diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 6b00034794..019b802232 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,7 +443,7 @@
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-  "generatedAt": "2026-10-13T00:54:13.770167+00:00",
+  "generatedAt": "2026-10-13T00:59:24.550901+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index a1378cc93b..dcb6ab4b3d 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-13T00:54:13.770167+00:00",
+  "catalogUpdatedAt": "2026-10-13T00:59:24.550901+00:00",
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@@ -56,7 +56,7 @@
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-  "generatedAt": "2026-10-13T00:57:21.055844+00:00",
+  "generatedAt": "2026-10-13T01:02:28.286015+00:00",
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@@ -155,7 +155,7 @@
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T00:56:49.135201+00:00"
+      "updatedAt": "2026-10-13T01:02:00.262054+00:00"
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@@ -163,7 +163,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T00:56:50.432845+00:00"
+      "updatedAt": "2026-10-13T01:02:01.589586+00:00"
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@@ -171,13 +171,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T00:56:50.464865+00:00"
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-      "updatedAt": "2026-10-13T00:56:50.770434+00:00"
+      "updatedAt": "2026-10-13T01:02:01.950631+00:00"
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@@ -185,14 +185,14 @@
         "text-generation",
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-      "updatedAt": "2026-10-13T00:56:50.700555+00:00"
+      "updatedAt": "2026-10-13T01:02:01.859201+00:00"
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         "text-generation",
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-      "updatedAt": "2026-10-13T00:56:50.556538+00:00"
+      "updatedAt": "2026-10-13T01:02:01.691067+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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@@ -200,7 +200,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T00:56:50.648717+00:00"
+      "updatedAt": "2026-10-13T01:02:01.757434+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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@@ -208,7 +208,7 @@
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-      "updatedAt": "2026-10-13T00:56:49.892138+00:00"
+      "updatedAt": "2026-10-13T01:02:00.699429+00:00"
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@@ -216,13 +216,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T00:56:49.954582+00:00"
+      "updatedAt": "2026-10-13T01:02:00.762312+00:00"
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-      "updatedAt": "2026-10-13T00:56:50.160144+00:00"
+      "updatedAt": "2026-10-13T01:02:00.951391+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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@@ -230,14 +230,14 @@
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-      "updatedAt": "2026-10-13T00:56:49.989189+00:00"
+      "updatedAt": "2026-10-13T01:02:00.804792+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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         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T00:56:50.055752+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|Kunlunxin_p-800": {
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-      "updatedAt": "2026-10-13T00:56:31.605355+00:00"
+      "updatedAt": "2026-10-13T01:01:45.052681+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|MetaX_c-500": {
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-      "updatedAt": "2026-10-13T00:56:31.449908+00:00"
+      "updatedAt": "2026-10-13T01:01:44.755053+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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@@ -290,7 +290,7 @@
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-      "updatedAt": "2026-10-13T00:56:31.506643+00:00"
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@@ -298,7 +298,7 @@
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-      "updatedAt": "2026-10-13T00:56:30.094118+00:00"
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@@ -306,13 +306,13 @@
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-      "updatedAt": "2026-10-13T00:56:30.147199+00:00"
+      "updatedAt": "2026-10-13T01:01:43.563283+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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-      "updatedAt": "2026-10-13T00:56:30.362344+00:00"
+      "updatedAt": "2026-10-13T01:01:43.951580+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": "2026-10-13T00:56:30.269569+00:00"
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-      "updatedAt": "2026-10-13T00:56:30.198249+00:00"
+      "updatedAt": "2026-10-13T01:01:43.651761+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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@@ -335,7 +335,7 @@
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-      "updatedAt": "2026-10-13T00:56:30.228568+00:00"
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@@ -343,7 +343,7 @@
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+      "updatedAt": "2026-10-13T01:01:45.952418+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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-      "updatedAt": "2026-10-13T00:56:32.666232+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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-      "updatedAt": "2026-10-13T00:56:32.965694+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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-      "updatedAt": "2026-10-13T00:56:32.755237+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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@@ -380,7 +380,7 @@
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-      "updatedAt": "2026-10-13T00:56:32.797953+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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@@ -388,7 +388,7 @@
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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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@@ -396,13 +396,13 @@
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-      "updatedAt": "2026-10-13T00:56:34.561961+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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-      "updatedAt": "2026-10-13T00:56:34.963057+00:00"
+      "updatedAt": "2026-10-13T01:01:48.147323+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|MetaX_c-500": {
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@@ -410,14 +410,14 @@
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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": "2026-10-13T00:56:34.661865+00:00"
+      "updatedAt": "2026-10-13T01:01:48.003553+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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@@ -425,7 +425,7 @@
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-      "updatedAt": "2026-10-13T00:56:34.762760+00:00"
+      "updatedAt": "2026-10-13T01:01:48.047061+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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@@ -433,7 +433,7 @@
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-      "updatedAt": "2026-10-13T00:56:34.605801+00:00"
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@@ -441,13 +441,13 @@
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-      "updatedAt": "2026-10-13T00:56:34.652268+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-Flash-EXL3-Q4|2026-09-07T16:54:19+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-13T01:01:48.748720+00:00"
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@@ -455,14 +455,14 @@
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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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@@ -470,7 +470,7 @@
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-      "updatedAt": "2026-10-13T00:56:34.851354+00:00"
+      "updatedAt": "2026-10-13T01:01:48.587477+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-REAP-massmax192-EXL3-3.0bpw|2026-09-08T13:24:02+00:00|Ascend_910-b3": {
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@@ -478,7 +478,7 @@
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-      "updatedAt": "2026-10-13T00:56:30.446087+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-REAP-massmax192-EXL3-3.0bpw|2026-09-08T13:24:02+00:00|Ascend_910-b4": {
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@@ -486,13 +486,13 @@
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-      "updatedAt": "2026-10-13T00:56:30.492143+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-REAP-massmax192-EXL3-3.0bpw|2026-09-08T13:24:02+00:00|Kunlunxin_p-800": {
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-      "updatedAt": "2026-10-13T00:56:30.695099+00:00"
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     "https://modelscope.cn/models/0xSero/GLM-5.3-REAP-massmax192-EXL3-3.0bpw|2026-09-08T13:24:02+00:00|MetaX_c-500": {
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@@ -500,14 +500,14 @@
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+    },
+    "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ|2026-09-08T14:09:03+00:00|MetaX_c-500": {
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+        "text-generation",
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+    },
+    "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ|2026-09-08T14:09:03+00:00|hygon_k100-ai": {
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@@ -5410,7 +5411,7 @@
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@@ -5537,7 +5538,7 @@
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@@ -5545,7 +5546,7 @@
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-      "updatedAt": "2026-10-13T00:56:57.178620+00:00"
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+      "updatedAt": "2026-10-13T01:02:07.768027+00:00"
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-      "updatedAt": "2026-10-13T00:56:57.584898+00:00"
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@@ -5567,14 +5568,14 @@
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     "https://modelscope.cn/models/voconly/Qwen3-ASR-1.7B-gguf|2026-08-26T04:39:32+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-13T01:02:26.865618+00:00"
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@@ -5596,13 +5597,13 @@
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+      "updatedAt": "2026-10-13T01:02:26.805740+00:00"
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     "https://modelscope.cn/models/voconly/cohere-transcribe-03-2026-gguf|2026-08-26T04:39:19+00:00|Kunlunxin_p-800": {
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         "text-generation"
       ],
-      "updatedAt": "2026-10-13T00:57:19.650160+00:00"
+      "updatedAt": "2026-10-13T01:02:27.351548+00:00"
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     "https://modelscope.cn/models/voconly/cohere-transcribe-03-2026-gguf|2026-08-26T04:39:19+00:00|MetaX_c-500": {
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@@ -5610,13 +5611,13 @@
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-      "updatedAt": "2026-10-13T00:57:19.551752+00:00"
+      "updatedAt": "2026-10-13T01:02:27.313636+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|Kunlunxin_p-800": {
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       ],
-      "updatedAt": "2026-10-13T00:57:19.359194+00:00"
+      "updatedAt": "2026-10-13T01:02:27.147673+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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+      "updatedAt": "2026-10-13T01:02:27.082682+00:00"
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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": {
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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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@@ -5638,13 +5639,13 @@
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-      "updatedAt": "2026-10-13T00:57:18.841371+00:00"
+      "updatedAt": "2026-10-13T01:02:26.668162+00:00"
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     "https://modelscope.cn/models/voconly/whisper-large-v3-turbo-gguf|2026-08-26T04:39:43+00:00|Kunlunxin_p-800": {
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         "text-generation"
       ],
-      "updatedAt": "2026-10-13T00:57:18.559832+00:00"
+      "updatedAt": "2026-10-13T01:02:26.581986+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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@@ -5652,7 +5653,7 @@
         "text-generation",
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-      "updatedAt": "2026-10-13T00:57:18.460941+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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@@ -5660,7 +5661,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T00:56:38.746777+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": {
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@@ -5668,13 +5669,13 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-13T00:56:38.785780+00:00"
+      "updatedAt": "2026-10-13T01:01:51.749328+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|Kunlunxin_p-800": {
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         "text-generation"
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-      "updatedAt": "2026-10-13T00:56:38.929139+00:00"
+      "updatedAt": "2026-10-13T01:01:52.149945+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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@@ -5682,14 +5683,14 @@
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-      "updatedAt": "2026-10-13T00:56:38.889066+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|Mthreads_s4000": {
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         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T00:56:38.819529+00:00"
+      "updatedAt": "2026-10-13T01:01:51.852402+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": {
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@@ -5697,7 +5698,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T00:56:38.847429+00:00"
+      "updatedAt": "2026-10-13T01:01:51.957411+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": {
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@@ -5705,7 +5706,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T00:56:41.504677+00:00"
+      "updatedAt": "2026-10-13T01:01:54.202064+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-b4": {
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@@ -5713,13 +5714,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T00:56:41.546169+00:00"
+      "updatedAt": "2026-10-13T01:01:54.268343+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Kunlunxin_p-800": {
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         "text-generation"
       ],
-      "updatedAt": "2026-10-13T00:56:41.728525+00:00"
+      "updatedAt": "2026-10-13T01:01:54.678859+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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@@ -5727,14 +5728,14 @@
         "text-generation",
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-      "updatedAt": "2026-10-13T00:56:41.689604+00:00"
+      "updatedAt": "2026-10-13T01:01:54.583677+00:00"
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     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Mthreads_s4000": {
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         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-13T00:56:41.609828+00:00"
+      "updatedAt": "2026-10-13T01:01:54.371404+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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@@ -5742,7 +5743,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-13T00:56:41.647118+00:00"
+      "updatedAt": "2026-10-13T01:01:54.455294+00:00"
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   "taskTree": [
@@ -6425,6 +6426,6 @@
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   ],
-  "taskTreeUpdatedAt": "2026-10-13T00:54:13.770167+00:00",
+  "taskTreeUpdatedAt": "2026-10-13T00:59:24.550901+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 0850f92cd7..acafb979b0 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "b2f6e3a8b45d2667394f97e7df0b96c8808af77f8c7dbd35569db99f67d716cc",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "76b2e20a9afa68e90addab13046a966f32737466b3b346908e38db4fef378df8",
-    ".modelhub_state/official_capabilities.json": "d649e946d66f23f695897f1cf8564bea7813581190533a9798b7a8e7ca04397d",
+    ".modelhub_state/market_intelligence.json": "6eb07d2e82823efa939a38e7e607e39778e65e7a4506fc6f7cb4c8266ae498b1",
+    ".modelhub_state/official_capabilities.json": "1bf19454675bfb4964af9fbfd4df9b4966fb33196228eb54c72fa55ca108cbb9",
     ".modelhub_state/outcome_checkpoint.json": "1eb98d127eca02b41be09323863d8d5c0102cb4926b3f3e7cd1da06f2a79fcca",
     ".modelhub_state/queue_cleanup_latest.json": "95f3103fe08fd89cb5ed4eeba0bf625b08319c715c71230fc197b1fb46ab931f",
     ".modelhub_state/recent_outcomes.jsonl": "d5f3321c7c835be11fc790c6b04936eee563f577da3818cfa5dc8aa7c8332239",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "236b307a30e86e66375807fb11846d5fc7bf5486627405a242bb2eae033f64c3",
     "outcomes/submissions.jsonl": "abcc91a91606f33193039d5982fbe1f75ed3740173906f0c19fbb51876b0528e"
   },
-  "generation": 24147,
+  "generation": 24148,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-13T00:57:22.452830+00:00",
+  "updatedAt": "2026-10-13T01:02:29.342765+00:00",
   "writerId": "0b4d13138a434e929040a457f5ff8e93"
 }