@@ -263,13 +263,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:01:52.063580+00:00"
+      "updatedAt": "2026-10-12T11:09:25.983562+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": "2026-10-12T11:01:52.287578+00:00"
+      "updatedAt": "2026-10-12T11:09:26.180053+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|Iluvatar_mrv-100": {
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@@ -278,14 +278,14 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T11:01:52.183989+00:00"
+      "updatedAt": "2026-10-12T11:09:26.086538+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|Mthreads_s4000": {
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         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:01:52.251462+00:00"
+      "updatedAt": "2026-10-12T11:09:26.152772+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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@@ -293,7 +293,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:01:52.025741+00:00"
+      "updatedAt": "2026-10-12T11:09:25.953548+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-Flash-EXL3-Q4|2026-09-07T16:54:19+00:00|Ascend_910-b3": {
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@@ -301,7 +301,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T11:01:52.553058+00:00"
+      "updatedAt": "2026-10-12T11:09:31.081081+00:00"
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@@ -309,13 +309,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T11:01:52.455848+00:00"
+      "updatedAt": "2026-10-12T11:09:31.052797+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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         "text-generation"
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-      "updatedAt": "2026-10-12T11:01:52.754721+00:00"
+      "updatedAt": "2026-10-12T11:09:31.186498+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-Flash-EXL3-Q4|2026-09-07T16:54:19+00:00|Iluvatar_mrv-100": {
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@@ -324,14 +324,14 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:01:52.677396+00:00"
+      "updatedAt": "2026-10-12T11:09:31.107797+00:00"
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-      "updatedAt": "2026-10-12T11:01:52.705651+00:00"
+      "updatedAt": "2026-10-12T11:09:31.155507+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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@@ -339,7 +339,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T11:01:52.408742+00:00"
+      "updatedAt": "2026-10-12T11:09:30.993606+00:00"
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     "https://modelscope.cn/models/AlexWortega/llm-cipher-reasoning-loras|2026-09-03T05:28:45+00:00|Ascend_910-b3": {
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@@ -347,7 +347,7 @@
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-      "updatedAt": "2026-10-12T11:01:58.387766+00:00"
+      "updatedAt": "2026-10-12T11:09:58.853806+00:00"
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+      "updatedAt": "2026-10-12T11:09:58.772460+00:00"
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-      "updatedAt": "2026-10-12T11:01:58.477952+00:00"
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@@ -370,14 +370,14 @@
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-      "updatedAt": "2026-10-12T11:01:58.418784+00:00"
+      "updatedAt": "2026-10-12T11:09:58.954220+00:00"
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     "https://modelscope.cn/models/AlexWortega/llm-cipher-reasoning-loras|2026-09-03T05:28:45+00:00|Mthreads_s4000": {
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-      "updatedAt": "2026-10-12T11:01:58.448941+00:00"
+      "updatedAt": "2026-10-12T11:09:58.985503+00:00"
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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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@@ -385,7 +385,7 @@
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-      "updatedAt": "2026-10-12T11:01:58.312945+00:00"
+      "updatedAt": "2026-10-12T11:09:58.736336+00:00"
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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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@@ -393,7 +393,7 @@
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-      "updatedAt": "2026-10-12T11:02:10.854945+00:00"
+      "updatedAt": "2026-10-12T11:11:15.069299+00:00"
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     "https://modelscope.cn/models/Apsara-Stack/DeepSeek-V4-Flash-MXFP4-FP8|2026-08-31T06:21:34+00:00|Ascend_910-b4": {
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@@ -401,13 +401,13 @@
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-      "updatedAt": "2026-10-12T11:02:10.751821+00:00"
+      "updatedAt": "2026-10-12T11:11:14.988985+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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         "text-generation"
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-      "updatedAt": "2026-10-12T11:02:11.175460+00:00"
+      "updatedAt": "2026-10-12T11:11:15.350143+00:00"
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     "https://modelscope.cn/models/Apsara-Stack/DeepSeek-V4-Flash-MXFP4-FP8|2026-08-31T06:21:34+00:00|Iluvatar_mrv-100": {
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     "https://modelscope.cn/models/Apsara-Stack/DeepSeek-V4-Flash-MXFP4-FP8|2026-08-31T06:21:34+00:00|Mthreads_s4000": {
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         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T11:02:11.069426+00:00"
+      "updatedAt": "2026-10-12T11:11:15.255292+00:00"
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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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@@ -431,7 +431,7 @@
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-      "updatedAt": "2026-10-12T11:02:10.650174+00:00"
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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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@@ -439,7 +439,7 @@
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     "https://modelscope.cn/models/AtomicChat/DeepSeek-V4-Flash-0731-GGUF|2026-08-31T07:49:09+00:00|Ascend_910-b4": {
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@@ -447,13 +447,13 @@
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-      "updatedAt": "2026-10-12T11:02:10.682438+00:00"
+      "updatedAt": "2026-10-12T11:11:14.981363+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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         "text-generation"
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-      "updatedAt": "2026-10-12T11:02:11.053559+00:00"
+      "updatedAt": "2026-10-12T11:11:15.365672+00:00"
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     "https://modelscope.cn/models/AtomicChat/DeepSeek-V4-Flash-0731-GGUF|2026-08-31T07:49:09+00:00|Iluvatar_mrv-100": {
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@@ -462,14 +462,14 @@
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-      "updatedAt": "2026-10-12T11:02:10.881600+00:00"
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     "https://modelscope.cn/models/AtomicChat/DeepSeek-V4-Flash-0731-GGUF|2026-08-31T07:49:09+00:00|Mthreads_s4000": {
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         "text-generation",
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-      "updatedAt": "2026-10-12T11:02:10.952785+00:00"
+      "updatedAt": "2026-10-12T11:11:15.272691+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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@@ -477,7 +477,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T11:02:10.649954+00:00"
+      "updatedAt": "2026-10-12T11:11:14.905972+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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@@ -485,7 +485,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T11:01:55.162877+00:00"
+      "updatedAt": "2026-10-12T11:09:43.052070+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-b4": {
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@@ -493,13 +493,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T11:01:55.074627+00:00"
+      "updatedAt": "2026-10-12T11:09:42.975755+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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         "text-generation"
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-      "updatedAt": "2026-10-12T11:01:55.338564+00:00"
+      "updatedAt": "2026-10-12T11:09:43.184514+00:00"
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     "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-Fin-GGUF|2026-09-04T08:10:07+00:00|Iluvatar_mrv-100": {
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     "https://modelscope.cn/models/leanv9/models|2026-09-03T13:32:06+00:00|Ascend_910-b3": {
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-  "taskTreeUpdatedAt": "2026-10-12T10:59:46.961661+00:00",
+  "taskTreeUpdatedAt": "2026-10-12T11:03:51.730398+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 29662cf684..e74c469958 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "55c5d1734dcdaf132db24f99bb775e2f8b9fe37d7ea04ee862ed9852d6e21879",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "0ee666b30f32687cb9fbd7cfa50d0f0eee6a44507946d968cc19d069f0688c07",
-    ".modelhub_state/official_capabilities.json": "0b51060c203dee84830b1b0f3242b94906238032751ca7898164c490a02fe65c",
+    ".modelhub_state/market_intelligence.json": "a16545645baf267d822e3dc10724da0631a04ca64c88eb60f6450b1e3956a212",
+    ".modelhub_state/official_capabilities.json": "99afe4a4f36d29d17977de63ea4cf37e5863f13775be1de0dc482efe007af5a7",
     ".modelhub_state/outcome_checkpoint.json": "44d67d39f333e9af27dd521bbea253de64038578f46def2554fec687ad076ee5",
     ".modelhub_state/queue_cleanup_latest.json": "d3d652be13ecd058fe95330a842db9324afc6db47aa9abffe9ded380dd437c65",
     ".modelhub_state/recent_outcomes.jsonl": "80da7e34893c7f23d6e780c3c8969ebd88930069ae3a5e8b4e10bd4228996516",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "bc6b272662bd895bb3c01c4c3e29ec7d1371997c1390405c18b4fd8f3aacff67",
     "outcomes/submissions.jsonl": "7ac3f99ac21941a57403cf687ef3d331f517b17c08f50f5db88ecf81a5506b93"
   },
-  "generation": 23968,
+  "generation": 23969,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-12T11:03:48.558643+00:00",
+  "updatedAt": "2026-10-12T11:13:35.214563+00:00",
   "writerId": "0b4d13138a434e929040a457f5ff8e93"
 }