diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 7b056e4e0e..9e1832f01b 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-22T16:07:23.465654+00:00",
+  "generatedAt": "2026-10-22T16:09:33.345769+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index d7c964e0be..150ef9900e 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-22T16:03:30.361588+00:00",
+  "communityAttemptedAt": "2026-10-22T16:09:33.461089+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-22T16:07:23.656862+00:00",
+  "generatedAt": "2026-10-22T16:09:33.461089+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 6f9f137ed0..d2927f9c72 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-22T16:07:23.656862+00:00",
+  "catalogUpdatedAt": "2026-10-22T16:09:33.461089+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-22T16:07:23.656862+00:00",
+  "generatedAt": "2026-10-22T16:09:33.461089+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -7046,6 +7046,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-22T16:07:23.656862+00:00",
+  "taskTreeUpdatedAt": "2026-10-22T16:09:33.461089+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 90dc85658e..c428c88d37 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3719,6 +3719,18 @@
 {"batchId": "be636822c97d40b9ae9c6cec9f5d0720", "completedAt": "2026-10-22T12:45:04.138306+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T12:45:01.849537+00:00", "framework": "vllm_tokenizer_patch", "intentId": "47ed30c4f66041b79e5ad68daeefb1bb", "lastModified": "2026-10-21T16:56:31+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-22T16:08:01.215648+00:00", "repoId": "cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5717983", "taskType": "text-generation"}
 {"batchId": "3e7764629cb34352a7770fb1f792639a", "completedAt": "2026-10-22T13:03:03.977606+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T13:03:01.228986+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f09b3d6bd65d4058a3497e27d4c7bbfe", "lastModified": "2026-10-21T17:00:21+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2-8B-A1B-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-22T16:08:01.214232+00:00", "repoId": "cyankiwi/LFM2-8B-A1B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5718269", "taskType": "text-generation"}
 {"batchId": "4c92b98c1bb4429fb9d0da1c66f0c677", "completedAt": "2026-10-22T14:09:41.731502+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-22T14:09:39.090660+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0255e6cc723f4b598a38ac25833a826f", "lastModified": "2026-10-21T15:59:12+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-22T16:08:01.216074+00:00", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5719482", "taskType": "text-generation"}
+{"batchId": "3beed82e01924fbcb6ff354c70f6d4ca", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:09:34.243309+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c759b8f328664235896d0e2711d1aa43", "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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "3beed82e01924fbcb6ff354c70f6d4ca", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:09:34.243424+00:00", "framework": "vllm_tokenizer_patch", "intentId": "03d7b158ac96494cb8bd763420ed702c", "lastModified": "2026-10-21T16:56:31+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "repoId": "cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "3beed82e01924fbcb6ff354c70f6d4ca", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:09:34.243473+00:00", "framework": "vllm_tokenizer_patch", "intentId": "532acc1d2d7c4f7cad272237c0807d08", "lastModified": "2026-10-21T16:02:35+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Hermes-4.3-36B-AWQ-8bit", "repoId": "cyankiwi/Hermes-4.3-36B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "3beed82e01924fbcb6ff354c70f6d4ca", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:09:34.243519+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1ae05a6f346b4312a3d92fd13430a713", "lastModified": "2026-10-21T17:08:03+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-8bit", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "3beed82e01924fbcb6ff354c70f6d4ca", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:09:34.243564+00:00", "framework": "vllm_tokenizer_patch", "intentId": "414cd86e45744742861b7266e07ced2e", "lastModified": "2026-10-21T17:19:37+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-8bit", "repoId": "cyankiwi/KAT-Dev-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "3beed82e01924fbcb6ff354c70f6d4ca", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:09:34.243609+00:00", "framework": "llamacpp", "intentId": "b135b38886374f6bbb1d41adf5a753bc", "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": "3beed82e01924fbcb6ff354c70f6d4ca", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:09:34.243666+00:00", "framework": "vllm_tokenizer_patch", "intentId": "436566f23a2742f4a8c296563fff3ff8", "lastModified": "2026-10-22T01:37:07+00:00", "modelAddress": "https://modelscope.cn/models/RecursiveSI/flint-int4", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "3beed82e01924fbcb6ff354c70f6d4ca", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:09:34.243720+00:00", "framework": "vllm_tokenizer_patch", "intentId": "926cbbb95e554b3d83fa88a6fe8b6f8a", "lastModified": "2026-10-21T16:19:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "3beed82e01924fbcb6ff354c70f6d4ca", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:09:34.243771+00:00", "framework": "vllm_tokenizer_patch", "intentId": "674dff63d5234494b4860899cb522492", "lastModified": "2026-10-21T15:53:43+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-4bit", "repoId": "cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "3beed82e01924fbcb6ff354c70f6d4ca", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:09:34.243822+00:00", "framework": "vllm_tokenizer_patch", "intentId": "87b5319bc61945daa361d0b348927323", "lastModified": "2026-10-21T16:49:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "3beed82e01924fbcb6ff354c70f6d4ca", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:09:34.243872+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8188b104994e4b4f87b4bb42802a10d2", "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": "3beed82e01924fbcb6ff354c70f6d4ca", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:09:34.243923+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a331ce6145554ddaab317d89b4d49fba", "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": "9deacc7d4ace450ab1dde5532cb14868", "completedAt": "2026-10-22T16:07:33.225257+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:07:29.850120+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9ac45a54d8f84533993541904198405d", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "9deacc7d4ace450ab1dde5532cb14868", "completedAt": "2026-10-22T16:07:33.225254+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:07:29.850071+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7c99d21405d64bda8b3cd1201b35d8c7", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "9deacc7d4ace450ab1dde5532cb14868", "completedAt": "2026-10-22T16:07:33.225251+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:07:29.850021+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8ee9611eef7e493d8e2c05558a68449b", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index ce756fb35c..bb604b2c04 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "d7ea0d18775278c105d7fbf4d5faeae2b6c3e499a30a6a41bec32df28683174f",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "0ef1134ddc692930622d143ef5b9fbbe0a7dd32cfb052202a60b0d9a2e5237ed",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "ae708390e30bbdba5e9517c4f06d612d18c53a729283c6487e167abd1c79d91b",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "992e39adb991b6ce5cc9f7aac5294a6291bc33ccc7ae6e6c6490af2f5a2a8ba9",
-    ".modelhub_state/official_capabilities.json": "eb173c07f009454407eb7aec2054ec774c6a81c008ad843c8aab7ceb0157a96e",
+    ".modelhub_state/market_intelligence.json": "fa6b37de1452149cbc7ae3c2762e3f9a2ad90fd10d42fc498cf73466224557f4",
+    ".modelhub_state/official_capabilities.json": "3d5ce7eeb4b9deee5d4e9b68bce02a731a80c49127f92808fee2efdb420c6fa6",
     ".modelhub_state/outcome_checkpoint.json": "0de0f05819167e7f02a3346d45188aaccad971c301440a835aaf75808c3b3111",
     ".modelhub_state/queue_cleanup_latest.json": "15524a78d72a9dfcf93d47e08e177e30962e05cc84598ab5f3021a575b9839bc",
     ".modelhub_state/recent_outcomes.jsonl": "50cf2882a87a968318fad67534eaaeb4afe724e5b2a616846ccfe9e71beb33b2",
     ".modelhub_state/recovery_active_tasks.jsonl": "cdbc48be70ff0bc4c868d9c5d1afc01329dccc950d772a2c034d03c95f0ff5d9",
-    ".modelhub_state/recovery_intents.jsonl": "9c4b7fd485b88bacc56fb2c63b1e9427f6aa7272fab03acb936081e2182ca257",
+    ".modelhub_state/recovery_intents.jsonl": "65b02e47c16e6dfca5d99e5d47bf84d1bfa356669ba986ab1cb03140f712e9d3",
     ".modelhub_state/routing_intelligence.json": "8ebaf1521840c269ab7108d6ad6e72461136e708df0616cc8ed9de14c45ff623",
     ".modelhub_state/submission_exclusions.jsonl": "e2677e09d968a0c44c65d7c030b9c8ea2c9d39dc378ce302c2a309ab54d600d9",
     ".modelhub_state/worker_crashes.jsonl": "50e3ab320d986c635b0d4cb9b1de107b33f9ab8864ff5aa9ca00e1b4af9f30cc",
     "ledger/submissions.jsonl": "aa3933a2f7aee9e66e740dfac68076c13b564354ae140a8e7541c40dd02fd511",
     "outcomes/submissions.jsonl": "ea85c347b3f4352d3306bc6525761559c4e9301119b09b3e4355ce2e718fe1c2"
   },
-  "generation": 29695,
-  "phase": "cycle",
+  "generation": 29696,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-22T16:08:01.422632+00:00",
+  "updatedAt": "2026-10-22T16:09:34.417452+00:00",
   "writerId": "a94e2cbdfb3d4160878859cdc87771b0"
 }