diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index f21a029b3f..5763016b44 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-10-12T20:48:29.953137+00:00",
+  "communityAttemptedAt": "2026-10-12T21:08:10.790153+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-10-12T20:48:29.953137+00:00",
+  "communityUpdatedAt": "2026-10-12T21:08:10.790153+00:00",
   "frameworkAttemptedAt": "2026-10-12T15:45:01.063558+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -443,7 +443,7 @@
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-  "generatedAt": "2026-10-12T21:03:00.763158+00:00",
+  "generatedAt": "2026-10-12T21:08:10.790153+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 1cfb824699..4f0ddff748 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-12T21:03:00.763158+00:00",
+  "catalogUpdatedAt": "2026-10-12T21:08:10.790153+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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   "errors": [],
-  "generatedAt": "2026-10-12T21:05:56.856677+00:00",
+  "generatedAt": "2026-10-12T21:13:04.155988+00:00",
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@@ -155,7 +155,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T21:05:33.005529+00:00"
+      "updatedAt": "2026-10-12T21:12:22.862979+00:00"
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@@ -163,7 +163,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T21:05:34.262570+00:00"
+      "updatedAt": "2026-10-12T21:12:23.753866+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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@@ -171,7 +171,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T21:05:34.052576+00:00"
+      "updatedAt": "2026-10-12T21:12:23.644600+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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@@ -180,7 +180,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T21:05:34.373437+00:00"
+      "updatedAt": "2026-10-12T21:12:23.887123+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4-Flash-Spark-GGUF|2026-09-01T13:27:53+00:00|MetaX_c-500": {
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@@ -188,14 +188,14 @@
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-      "updatedAt": "2026-10-12T21:05:34.295726+00:00"
+      "updatedAt": "2026-10-12T21:12:23.855056+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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-      "updatedAt": "2026-10-12T21:05:34.466144+00:00"
+      "updatedAt": "2026-10-12T21:12:23.958663+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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@@ -203,7 +203,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T21:05:34.169574+00:00"
+      "updatedAt": "2026-10-12T21:12:23.684265+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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@@ -211,7 +211,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T21:05:33.772680+00:00"
+      "updatedAt": "2026-10-12T21:12:23.147943+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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@@ -219,7 +219,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T21:05:33.712612+00:00"
+      "updatedAt": "2026-10-12T21:12:23.064348+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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@@ -228,7 +228,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T21:05:33.955530+00:00"
+      "updatedAt": "2026-10-12T21:12:23.248417+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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@@ -236,14 +236,14 @@
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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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-      "updatedAt": "2026-10-12T21:05:34.082643+00:00"
+      "updatedAt": "2026-10-12T21:12:23.279839+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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@@ -251,14 +251,14 @@
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-      "updatedAt": "2026-10-12T21:05:33.742702+00:00"
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         "text-generation",
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-      "updatedAt": "2026-10-12T21:05:14.955892+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-b3": {
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@@ -266,7 +266,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T21:05:16.049473+00:00"
+      "updatedAt": "2026-10-12T21:12:00.653947+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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@@ -274,7 +274,7 @@
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-      "updatedAt": "2026-10-12T21:05:15.903634+00:00"
+      "updatedAt": "2026-10-12T21:12:00.456582+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|Iluvatar_mrv-100": {
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@@ -283,7 +283,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T21:05:16.252173+00:00"
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         "text-generation",
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-      "updatedAt": "2026-10-12T21:05:16.166615+00:00"
+      "updatedAt": "2026-10-12T21:12:00.753151+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|Mthreads_s4000": {
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T21:05:16.369772+00:00"
+      "updatedAt": "2026-10-12T21:12:00.961167+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": "2026-10-12T21:05:15.971981+00:00"
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@@ -314,7 +314,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T21:05:17.951267+00:00"
+      "updatedAt": "2026-10-12T21:12:02.203470+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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@@ -322,7 +322,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-12T21:05:17.808277+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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@@ -331,7 +331,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T21:05:18.161053+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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-      "updatedAt": "2026-10-12T21:05:18.251223+00:00"
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@@ -370,7 +370,7 @@
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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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@@ -379,7 +379,7 @@
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@@ -387,14 +387,14 @@
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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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@@ -402,7 +402,7 @@
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-      "updatedAt": "2026-10-12T21:05:18.167744+00:00"
+      "updatedAt": "2026-10-12T21:12:02.956025+00:00"
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     "https://modelscope.cn/models/Abiray/MiniCPM5-2B-GGUF|2026-09-08T05:27:18+00:00|Iluvatar_mrv-100": {
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@@ -411,7 +411,7 @@
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     "https://modelscope.cn/models/Abiray/MiniCPM5-2B-GGUF|2026-09-08T05:27:18+00:00|MetaX_c-500": {
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@@ -419,7 +419,7 @@
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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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@@ -427,7 +427,7 @@
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-      "updatedAt": "2026-10-12T21:05:26.665665+00:00"
+      "updatedAt": "2026-10-12T21:12:09.164948+00:00"
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     "https://modelscope.cn/models/AlexWortega/llm-cipher-reasoning-loras|2026-09-03T05:28:45+00:00|Ascend_910-b4": {
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@@ -435,7 +435,7 @@
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-      "updatedAt": "2026-10-12T21:05:26.544205+00:00"
+      "updatedAt": "2026-10-12T21:12:08.991374+00:00"
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     "https://modelscope.cn/models/AlexWortega/llm-cipher-reasoning-loras|2026-09-03T05:28:45+00:00|Iluvatar_mrv-100": {
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@@ -444,7 +444,7 @@
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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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@@ -452,14 +452,14 @@
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+      "updatedAt": "2026-10-12T21:12:09.261977+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": "2026-10-12T21:05:26.897567+00:00"
+      "updatedAt": "2026-10-12T21:12:09.344857+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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@@ -467,7 +467,7 @@
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-      "updatedAt": "2026-10-12T21:05:26.573962+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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@@ -475,7 +475,7 @@
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+      "updatedAt": "2026-10-12T21:12:31.985248+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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@@ -483,7 +483,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-12T21:05:39.234708+00:00"
+      "updatedAt": "2026-10-12T21:12:31.752512+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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@@ -492,7 +492,7 @@
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-      "updatedAt": "2026-10-12T21:05:39.392656+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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@@ -500,14 +500,14 @@
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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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-      "updatedAt": "2026-10-12T21:05:39.430062+00:00"
+      "updatedAt": "2026-10-12T21:12:32.257699+00:00"
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     "https://modelscope.cn/models/voconly/nemotron-3.5-asr-streaming-0.6b-gguf|2026-08-26T04:39:25+00:00|MetaX_c-500": {
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@@ -5999,7 +5999,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:55.625378+00:00"
+      "updatedAt": "2026-10-12T21:13:01.950639+00:00"
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     "https://modelscope.cn/models/voconly/parakeet-unified-en-0.6b-gguf|2026-08-26T04:39:36+00:00|Iluvatar_mrv-100": {
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@@ -6008,7 +6008,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:55.370249+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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@@ -6016,7 +6016,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:55.275312+00:00"
+      "updatedAt": "2026-10-12T21:13:01.250288+00:00"
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     "https://modelscope.cn/models/voconly/whisper-large-v3-turbo-gguf|2026-08-26T04:39:43+00:00|Iluvatar_mrv-100": {
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@@ -6025,7 +6025,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:55.358702+00:00"
+      "updatedAt": "2026-10-12T21:13:01.170012+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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@@ -6033,7 +6033,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:55.255165+00:00"
+      "updatedAt": "2026-10-12T21:13:01.052040+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": [
@@ -6041,7 +6041,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:23.179551+00:00"
+      "updatedAt": "2026-10-12T21:12:06.756802+00:00"
     },
     "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": [
@@ -6049,7 +6049,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:23.067910+00:00"
+      "updatedAt": "2026-10-12T21:12:06.611296+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-YMQ-GGUF|2026-09-03T13:10:03+00:00|Iluvatar_mrv-100": {
       "taskTypes": [
@@ -6058,7 +6058,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:23.282445+00:00"
+      "updatedAt": "2026-10-12T21:12:06.900123+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": [
@@ -6066,14 +6066,14 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:23.247415+00:00"
+      "updatedAt": "2026-10-12T21:12:06.850406+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-YMQ-GGUF|2026-09-03T13:10:03+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:23.355767+00:00"
+      "updatedAt": "2026-10-12T21:12:06.959216+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": [
@@ -6081,7 +6081,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:23.148707+00:00"
+      "updatedAt": "2026-10-12T21:12:06.652270+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Ascend_910-b3": {
       "taskTypes": [
@@ -6089,7 +6089,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:26.760647+00:00"
+      "updatedAt": "2026-10-12T21:12:09.105710+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Ascend_910-b4": {
       "taskTypes": [
@@ -6097,7 +6097,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:26.616546+00:00"
+      "updatedAt": "2026-10-12T21:12:09.042062+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Iluvatar_mrv-100": {
       "taskTypes": [
@@ -6106,7 +6106,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:26.853900+00:00"
+      "updatedAt": "2026-10-12T21:12:09.204251+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|MetaX_c-500": {
       "taskTypes": [
@@ -6114,14 +6114,14 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:26.789603+00:00"
+      "updatedAt": "2026-10-12T21:12:09.157380+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:26.970206+00:00"
+      "updatedAt": "2026-10-12T21:12:09.254406+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|hygon_k100-ai": {
       "taskTypes": [
@@ -6129,7 +6129,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T21:05:26.657586+00:00"
+      "updatedAt": "2026-10-12T21:12:09.073388+00:00"
     }
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   "taskTree": [
@@ -6812,6 +6812,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-12T21:03:00.763158+00:00",
+  "taskTreeUpdatedAt": "2026-10-12T21:08:10.790153+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 994f2aa164..68715f606e 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "ffdadbf4f9abb45e46f5546810b7b67710694ec85a90b10c9d2003265e7c18c9",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "333fe8891cc753c3705fec5a395099e68588045340682ab38d801efc00359552",
-    ".modelhub_state/official_capabilities.json": "6deb6e6f1eb64a9d9a84c4168b894df973c84bd34e28399829f2382b5cf03faf",
+    ".modelhub_state/market_intelligence.json": "fddc09ee4671b4e00d2633cf1c524d8c07094e07d6a950dd3a124ff50d57add2",
+    ".modelhub_state/official_capabilities.json": "7ab790f7eef39d119383d03c8c25dde3d4c0ee67c2f8bdac145049e62eaa041f",
     ".modelhub_state/outcome_checkpoint.json": "ae1edcf4d58692b314ec452f18ca8810a77dd3bfa2e3befecbd8eb261c535417",
     ".modelhub_state/queue_cleanup_latest.json": "95f3103fe08fd89cb5ed4eeba0bf625b08319c715c71230fc197b1fb46ab931f",
     ".modelhub_state/recent_outcomes.jsonl": "142ff54405c6897a1fa1044cf20ce9dd0d95fbb7fed1e953d5ba10af9e40789e",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "c3c8a4ace649b7c8455f19058d2fefdcbc29a2b4adb26d5917ddc5681c0b9c9c",
     "outcomes/submissions.jsonl": "f52c8382c928592748f1292b7a28f723c737cfb2de5d313b526c0bc2bde266a1"
   },
-  "generation": 24094,
+  "generation": 24095,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-12T21:05:57.944966+00:00",
+  "updatedAt": "2026-10-12T21:13:05.651489+00:00",
   "writerId": "0b4d13138a434e929040a457f5ff8e93"
 }