diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index de63f056aa..0576d7d268 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T02:26:30.260485+00:00",
+  "generatedAt": "2026-10-24T02:28:10.765545+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 9f4b52ea8e..3aa75c09e3 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-24T02:22:51.357582+00:00",
+  "communityAttemptedAt": "2026-10-24T02:28:10.857391+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T02:26:30.361412+00:00",
+  "generatedAt": "2026-10-24T02:28:10.857391+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 646ef47108..006b4801a2 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T02:26:30.361412+00:00",
+  "catalogUpdatedAt": "2026-10-24T02:28:10.857391+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T02:26:30.857369+00:00",
+  "generatedAt": "2026-10-24T02:28:10.857391+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6459,6 +6459,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T02:26:30.361412+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T02:28:10.857391+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 07afbb4380..5bd45bdbb7 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3737,6 +3737,18 @@
 {"batchId": "b161c8b0cf074d4c8e172ff4c360f15d", "completedAt": "2026-10-24T00:34:04.793612+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T00:34:02.106698+00:00", "framework": "vllm_tokenizer_patch", "intentId": "59b748ebc4414a2e83a92b19acee9a75", "lastModified": "2026-10-21T16:49:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T02:26:38.885898+00:00", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5749178", "taskType": "text-generation"}
 {"batchId": "b161c8b0cf074d4c8e172ff4c360f15d", "completedAt": "2026-10-24T00:34:04.793619+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T00:34:02.106823+00:00", "framework": "vllm_tokenizer_patch", "intentId": "37982ccf180143189e9d40c8cabf6355", "lastModified": "2026-10-21T16:31:43+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-24T02:26:38.884445+00:00", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5749179", "taskType": "text-generation"}
 {"batchId": "b161c8b0cf074d4c8e172ff4c360f15d", "completedAt": "2026-10-24T00:34:04.793624+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T00:34:02.106907+00:00", "framework": "vllm_tokenizer_patch", "intentId": "52873d65edff42adbbf837e838bd9b4f", "lastModified": "2026-10-21T17:09:55+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-24T02:26:38.884703+00:00", "repoId": "cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5749180", "taskType": "text-generation"}
+{"batchId": "d94d33dcbb20401fb88b7302f9faee23", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:28:11.526669+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c7f997f39a9044bfadc7476954d24572", "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": "d94d33dcbb20401fb88b7302f9faee23", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:28:11.526779+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ecc8343910824136875f0c74d5f428df", "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": "d94d33dcbb20401fb88b7302f9faee23", "configFingerprint": "5e92ea80b8a14e9d9df4a8021a55a75630c3df70ad5d06be579f5b260e3acbbe", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:28:11.526828+00:00", "framework": "llamacpp", "intentId": "6c5aec9f798843cab4a9dd5ce687d179", "lastModified": "2026-10-21T18:27:55+00:00", "modelAddress": "https://modelscope.cn/models/prithivMLmods/XHToken-Spark-X2.6-4B-GGUF", "repoId": "prithivMLmods/XHToken-Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "d94d33dcbb20401fb88b7302f9faee23", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:28:11.526886+00:00", "framework": "llamacpp", "intentId": "f9fc9a4eb78841c9b54dba32b9fcf0e0", "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": "d94d33dcbb20401fb88b7302f9faee23", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:28:11.526940+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0a52b38a08db403d8f5c383800fd92d7", "lastModified": "2026-10-24T00:34:29+00:00", "modelAddress": "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P", "repoId": "ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "d94d33dcbb20401fb88b7302f9faee23", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:28:11.526993+00:00", "framework": "vllm_tokenizer_patch", "intentId": "fe95fa2e1cff4cc6b1b92b181f05789d", "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": "d94d33dcbb20401fb88b7302f9faee23", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:28:11.527044+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8a117d53cfd84b1796eeb325b5fb3f74", "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": "d94d33dcbb20401fb88b7302f9faee23", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:28:11.527093+00:00", "framework": "vllm_tokenizer_patch", "intentId": "675d1501c162483898358b1f19cf6bc6", "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": "d94d33dcbb20401fb88b7302f9faee23", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:28:11.527131+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f4146bd1369a488ebcb658953996ca67", "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": "d94d33dcbb20401fb88b7302f9faee23", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:28:11.527169+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7d46440061e64518900da2271a701272", "lastModified": "2026-10-23T13:17:05+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": "d94d33dcbb20401fb88b7302f9faee23", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:28:11.527224+00:00", "framework": "vllm_tokenizer_patch", "intentId": "48fa836ccc2f495d91e0ce3b456181c6", "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": "d94d33dcbb20401fb88b7302f9faee23", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:28:11.527261+00:00", "framework": "vllm_tokenizer_patch", "intentId": "395f2b6cfe29446f9cfcb5a5e449d5f8", "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": "d52222be2a2a46ffaaa82038104f0ba3", "completedAt": "2026-10-24T02:26:34.198023+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:26:31.295198+00:00", "framework": "vllm_tokenizer_patch", "intentId": "73c17ca1bc044ae98240a5dec952d118", "repoId": "cyankiwi/MiniCPM-SALA-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "d52222be2a2a46ffaaa82038104f0ba3", "completedAt": "2026-10-24T02:26:34.198021+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:26:31.295151+00:00", "framework": "vllm_tokenizer_patch", "intentId": "162ce1cd16de42ce9e3e14ffdf7d254c", "repoId": "cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "d52222be2a2a46ffaaa82038104f0ba3", "completedAt": "2026-10-24T02:26:34.198018+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:26:31.295113+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0512f34aa70e46e084542674485c7e7e", "repoId": "ukisai/Swift-1.5-4bit-MLX", "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 aaa5fb0855..eae52951ce 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "ee6d626b2c62042c6de6418042ed9c22bad0cad75f45cc0330bb65528fcdde41",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "5a28b09329876836fc5be2b466617cee9f9c565ef47f8e80e7eba95ff6cbc698",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "d9effd91c22f50bb8f64ea0f21aa31161fd7e8cde45c7b93f33a0e78724fa540",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "a9d085b36dfb4e25a0bd23e1d7b6e7a84b84ad224fe27df556bc8caf8b147c7b",
-    ".modelhub_state/official_capabilities.json": "c40f8af8c1954257e09cbee31622170cb435f07a689e2ebc077a1559360abdc8",
+    ".modelhub_state/market_intelligence.json": "e14ff31e1ba4f1b71152ec6857265726ebd620d5e97116c1a0ae8d972e10902b",
+    ".modelhub_state/official_capabilities.json": "9a266542fbd36498a5f2565cd64fad9bd00cbdbe946c8bd770800030a8c5e69a",
     ".modelhub_state/outcome_checkpoint.json": "975aca991daf3a83cbce3798fdf80cdda0a441d794616d1b05ff570663cf26ce",
     ".modelhub_state/queue_cleanup_latest.json": "726912dd0919b8a7b9981e8e2fbeecd4fec4a978bc0ebeafc884ebf007ec1a76",
     ".modelhub_state/recent_outcomes.jsonl": "c86864152c81680d9b52f2d8dd585fb6b34855b70cf47c5ce1024b7c37e05c03",
     ".modelhub_state/recovery_active_tasks.jsonl": "0ec669f752e5a0150b33fc822793225cb2a9bbc663547cb106d03cf9ca570a73",
-    ".modelhub_state/recovery_intents.jsonl": "2db5c40cc3fb9e029351b89576c7b03e6aaca406d045af3ca3b4672ba07246d7",
+    ".modelhub_state/recovery_intents.jsonl": "753ccd5a01dba9e7f267fc27e847438e3aa8d51b3c4a1b73d53fdc871c4f9181",
     ".modelhub_state/routing_intelligence.json": "0b002c4b574fc8e2331295a7e81e9252f5a83c0a472c5624c9ea8b0c0570074d",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "420815fdc492b8e10445c82e3688a8a007acc9958c44b879b420768158b50deb",
     "ledger/submissions.jsonl": "891b1b94be9ba7a0fdc4d6bde82aa403911cadacb5a86eb867a997165c4de080",
     "outcomes/submissions.jsonl": "0a0819b61fe3634ec069c5c16ec2f34084816384129b03eb47343210b616451e"
   },
-  "generation": 32836,
-  "phase": "cycle",
+  "generation": 32837,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T02:26:39.078090+00:00",
+  "updatedAt": "2026-10-24T02:28:11.697411+00:00",
   "writerId": "0b3ec6eb8d2f4d0595f6b37ff80185c2"
 }