diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 763eced886..811149557d 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T22:41:15.335379+00:00",
+  "generatedAt": "2026-10-24T22:42:52.144582+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 2804e44ffb..7011dcb90e 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T22:41:15.470727+00:00",
+  "generatedAt": "2026-10-24T22:42:52.278300+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index d49c837654..01ae643c36 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T22:41:15.470727+00:00",
+  "catalogUpdatedAt": "2026-10-24T22:42:52.278300+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T22:41:15.470727+00:00",
+  "generatedAt": "2026-10-24T22:42:52.278300+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6687,6 +6687,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T22:41:15.470727+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T22:42:52.278300+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 9732f7dae3..eeb4a60c02 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3794,6 +3794,18 @@
 {"batchId": "ea564481c3fb49219c8e243428122539", "completedAt": "2026-10-24T22:30:52.705799+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:30:39.659472+00:00", "framework": "vllm-mlu", "intentId": "32b33569cb7b4414a154e3a70cba70e0", "lastModified": "2026-10-21T14:17:13+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.0-30B-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T22:41:20.764319+00:00", "repoId": "cyankiwi/MiroThinker-v1.0-30B-AWQ-4bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "recovered_active", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5767969", "taskType": "text-generation"}
 {"batchId": "ea564481c3fb49219c8e243428122539", "completedAt": "2026-10-24T22:30:52.705803+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:30:39.659533+00:00", "framework": "vllm-mlu", "intentId": "3ea824c8d23d44898c90ed8fb263f681", "lastModified": "2026-10-21T15:40:57+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-24T22:41:20.764316+00:00", "repoId": "cyankiwi/AgentCPM-Explore-AWQ-8bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "recovered_active", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5767970", "taskType": "text-generation"}
 {"batchId": "b0b0a8d201e441ccafd2d845c9624e08", "completedAt": "2026-10-24T22:35:30.293938+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:35:28.071158+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c2b13f5949b74752900c9c35b7b1f0b0", "lastModified": "2026-10-21T16:14:40+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-24T22:41:20.763472+00:00", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5768032", "taskType": "text-generation"}
+{"batchId": "e2a4f62c69b5471da42005711ce4ff84", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:42:53.069627+00:00", "framework": "vllm-mlu", "intentId": "85d380788afe4db8b6bafe8d4d95647f", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "e2a4f62c69b5471da42005711ce4ff84", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:42:53.069752+00:00", "framework": "vllm_fix_tokenizer", "intentId": "2e2409d471cf4e32b582f5953b2729dd", "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": "e2a4f62c69b5471da42005711ce4ff84", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:42:53.069820+00:00", "framework": "vllm_fix_tokenizer", "intentId": "e69819bbd66e4ef49b18b726d17fbe37", "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": "e2a4f62c69b5471da42005711ce4ff84", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:42:53.069866+00:00", "framework": "vllm_fix_tokenizer", "intentId": "488000ce1eb047768bde68daf8015084", "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": "e2a4f62c69b5471da42005711ce4ff84", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:42:53.069911+00:00", "framework": "vllm_fix_tokenizer", "intentId": "52c8f310a46b49b39fd6a0d1058eea89", "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": "e2a4f62c69b5471da42005711ce4ff84", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:42:53.069955+00:00", "framework": "vllm_fix_tokenizer", "intentId": "353fdf871cdf41bc8d5d81af024bd96a", "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": "e2a4f62c69b5471da42005711ce4ff84", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:42:53.070000+00:00", "framework": "vllm_fix_tokenizer", "intentId": "b3525ae154f84254afe44c8a6d1f5b5d", "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": "e2a4f62c69b5471da42005711ce4ff84", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:42:53.070044+00:00", "framework": "vllm_fix_tokenizer", "intentId": "521006a8f4c24daca8dada8b4318a135", "lastModified": "2026-10-21T17:18:20+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "e2a4f62c69b5471da42005711ce4ff84", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:42:53.070089+00:00", "framework": "vllm_fix_tokenizer", "intentId": "5f3b107fd8c54b3f86f594d35094cb01", "lastModified": "2026-10-21T16:06:54+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/GLM-4.5-Air-Derestricted-AWQ-4bit", "repoId": "cyankiwi/GLM-4.5-Air-Derestricted-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "e2a4f62c69b5471da42005711ce4ff84", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:42:53.070133+00:00", "framework": "vllm_fix_tokenizer", "intentId": "f114a5d9c76248cb970b3f7bb031f7ac", "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": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "e2a4f62c69b5471da42005711ce4ff84", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:42:53.070186+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a99901cd5eff49f0aa21271d7d319cc4", "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": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "e2a4f62c69b5471da42005711ce4ff84", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:42:53.070230+00:00", "framework": "vllm_fix_tokenizer", "intentId": "390e6dbe9ad24dc2bacd320f7301b60f", "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": "Kunlunxin_p-800", "taskType": "text-generation"}
 {"batchId": "ccd09a75bc9a42ebb6b1b05ad1e5f99e", "completedAt": "2026-10-24T22:41:18.644013+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:41:16.296386+00:00", "framework": "vllm_fix_tokenizer", "intentId": "fea9f7afa0574181b985c0592aaa32df", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
 {"batchId": "ccd09a75bc9a42ebb6b1b05ad1e5f99e", "completedAt": "2026-10-24T22:41:18.644011+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:41:16.296345+00:00", "framework": "vllm_fix_tokenizer", "intentId": "5942e3b7704a4aa2885190680b82afbe", "repoId": "cyankiwi/AgentCPM-Report-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
 {"batchId": "ccd09a75bc9a42ebb6b1b05ad1e5f99e", "completedAt": "2026-10-24T22:41:18.644008+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T22:41:16.296302+00:00", "framework": "vllm_fix_tokenizer", "intentId": "42e11a73451d4c519ec5db9b6d185aa5", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-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 ba60f7b14a..2050e77f5e 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "cd97c6c72ef80bc7e77efdabe849a04335ca320e30729356fafa616b4547ddc4",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "968598f22aff82894f9f067cb82c6eb66070733865d47e40046cfa8c16e731bd",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "f26b9fe7f3a370ab9806c33fb9fa0c90920243dbf5e62efaa6cfde1738168be9",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "aa3f51414d3ecaa94fb2028f3be1a7246f51c4714b91550ab3e9478f3ff4dd96",
-    ".modelhub_state/official_capabilities.json": "02369cd07fd17c8769ca2119f231cf36ad5e87d06e74310b8a36d788eeb579ac",
+    ".modelhub_state/market_intelligence.json": "2de7142416b890e5a028c86169528f219863f63abed2f388695b51de8a326cd6",
+    ".modelhub_state/official_capabilities.json": "ba294648a7b8a56e2107232e20d284c9523b0df7f1c7611dd37f1d2291d778c1",
     ".modelhub_state/outcome_checkpoint.json": "848de7de7d908e2e52f44d310c4cb85cd9dacee5dad26c07f2e76b62fec8c261",
     ".modelhub_state/queue_cleanup_latest.json": "a30e98033b88700cd96f638ef2c2591616caffa0561a97f365d5149f40b06a3c",
     ".modelhub_state/recent_outcomes.jsonl": "36013b333c7c719ea921476bd9d32591a9b976e5ddc10f4350fe7fa81a041820",
     ".modelhub_state/recovery_active_tasks.jsonl": "e0a5df69fcfad63a27d21cdca45fc9b58516638d5f13748e768efc8cdb6239fe",
-    ".modelhub_state/recovery_intents.jsonl": "519cc319af16f65484ea38e6c415e655b65b7b7bc8f143650fa795cf1e9016cd",
+    ".modelhub_state/recovery_intents.jsonl": "63b02a38ff1942495126483443fc38341732f851eb2754f50a1fb643e96cb8ea",
     ".modelhub_state/routing_intelligence.json": "e0db276345f33cc46e4e64828c25dc8d5b4da041f13e7db6b1793b7e84e4cfb3",
     ".modelhub_state/submission_exclusions.jsonl": "ec0164a066e590a129ed69be5c4279284ccf1a85230e402be88754b03203581d",
     ".modelhub_state/worker_crashes.jsonl": "e436652d39bca5bcba31822ff9fb949a9d7ff0b7f509c170e258a53d7e01ce9a",
     "ledger/submissions.jsonl": "8b9a473bffd887e9624ff9136ddf4d02f7e6ef202e3856a9e8d14cd3802628dc",
     "outcomes/submissions.jsonl": "8409b9f12a9f451abacbe30029c5201fb6e477996633728e0f7f78ee6c7cbd21"
   },
-  "generation": 34819,
-  "phase": "cycle",
+  "generation": 34820,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T22:41:20.967988+00:00",
+  "updatedAt": "2026-10-24T22:42:53.298155+00:00",
   "writerId": "5c9906c400e2442789cb0c734d70dc03"
 }