diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 80c950530c..1e327ad691 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -487,7 +487,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T03:12:42.861774+00:00",
+  "generatedAt": "2026-10-23T03:14:25.038579+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 9143e496f2..374da7c274 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-23T03:09:13.367124+00:00",
+  "communityAttemptedAt": "2026-10-23T03:14:25.162808+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T03:12:42.966972+00:00",
+  "generatedAt": "2026-10-23T03:14:25.162808+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index ffd881a888..1360672625 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T03:12:42.966972+00:00",
+  "catalogUpdatedAt": "2026-10-23T03:14:25.162808+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T03:12:42.966972+00:00",
+  "generatedAt": "2026-10-23T03:14:25.162808+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6382,6 +6382,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T03:12:42.966972+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T03:14:25.162808+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 78f7017c00..8f6443bbe3 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3727,6 +3727,18 @@
 {"batchId": "d951efdc91554b1eb41d1bbf3ae1e0d7", "completedAt": "2026-10-22T20:21:06.258245+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T20:21:03.557699+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a36c6ca0622d46fc8f09c65b58529360", "lastModified": "2026-10-22T13:57:14+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "reason": null, "reconciledAt": "2026-10-23T03:12:53.162554+00:00", "repoId": "cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5724977", "taskType": "text-generation"}
 {"batchId": "4da72fb9df654621af214d2580119d18", "completedAt": "2026-10-22T20:25:26.110649+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T20:25:23.630397+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5bcde5a40eb543eeb24ce85c99821717", "lastModified": "2026-10-21T16:49:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-23T03:12:53.166139+00:00", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5725025", "taskType": "text-generation"}
 {"batchId": "e72c464f837541da9c1da8886bf58419", "completedAt": "2026-10-22T22:44:16.149243+00:00", "configFingerprint": "1d8ba6e2bf36aa47c80ff7bd95383cf1571f55e0a76760eb56b3f847863afa7f", "configSource": "modelhub_live", "createdAt": "2026-10-22T22:44:13.585401+00:00", "framework": "llamacpp", "intentId": "3669a4afc92a4768b586a1925807bb3c", "lastModified": "2026-10-22T14:16:42+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF", "reason": null, "reconciledAt": "2026-10-23T03:12:53.166134+00:00", "repoId": "InternScience/Sage-A1.5-Q8_0-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "hygon_k100-ai", "taskId": "5726692", "taskType": "text-generation"}
+{"batchId": "57d9395486f44198b6787c8ee1681ee5", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:14:25.908804+00:00", "framework": "llamacpp", "intentId": "7bafb0c763794b08b7f54da2c90cc129", "lastModified": "2026-10-21T18:16:46+00:00", "modelAddress": "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF", "repoId": "AtomicChat/Qwen3.5-9B-DFlash-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "57d9395486f44198b6787c8ee1681ee5", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:14:25.908937+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ee7a740eaeaa47b7a41b4051ec780741", "lastModified": "2026-10-21T16:58:14+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-4bit", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "57d9395486f44198b6787c8ee1681ee5", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:14:25.908996+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b8534084991346738ff90e6e0acca9ac", "lastModified": "2026-10-21T16:41:10+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "57d9395486f44198b6787c8ee1681ee5", "configFingerprint": "91915287b76ea7e05cad914ff86bc370079e1da493390c06596dc5d6300af314", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:14:25.909048+00:00", "framework": "llamacpp", "intentId": "f6209ca0a28f4fd9be52ae02a1c9ce28", "lastModified": "2026-10-22T14:16:42+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF", "repoId": "InternScience/Sage-A1.5-Q8_0-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "pending", "targetGpu": "Mthreads_s4000", "taskType": "text-generation"}
+{"batchId": "57d9395486f44198b6787c8ee1681ee5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:14:25.909105+00:00", "framework": "vllm_tokenizer_patch", "intentId": "bb7684440f534616923aa694fe9ed83b", "lastModified": "2026-10-21T16:33:24+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Qwen3-4B-Instruct-2507-AWQ-4bit", "repoId": "cyankiwi/Qwen3-4B-Instruct-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "57d9395486f44198b6787c8ee1681ee5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:14:25.909147+00:00", "framework": "vllm_tokenizer_patch", "intentId": "29659f1e8f184374aab7f609c8ae0f4a", "lastModified": "2026-10-21T16:31:51+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "57d9395486f44198b6787c8ee1681ee5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:14:25.909194+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0c837b450d9d4e75af415c3d0abedcb1", "lastModified": "2026-10-22T13:58:47+00:00", "modelAddress": "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX", "repoId": "ukisai/Swift-1.5-4bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "57d9395486f44198b6787c8ee1681ee5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:14:25.909233+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9aedcdaecf9541ec96babfa974be9c05", "lastModified": "2026-10-21T17:21:19+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "repoId": "cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "57d9395486f44198b6787c8ee1681ee5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:14:25.909271+00:00", "framework": "vllm_tokenizer_patch", "intentId": "75681891940b41efbba2ba806e81fa3a", "lastModified": "2026-10-21T17:03:19+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiniCPM-SALA-AWQ-4bit", "repoId": "cyankiwi/MiniCPM-SALA-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "57d9395486f44198b6787c8ee1681ee5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:14:25.909308+00:00", "framework": "vllm_tokenizer_patch", "intentId": "149487f16e734ed5bfe97c70d718b2c8", "lastModified": "2026-10-21T19:08:10+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "57d9395486f44198b6787c8ee1681ee5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:14:25.909347+00:00", "framework": "vllm_tokenizer_patch", "intentId": "71bcda901fe3441b856bb3c598ce89f3", "lastModified": "2026-10-22T01:37:07+00:00", "modelAddress": "https://modelscope.cn/models/RecursiveSI/flint-int4", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "57d9395486f44198b6787c8ee1681ee5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:14:25.909385+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d0de966522304b90935f7ec33a846aec", "lastModified": "2026-10-22T13:17:57+00:00", "modelAddress": "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX", "repoId": "ukisai/Swift-1.5-5bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "9813daadc03143c89cf862818d2b3ed7", "completedAt": "2026-10-23T03:12:46.886936+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:12:43.918219+00:00", "framework": "vllm_tokenizer_patch", "intentId": "88c7bc4a90d14c8aad2fd0f8a528216c", "repoId": "ukisai/Swift-1.5-5bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "9813daadc03143c89cf862818d2b3ed7", "completedAt": "2026-10-23T03:12:46.886933+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:12:43.918182+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a4dbbbeea065448990e197b66987a129", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "9813daadc03143c89cf862818d2b3ed7", "completedAt": "2026-10-23T03:12:46.886930+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T03:12:43.918140+00:00", "framework": "vllm_tokenizer_patch", "intentId": "987a95fe04e946dc95a766dc79cceeef", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index b238e487aa..54fac37871 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "e556d98155400cc56c8319f9106bebcac015c6f23ef5f21ed86ab75e298c0ef6",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "3f8efc091057bfd52e4aff4915ca99ec7d3b1e4f3dd2a26397b9d88039e8d5ba",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "21672dd5a807cc269bd514e41842539b2491618bdd5e0b5d035d4c6a94315fe6",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "881f91d386113a4d791e82df5574599c41aac6fda5b27084259bf66e6c277cf5",
-    ".modelhub_state/official_capabilities.json": "f7593bbb66a36eb168c5d7a84a76c51f1ccf4cd4733e7675463e46806fc6c538",
+    ".modelhub_state/market_intelligence.json": "5eeb0e7fab4d7ac2c83e48c22ac23ac67b9d8eae0747fb45d4e4e8240d6127fb",
+    ".modelhub_state/official_capabilities.json": "3fc09943142a6e1ea4cb291e65709656b533531de27297bd4ae82f4b27c6ceae",
     ".modelhub_state/outcome_checkpoint.json": "d7d734b638d2825dafde0ceb1653d4da90b9a2161d586dd4b8a80e969fb57c01",
     ".modelhub_state/queue_cleanup_latest.json": "f5c6a7a2fc1c4414df13c85e3cb67c1605111cc1b0383163de9820194d12893d",
     ".modelhub_state/recent_outcomes.jsonl": "f04a994c42079738067b730766ca245348ccdb986569f5d71e2142155dd29be9",
     ".modelhub_state/recovery_active_tasks.jsonl": "342b25ff45b804628de36bd17402440afa9232dfa6a36a531699ffcf286dafe0",
-    ".modelhub_state/recovery_intents.jsonl": "2e6bced0eca960ace8cc5c92e0a13f44892ea1798cc2ce73c1adabb7a92e3ce4",
+    ".modelhub_state/recovery_intents.jsonl": "f92ae3239e690d1f705fbae234f5429c71edf98af671aef6891957eaa15bf93f",
     ".modelhub_state/routing_intelligence.json": "ea17c5685d9dde9e68b6ee77cfc4c4594e3354a277f1e117472db5046ece0682",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "79a82e0be7257a319accaac998e3a6ffc2ee298cd8277e80ede1ae8a4592226f",
     "ledger/submissions.jsonl": "7ed8eeff33a95af4e4641f8417f5dc2d7ac11e38c839de2c1ef950dddb07bb33",
     "outcomes/submissions.jsonl": "0a73698ba92f97ba39aa8b1db4b292ed431a0055b7952d26fd7d429617488e0b"
   },
-  "generation": 30707,
-  "phase": "cycle",
+  "generation": 30708,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T03:12:53.423692+00:00",
+  "updatedAt": "2026-10-23T03:14:26.104358+00:00",
   "writerId": "0f7b062a06b54242af2a262608ef306f"
 }