diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 710b12c67c..f0c1538e05 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T17:57:38.436993+00:00",
+  "generatedAt": "2026-10-24T17:59:22.338857+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index ca371ce310..a417627962 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T17:57:38.558614+00:00",
+  "generatedAt": "2026-10-24T17:59:22.453313+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 15290727fb..e658178e03 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T17:57:38.558614+00:00",
+  "catalogUpdatedAt": "2026-10-24T17:59:22.453313+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T17:57:38.558614+00:00",
+  "generatedAt": "2026-10-24T17:59:22.453313+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6536,6 +6536,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T17:57:38.558614+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T17:59:22.453313+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index ca102b1f3c..f4ebaadaa2 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3782,6 +3782,18 @@
 {"batchId": "867dc49e7d1649c2b43b051e02bb1c67", "completedAt": "2026-10-24T16:46:26.001248+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T16:46:23.572999+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d0dca5be96b0483ebe24e1c202615419", "lastModified": "2026-10-24T13:55:27+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "reason": null, "reconciledAt": "2026-10-24T17:57:50.338462+00:00", "repoId": "cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5763860", "taskType": "text-generation"}
 {"batchId": "02558387be9f43c9baf0fbe07ee4a561", "completedAt": "2026-10-24T17:28:53.483195+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:28:39.397424+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3a371ff01b954b5898cf60469856b41a", "lastModified": "2026-10-21T14:17:13+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.0-30B-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T17:57:50.340421+00:00", "repoId": "cyankiwi/MiroThinker-v1.0-30B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5764371", "taskType": "text-generation"}
 {"batchId": "eb18582ad6234ec4a148bb570272e852", "completedAt": "2026-10-24T17:55:09.689347+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:55:06.635090+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a8cd9df84669426db58b37f1dd7cbe77", "lastModified": "2026-10-22T14:14:09+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8", "reason": null, "reconciledAt": "2026-10-24T17:57:50.340417+00:00", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5764732", "taskType": "text-generation"}
+{"batchId": "341ae01dba7342d29df71ee03a42081e", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:59:23.362876+00:00", "framework": "vllm_tokenizer_patch", "intentId": "177ba46e12ad4874afdb6c920d357168", "lastModified": "2026-10-21T16:21:36+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/AgentCPM-Report-AWQ-8bit", "repoId": "cyankiwi/AgentCPM-Report-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "341ae01dba7342d29df71ee03a42081e", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:59:23.362974+00:00", "framework": "vllm_tokenizer_patch", "intentId": "873d4e4079794b7683bc5441a48695e2", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "341ae01dba7342d29df71ee03a42081e", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:59:23.363022+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4d88402b3f844dd1b61d5fec1ef39b1e", "lastModified": "2026-10-24T12:01:13+00:00", "modelAddress": "https://modelscope.cn/models/kakarotter/calix", "repoId": "kakarotter/calix", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "341ae01dba7342d29df71ee03a42081e", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:59:23.363066+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9fa1a6d31b704816ada6e2a47043039e", "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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "341ae01dba7342d29df71ee03a42081e", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:59:23.363109+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0cdf2bbc71824a669ba541c19ee13bea", "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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "341ae01dba7342d29df71ee03a42081e", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:59:23.363152+00:00", "framework": "vllm_tokenizer_patch", "intentId": "eb112946e8a14d74bda59a0078196cf4", "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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "341ae01dba7342d29df71ee03a42081e", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:59:23.363208+00:00", "framework": "vllm_fix_tokenizer", "intentId": "3219214d84ca4a8a9546ddec333ce297", "lastModified": "2026-10-21T19:51:23+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/NVIDIA-Nemotron-3-Super-120B-A12B-AWQ-4bit", "repoId": "cyankiwi/NVIDIA-Nemotron-3-Super-120B-A12B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "341ae01dba7342d29df71ee03a42081e", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:59:23.363255+00:00", "framework": "vllm_fix_tokenizer", "intentId": "e9d8851a371a4dd897a8b4bc9a37cdfa", "lastModified": "2026-10-21T17:12:30+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiniMax-M2.5-REAP-139B-A10B-AWQ-4bit", "repoId": "cyankiwi/MiniMax-M2.5-REAP-139B-A10B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "341ae01dba7342d29df71ee03a42081e", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:59:23.363300+00:00", "framework": "vllm_fix_tokenizer", "intentId": "fb492786c78f411ea69002044fb3af83", "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": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "341ae01dba7342d29df71ee03a42081e", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:59:23.363342+00:00", "framework": "vllm_fix_tokenizer", "intentId": "38cd478abed846a3aa770fbf2faef693", "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": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "341ae01dba7342d29df71ee03a42081e", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:59:23.363385+00:00", "framework": "vllm_fix_tokenizer", "intentId": "2bbfbbc595084e14a3292988bf969d6c", "lastModified": "2026-10-22T14:13:07+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5", "repoId": "InternScience/Sage-A1.5", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "341ae01dba7342d29df71ee03a42081e", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:59:23.363427+00:00", "framework": "vllm_fix_tokenizer", "intentId": "38f6c4c1fbc1438da4698804e034a1d9", "lastModified": "2026-10-21T16:19:52+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "repoId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
 {"batchId": "b9d30f86b96c41c39a31f3d021c317f4", "completedAt": "2026-10-24T17:57:47.524819+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:57:44.483715+00:00", "framework": "vllm_fix_tokenizer", "intentId": "d1208302a95d4ee1aa198201a418ec56", "repoId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
 {"batchId": "b9d30f86b96c41c39a31f3d021c317f4", "completedAt": "2026-10-24T17:57:47.524816+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:57:44.483640+00:00", "framework": "vllm_fix_tokenizer", "intentId": "1e948a61b0f841b3bb56f025eb717d5c", "repoId": "InternScience/Sage-A1.5", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
 {"batchId": "b9d30f86b96c41c39a31f3d021c317f4", "completedAt": "2026-10-24T17:57:47.524813+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:57:44.483564+00:00", "framework": "vllm_fix_tokenizer", "intentId": "8baf47db86624a47ace7dbd555646a8c", "repoId": "cyankiwi/MiniCPM-SALA-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 935aaaa472..6dec02539f 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "0f41b4e03cda8c75bb68a4e0ac3e3f33b42160d0d291ae6d25e95c21f678c9c9",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "33c9ad882e2b54cd02e893bdaf85d0a2d2391f5ecfb7fbf7fd54ae0beca0c5d9",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "8902c720c0fae2d2655affae587a4a4f0f2d5aed73343ccd3832c17ed8db9297",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "c8cbaa4bf528a66e3d5b3ede8c8e34abb6005968a568258b6427600bba139d08",
-    ".modelhub_state/official_capabilities.json": "15517e00dcb1d1e96b589a2066fd90624e2591a65f605d1d57657d3c5cf0d9ba",
+    ".modelhub_state/market_intelligence.json": "2a3d104d83b2ddb05896441e57ad75e531b03b034dc15ee7724e1880da48f9ab",
+    ".modelhub_state/official_capabilities.json": "25c43347c828753cea5acf1f7928a4f0e1a57a6f719d91527caf2f2cea19974f",
     ".modelhub_state/outcome_checkpoint.json": "9f9e7edb85dbefa47dbaa8ef5800e53157ada5d2dfcef400071670a582cf12d6",
     ".modelhub_state/queue_cleanup_latest.json": "53c93ea949f7776e578b996ca385c5362ea91ec45f2a4f2e1a137ffe9b13d412",
     ".modelhub_state/recent_outcomes.jsonl": "549fb1b27ad2de7c7c24bfbeeb143519e5ba97a303f0f10705c6774f09c71574",
     ".modelhub_state/recovery_active_tasks.jsonl": "5ab81ef93ab27ebd7ccacbab9ada46f4cdc2c0bb64879353cbe0445801f372e3",
-    ".modelhub_state/recovery_intents.jsonl": "520336a5fdbc666cb2896a247cb82453f25ec01db03e6bd8d6e915ec36cca7e1",
+    ".modelhub_state/recovery_intents.jsonl": "0cb06c4f2488ea33d4c1e3ace2fd13a28a966782ec944fbc904cb65f28dadb87",
     ".modelhub_state/routing_intelligence.json": "c9b602e6a441496870f8ff23ba756ef9e1845ba9447ce391d6695b04a33cd2a9",
     ".modelhub_state/submission_exclusions.jsonl": "c61db935b6543f4febaad85dbfdab7a28ed4d00db3c7afce87cddae45d634ede",
     ".modelhub_state/worker_crashes.jsonl": "0202e6c82e987d7caeccc86b1ad515e3e6e72f5e974af0d95b2d6acc326133b6",
     "ledger/submissions.jsonl": "0ff95dbccfbcf26583fc28a45b5d79c7646fda1c7041234acb11ece16603cbb1",
     "outcomes/submissions.jsonl": "ff2384dce7666ab806281b1ebf77576df0da0c80636718d820ac1e2784180eb2"
   },
-  "generation": 34349,
-  "phase": "cycle",
+  "generation": 34350,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T17:57:50.569820+00:00",
+  "updatedAt": "2026-10-24T17:59:23.532441+00:00",
   "writerId": "f3962e442a544d0aab4bb98889be6b76"
 }