diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 93d568897c..963e547172 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,7 +443,7 @@
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-  "generatedAt": "2026-10-12T14:17:02.959500+00:00",
+  "generatedAt": "2026-10-12T14:21:36.751687+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 06b76a3980..ecfb7e6da8 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-12T14:17:02.959500+00:00",
+  "catalogUpdatedAt": "2026-10-12T14:21:36.751687+00:00",
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@@ -56,7 +56,7 @@
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-  "generatedAt": "2026-10-12T14:19:28.059385+00:00",
+  "generatedAt": "2026-10-12T14:24:34.665598+00:00",
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@@ -156,14 +156,14 @@
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-      "updatedAt": "2026-10-12T14:19:02.551818+00:00"
+      "updatedAt": "2026-10-12T14:23:59.857760+00:00"
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-      "updatedAt": "2026-10-12T14:19:02.523727+00:00"
+      "updatedAt": "2026-10-12T14:23:59.770045+00:00"
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-      "updatedAt": "2026-10-12T14:19:03.442407+00:00"
+      "updatedAt": "2026-10-12T14:24:01.051620+00:00"
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@@ -179,7 +179,7 @@
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-      "updatedAt": "2026-10-12T14:19:03.559812+00:00"
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@@ -187,7 +187,7 @@
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-      "updatedAt": "2026-10-12T14:19:03.769503+00:00"
+      "updatedAt": "2026-10-12T14:24:01.453482+00:00"
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@@ -196,14 +196,14 @@
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-      "updatedAt": "2026-10-12T14:19:03.859604+00:00"
+      "updatedAt": "2026-10-12T14:24:01.551106+00:00"
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-      "updatedAt": "2026-10-12T14:19:03.675599+00:00"
+      "updatedAt": "2026-10-12T14:24:01.380968+00:00"
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@@ -211,7 +211,7 @@
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-      "updatedAt": "2026-10-12T14:19:03.482361+00:00"
+      "updatedAt": "2026-10-12T14:24:01.168003+00:00"
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@@ -219,7 +219,7 @@
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-      "updatedAt": "2026-10-12T14:19:03.185600+00:00"
+      "updatedAt": "2026-10-12T14:24:00.449765+00:00"
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@@ -227,7 +227,7 @@
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-      "updatedAt": "2026-10-12T14:19:03.376573+00:00"
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@@ -235,7 +235,7 @@
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-      "updatedAt": "2026-10-12T14:18:49.767669+00:00"
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-      "updatedAt": "2026-10-12T14:18:49.951419+00:00"
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-      "updatedAt": "2026-10-12T14:18:56.763334+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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@@ -467,7 +467,7 @@
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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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     "https://modelscope.cn/models/AtomicChat/DeepSeek-V4-Flash-0731-GGUF|2026-08-31T07:49:09+00:00|Iluvatar_mrv-100": {
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@@ -484,14 +484,14 @@
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+      "updatedAt": "2026-10-12T14:24:06.647292+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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+      "updatedAt": "2026-10-12T14:24:06.566886+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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@@ -499,7 +499,7 @@
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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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@@ -507,7 +507,7 @@
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       "taskTypes": [
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:09.355049+00:00"
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     "https://modelscope.cn/models/unsloth/GLM-5.3-GGUF|2026-08-29T22:38:37+00:00|hygon_k100-ai": {
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@@ -5916,7 +5917,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:09.259014+00:00"
+      "updatedAt": "2026-10-12T14:24:06.942053+00:00"
     },
     "https://modelscope.cn/models/voconly/Qwen3-ASR-1.7B-gguf|2026-08-26T04:39:32+00:00|Cambricon_mlu-370-x8": {
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@@ -5924,7 +5925,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:24.509237+00:00"
+      "updatedAt": "2026-10-12T14:24:30.299878+00:00"
     },
     "https://modelscope.cn/models/voconly/Qwen3-ASR-1.7B-gguf|2026-08-26T04:39:32+00:00|Iluvatar_mrv-100": {
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@@ -5933,7 +5934,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:24.580841+00:00"
+      "updatedAt": "2026-10-12T14:24:30.357513+00:00"
     },
     "https://modelscope.cn/models/voconly/cohere-transcribe-03-2026-gguf|2026-08-26T04:39:19+00:00|Cambricon_mlu-370-x8": {
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@@ -5941,7 +5942,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:24.775312+00:00"
+      "updatedAt": "2026-10-12T14:24:30.586038+00:00"
     },
     "https://modelscope.cn/models/voconly/cohere-transcribe-03-2026-gguf|2026-08-26T04:39:19+00:00|Iluvatar_mrv-100": {
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@@ -5950,7 +5951,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:24.860419+00:00"
+      "updatedAt": "2026-10-12T14:24:30.651644+00:00"
     },
     "https://modelscope.cn/models/voconly/nemotron-3.5-asr-streaming-0.6b-gguf|2026-08-26T04:39:25+00:00|Cambricon_mlu-370-x8": {
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@@ -5958,7 +5959,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:24.519914+00:00"
+      "updatedAt": "2026-10-12T14:24:30.530380+00:00"
     },
     "https://modelscope.cn/models/voconly/nemotron-3.5-asr-streaming-0.6b-gguf|2026-08-26T04:39:25+00:00|Iluvatar_mrv-100": {
       "taskTypes": [
@@ -5967,7 +5968,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:24.555107+00:00"
+      "updatedAt": "2026-10-12T14:24:30.561156+00:00"
     },
     "https://modelscope.cn/models/voconly/parakeet-unified-en-0.6b-gguf|2026-08-26T04:39:36+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
@@ -5975,7 +5976,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:24.187134+00:00"
+      "updatedAt": "2026-10-12T14:24:29.961501+00:00"
     },
     "https://modelscope.cn/models/voconly/parakeet-unified-en-0.6b-gguf|2026-08-26T04:39:36+00:00|Iluvatar_mrv-100": {
       "taskTypes": [
@@ -5984,7 +5985,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:24.276377+00:00"
+      "updatedAt": "2026-10-12T14:24:30.055623+00:00"
     },
     "https://modelscope.cn/models/voconly/whisper-large-v3-turbo-gguf|2026-08-26T04:39:43+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
@@ -5992,7 +5993,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:24.110231+00:00"
+      "updatedAt": "2026-10-12T14:24:29.706361+00:00"
     },
     "https://modelscope.cn/models/voconly/whisper-large-v3-turbo-gguf|2026-08-26T04:39:43+00:00|Iluvatar_mrv-100": {
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@@ -6001,7 +6002,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:24.154636+00:00"
+      "updatedAt": "2026-10-12T14:24:29.750193+00:00"
     },
     "https://modelscope.cn/models/z-lab/Qwen3.8-27B-DFlash2-GGUF|2026-08-25T14:22:45+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
@@ -6009,7 +6010,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:25.643615+00:00"
+      "updatedAt": "2026-10-12T14:24:31.417060+00:00"
     },
     "https://modelscope.cn/models/z-lab/Qwen3.8-27B-DFlash2-GGUF|2026-08-25T14:22:45+00:00|Iluvatar_mrv-100": {
       "taskTypes": [
@@ -6018,7 +6019,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:19:25.679652+00:00"
+      "updatedAt": "2026-10-12T14:24:31.475088+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-b3": {
       "taskTypes": [
@@ -6026,7 +6027,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:18:54.441755+00:00"
+      "updatedAt": "2026-10-12T14:23:51.564227+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": [
@@ -6034,7 +6035,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:18:54.562303+00:00"
+      "updatedAt": "2026-10-12T14:23:51.686767+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": [
@@ -6042,7 +6043,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:18:54.771746+00:00"
+      "updatedAt": "2026-10-12T14:23:51.794213+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": [
@@ -6051,14 +6052,14 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:18:54.864415+00:00"
+      "updatedAt": "2026-10-12T14:23:51.859143+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": "2026-10-12T14:18:54.665876+00:00"
+      "updatedAt": "2026-10-12T14:23:51.759101+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": [
@@ -6066,7 +6067,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:18:54.487145+00:00"
+      "updatedAt": "2026-10-12T14:23:51.650831+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Ascend_910-b3": {
       "taskTypes": [
@@ -6074,7 +6075,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:18:57.087911+00:00"
+      "updatedAt": "2026-10-12T14:23:54.206913+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Ascend_910-b4": {
       "taskTypes": [
@@ -6082,7 +6083,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:18:57.184592+00:00"
+      "updatedAt": "2026-10-12T14:23:54.296200+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": [
@@ -6090,7 +6091,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:18:57.368257+00:00"
+      "updatedAt": "2026-10-12T14:23:54.473108+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Iluvatar_mrv-100": {
       "taskTypes": [
@@ -6099,14 +6100,14 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:18:57.466353+00:00"
+      "updatedAt": "2026-10-12T14:23:54.566591+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": "2026-10-12T14:18:57.263822+00:00"
+      "updatedAt": "2026-10-12T14:23:54.366111+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|hygon_k100-ai": {
       "taskTypes": [
@@ -6114,7 +6115,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-12T14:18:57.151147+00:00"
+      "updatedAt": "2026-10-12T14:23:54.264048+00:00"
     }
   },
   "taskTree": [
@@ -6797,6 +6798,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-12T14:17:02.959500+00:00",
+  "taskTreeUpdatedAt": "2026-10-12T14:21:36.751687+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 5b19885576..7951a597c4 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "01d8953651e4b4c3681a476941882743cbf141a275c1c0764712d717f8a58103",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "efd9b53da6e9895cca0c8ec2be343734b28abfa9a3af724d12d3ac9976b7e5a6",
-    ".modelhub_state/official_capabilities.json": "edd218d44de2bac7a7ad551822266d9a84d3a66decc2e8a9790695e46be2a4b7",
+    ".modelhub_state/market_intelligence.json": "68063234131aa7c9e26141b41f3581dc1a5dd76184e83dd9532413e483b53c56",
+    ".modelhub_state/official_capabilities.json": "429ae42f0ba96b379b04b4ad0512415d03aa9677e665aabf0b8ac23700dfb96a",
     ".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": "60f2ed9177700c276c209de8688eda4d29796e00bc93bb0ae98af3c06249c43a",
     "outcomes/submissions.jsonl": "243212869da8c178760008e15a623d86580bb969754b647c33b25f0f0ade3fdc"
   },
-  "generation": 24008,
+  "generation": 24009,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-12T14:19:29.219157+00:00",
+  "updatedAt": "2026-10-12T14:24:35.827238+00:00",
   "writerId": "0b4d13138a434e929040a457f5ff8e93"
 }