diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 1fec453aaa..c7a5d7cb83 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-25T00:48:57.251235+00:00",
+  "generatedAt": "2026-10-25T00:50:50.240593+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index f2341d332a..c93a89ee57 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-25T00:45:14.275310+00:00",
+  "communityAttemptedAt": "2026-10-25T00:50:50.358162+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-25T00:48:57.351160+00:00",
+  "generatedAt": "2026-10-25T00:50:50.358162+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index d45c37c5da..9b0bfdfcf8 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T00:48:57.351160+00:00",
+  "catalogUpdatedAt": "2026-10-25T00:50:50.358162+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-25T00:48:57.351160+00:00",
+  "generatedAt": "2026-10-25T00:50:50.358162+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6137,6 +6137,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T00:48:57.351160+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T00:50:50.358162+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index d4563c9c37..b686e5b937 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3804,6 +3804,18 @@
 {"batchId": "b3082168f08a41d79c64de1eeaf1dc9f", "completedAt": "2026-10-24T23:12:59.480580+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T23:12:57.307432+00:00", "framework": "vllm_fix_tokenizer", "intentId": "d1bba9aa234e4998aeb8c73c7dccc6ed", "lastModified": "2026-10-21T15:40:57+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-25T00:49:18.866039+00:00", "repoId": "cyankiwi/AgentCPM-Explore-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5768525", "taskType": "text-generation"}
 {"batchId": "b30304a352e14ff3bf373c7827fbb274", "completedAt": "2026-10-24T23:37:30.189787+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T23:37:27.773890+00:00", "framework": "vllm_fix_tokenizer", "intentId": "2ff4fd5beb6342d08353cceaa28bfc85", "lastModified": "2026-10-21T16:56:28+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T00:49:18.868307+00:00", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5768837", "taskType": "text-generation"}
 {"batchId": "b58bd86e18574e0bb7215690132ffcd3", "completedAt": "2026-10-24T23:40:06.871486+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T23:40:04.552069+00:00", "framework": "vllm_fix_tokenizer", "intentId": "07a9702166fe4aa8b56883193253abfc", "lastModified": "2026-10-21T16:06:54+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/GLM-4.5-Air-Derestricted-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T00:49:18.866362+00:00", "repoId": "cyankiwi/GLM-4.5-Air-Derestricted-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5768869", "taskType": "text-generation"}
+{"batchId": "dd46d85091594fc299ddd69610e01630", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:50:51.057914+00:00", "framework": "vllm_tokenizer_patch", "intentId": "dd9d8873a6d549699b474f3c11cb97e6", "lastModified": "2026-10-21T16:56:28+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "dd46d85091594fc299ddd69610e01630", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:50:51.058015+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d25f532ea35e44f389aedbd5cb34a427", "lastModified": "2026-10-21T17:24:35+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Orchestrator-8B-AWQ-4bit", "repoId": "cyankiwi/Orchestrator-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "dd46d85091594fc299ddd69610e01630", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:50:51.058079+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3f5cd3a0e2e9437e8de1699bfe8ca963", "lastModified": "2026-10-21T16:38:25+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "dd46d85091594fc299ddd69610e01630", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:50:51.058120+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2dd1f65a7d3044ce8b33fe2c745c1c33", "lastModified": "2026-10-24T13:55:27+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "repoId": "cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "dd46d85091594fc299ddd69610e01630", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:50:51.058160+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c24f58c1f5254820869307626ea6f84e", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "dd46d85091594fc299ddd69610e01630", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:50:51.058209+00:00", "framework": "vllm_tokenizer_patch", "intentId": "60db6324a5d344129517ef0a2e2cdfc6", "lastModified": "2026-10-21T17:02:31+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-AWQ-4bit", "repoId": "cyankiwi/Nemotron-Cascade-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "dd46d85091594fc299ddd69610e01630", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:50:51.058248+00:00", "framework": "vllm_tokenizer_patch", "intentId": "500718b86e5d4ed0b7849c73174f489b", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "dd46d85091594fc299ddd69610e01630", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:50:51.058287+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d906d8d1bca0482eb2f9d51052039a89", "lastModified": "2026-10-21T16:31:43+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "dd46d85091594fc299ddd69610e01630", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:50:51.058326+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5a17ee5bccd54cf0970d0f5ec247c082", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "dd46d85091594fc299ddd69610e01630", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:50:51.058365+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f96a6374c3a845c6b9cf3330fdae1719", "lastModified": "2026-10-21T17:00:21+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2-8B-A1B-AWQ-4bit", "repoId": "cyankiwi/LFM2-8B-A1B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "dd46d85091594fc299ddd69610e01630", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:50:51.058404+00:00", "framework": "vllm_tokenizer_patch", "intentId": "205025f9ba3a4c7aaac9487419fd412a", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "dd46d85091594fc299ddd69610e01630", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:50:51.058443+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e6083591cf364bceb8f1741c47f8a01d", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "ce8a6ca676964a64aa74b0fafaf53e99", "completedAt": "2026-10-25T00:49:13.566651+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:48:58.084233+00:00", "framework": "vllm_tokenizer_patch", "intentId": "dcef61fad12e4a9199ad9f79b5ad10d0", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "ce8a6ca676964a64aa74b0fafaf53e99", "completedAt": "2026-10-25T00:49:13.566648+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:48:58.084196+00:00", "framework": "vllm_tokenizer_patch", "intentId": "01ade28ea52646ee8b42df6f8cbd8155", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "ce8a6ca676964a64aa74b0fafaf53e99", "completedAt": "2026-10-25T00:49:13.566645+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T00:48:58.084149+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7614126785cc4a0e97f19263cb290307", "repoId": "cyankiwi/LFM2-8B-A1B-AWQ-4bit", "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 ce75047f7b..12b54954cf 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "7af2c6dacd335af3f07c01dcde4b616bbb22d37bcc8733bf0cc906192d6d42b6",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "d7ee1beec0d64c4131c7343f7f4195d5b7f2e8a7f0f678bf2dc28f697f623499",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "e604ccaf75c04a8c815c2840b3aec37dbbbcf1563a3c683a1ded2724e962cae5",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "5e632258361bef403fae31bfd25b742bb3de0628b87e78c77e0123c34cbb80b8",
-    ".modelhub_state/official_capabilities.json": "29ceb6932308b440cf3e8e8280b73ab4cf6543b3048d79516ba5bcd2d7566878",
+    ".modelhub_state/market_intelligence.json": "4c93d6d1ac8b8bf35f4d80ce4c9ccf6cccabdae0cd6bfd143756bcd619ada458",
+    ".modelhub_state/official_capabilities.json": "b6d1dff9b2d3b1ec1205f1e4f722f711bdf42e4edc8e047e38371518f8eee6ce",
     ".modelhub_state/outcome_checkpoint.json": "42b916d11aa3336978fb7312d162fa90091b7bb78557da7972f0da1cde336c85",
     ".modelhub_state/queue_cleanup_latest.json": "c5f2f6b66a45af8932430af43c17d60c92c612aa90b2d9a8c8d880b10cb4548a",
     ".modelhub_state/recent_outcomes.jsonl": "2b47eefbc791922c41ffc311ff358f029dc9d79c2e9f617bb9298f6c1d0c8b60",
     ".modelhub_state/recovery_active_tasks.jsonl": "a2791b4952e962e0ecb0439a48149fe56529390bd0eafb2456739e0d5da15c62",
-    ".modelhub_state/recovery_intents.jsonl": "17a2296d7724a4a6dd4630be9c7e476c53d6579e08c868ed0b796b7fd9461695",
+    ".modelhub_state/recovery_intents.jsonl": "cec4ba315eff8c3f0cb333b07de0e4f1b4411dfd28a43244a2c58d37946e5171",
     ".modelhub_state/routing_intelligence.json": "9f7c89459944d398a16a26f1d1d9281fd66fcc8c0118da068e687b8f93d007dc",
     ".modelhub_state/submission_exclusions.jsonl": "ec0164a066e590a129ed69be5c4279284ccf1a85230e402be88754b03203581d",
     ".modelhub_state/worker_crashes.jsonl": "e436652d39bca5bcba31822ff9fb949a9d7ff0b7f509c170e258a53d7e01ce9a",
     "ledger/submissions.jsonl": "aa3db5edb0800cacdd5b8d4691155f10a0a49eaaa7d2ca06e1714f87e6f56338",
     "outcomes/submissions.jsonl": "2ac6610c7cd6d31d5a4044c5e41a889edfd1033d3a88a7f6196f54c277cfe829"
   },
-  "generation": 35047,
-  "phase": "cycle",
+  "generation": 35048,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T00:49:19.064401+00:00",
+  "updatedAt": "2026-10-25T00:50:51.298194+00:00",
   "writerId": "5c9906c400e2442789cb0c734d70dc03"
 }