diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 2629b3c808..6df58f7e99 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T13:43:00.337798+00:00",
+  "generatedAt": "2026-10-24T13:44:37.350592+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index e49a3da689..44c7945eab 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T13:43:00.456739+00:00",
+  "generatedAt": "2026-10-24T13:44:37.465348+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 5c5656671e..6ebb8b0931 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T13:43:00.456739+00:00",
+  "catalogUpdatedAt": "2026-10-24T13:44:37.465348+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T13:43:00.456739+00:00",
+  "generatedAt": "2026-10-24T13:44:37.465348+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6635,6 +6635,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T13:43:00.456739+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T13:44:37.465348+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index e6eb7db2fe..e945a60820 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3773,6 +3773,18 @@
 {"batchId": "2228027dae704c78be2daf0daa1dc5a2", "completedAt": "2026-10-24T10:37:43.615523+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T10:37:31.819219+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8ebf2b7845f04ca7a2a77973b057b978", "lastModified": "2026-10-21T16:56:31+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T13:43:06.008775+00:00", "repoId": "cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5758982", "taskType": "text-generation"}
 {"batchId": "2228027dae704c78be2daf0daa1dc5a2", "completedAt": "2026-10-24T10:37:43.615537+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T10:37:31.819366+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a5d590ccd7a147a39b528dc633fdb8d7", "lastModified": "2026-10-21T14:42:38+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Jan-v1-4B-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-24T13:43:06.009756+00:00", "repoId": "cyankiwi/Jan-v1-4B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5758989", "taskType": "text-generation"}
 {"batchId": "2228027dae704c78be2daf0daa1dc5a2", "completedAt": "2026-10-24T10:37:43.615540+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T10:37:31.819404+00:00", "framework": "vllm_tokenizer_patch", "intentId": "fb5e5dc974ec485588e885e7074e0da5", "lastModified": "2026-10-21T17:04:56+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T13:43:06.009759+00:00", "repoId": "cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5758988", "taskType": "text-generation"}
+{"batchId": "72156e1dd43f431cad2ca5a6b338ff76", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:44:38.282301+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f6bae261231a4bb380d3c8afbc2f4815", "lastModified": "2026-10-23T13:31:06+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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "72156e1dd43f431cad2ca5a6b338ff76", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:44:38.282404+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a3ab557252274d70a9d25e68c8aca759", "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": "72156e1dd43f431cad2ca5a6b338ff76", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:44:38.282462+00:00", "framework": "vllm-mlu", "intentId": "486883fd976c4c5794e08fea1206ffa6", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "72156e1dd43f431cad2ca5a6b338ff76", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:44:38.282515+00:00", "framework": "vllm-mlu", "intentId": "64d49afd0d83446f868c2c96a5509cca", "lastModified": "2026-10-21T15:40:57+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit", "repoId": "cyankiwi/AgentCPM-Explore-AWQ-8bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "72156e1dd43f431cad2ca5a6b338ff76", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:44:38.282565+00:00", "framework": "vllm-mlu", "intentId": "f85f479ec62a4749ab717865d768507a", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "72156e1dd43f431cad2ca5a6b338ff76", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:44:38.282615+00:00", "framework": "vllm-mlu", "intentId": "a25dfece715f433ebcba10fe9d632c90", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "72156e1dd43f431cad2ca5a6b338ff76", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:44:38.282664+00:00", "framework": "vllm-mlu", "intentId": "a132bfc4c2074338ad0f0469b461ac92", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "72156e1dd43f431cad2ca5a6b338ff76", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:44:38.282714+00:00", "framework": "vllm-mlu", "intentId": "829cea44e1e44d3b8d8a00861640d3cb", "lastModified": "2026-10-24T12:01:13+00:00", "modelAddress": "https://modelscope.cn/models/kakarotter/calix", "repoId": "kakarotter/calix", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "72156e1dd43f431cad2ca5a6b338ff76", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:44:38.282763+00:00", "framework": "vllm-mlu", "intentId": "4f245d6b8ee448ab88348034dd96dd12", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "72156e1dd43f431cad2ca5a6b338ff76", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:44:38.282812+00:00", "framework": "vllm-mlu", "intentId": "34f850e010ff4e12b058d296c1d923e3", "lastModified": "2026-10-21T15:59:12+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-8bit", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-8bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "72156e1dd43f431cad2ca5a6b338ff76", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:44:38.282861+00:00", "framework": "vllm-mlu", "intentId": "5c28ff594d9e42af8fb1860e316ac4f9", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "72156e1dd43f431cad2ca5a6b338ff76", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:44:38.282910+00:00", "framework": "vllm-mlu", "intentId": "72d8a9a0f05d43e592fcf909711b5576", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
 {"batchId": "5f10adda1d194ce49a37dd35a9c31909", "completedAt": "2026-10-24T13:43:03.813245+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:43:01.263344+00:00", "framework": "vllm-mlu", "intentId": "1011fe2a8a814137b90fafb2dec2c353", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Cambricon_mlu-370-x4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "5f10adda1d194ce49a37dd35a9c31909", "completedAt": "2026-10-24T13:43:03.813242+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:43:01.263295+00:00", "framework": "vllm-mlu", "intentId": "1b862dea307a4981b637f255b9b40c58", "repoId": "cyankiwi/Orchestrator-8B-AWQ-4bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Cambricon_mlu-370-x4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "5f10adda1d194ce49a37dd35a9c31909", "completedAt": "2026-10-24T13:43:03.813239+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T13:43:01.263246+00:00", "framework": "vllm-mlu", "intentId": "b6a5f0996e864336aead7c2b9d2440d2", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-8bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Cambricon_mlu-370-x4", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index a937280c80..6917758d60 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "cfc2c7697a80617889a3dd4795a6f75fb8ba95a342f6e85939cd582dbc2b7766",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "52e0cbe57596b2d5d2e1c436e98d82c5fea2c915f254dd3fb1f6ed1879d2ee0f",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "fe1f7f9b387924487b33a4ffd1d2ce6b52e1bfcfdfc61b3052b6a42acb84621d",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "f43a6c8977765e04ddc08485fe88bcf9bbf3ba6ee83ba0449cec1f83bf603e97",
-    ".modelhub_state/official_capabilities.json": "11553ba414c834fcc7f4b7b81fa8eeec9251d864440c7efa652c0c5bc10a0254",
+    ".modelhub_state/market_intelligence.json": "d9e7220cc62211a353cf1e26964e6ee292ea86a5bb63d4d8072e4c1d201126dd",
+    ".modelhub_state/official_capabilities.json": "8e743403b0283b715326c7c6a49095846dc1afd5b68302a16e8f772190e764f9",
     ".modelhub_state/outcome_checkpoint.json": "4715fd05d406082762d78151c94ce9c62e3302e583ef4108b66ab24e5148e10b",
     ".modelhub_state/queue_cleanup_latest.json": "ab423224c3c777921890fa64e48288927de6a314b6aac40723961faba4c18736",
     ".modelhub_state/recent_outcomes.jsonl": "16ba5a8104f0f564b78b84a4668279dee556fce668ab2dfdb86a779520d85162",
     ".modelhub_state/recovery_active_tasks.jsonl": "4704ed54792b024d5712f9b7a8ffde540ec77ddd3f62cab3d665aaa52b6fa86f",
-    ".modelhub_state/recovery_intents.jsonl": "37b8872ade7da5c2e6f94284954d5862b1efb6483d93d4d661bd6feed9523d26",
+    ".modelhub_state/recovery_intents.jsonl": "3c064fcdbca6c6e2a3b05ceec7631d83c2e9ff0c7d9489877750232036c6ecef",
     ".modelhub_state/routing_intelligence.json": "17b5ba9cb7c308c3a38706a2ec7b8bb8bd072b7b64a77924eb900a3fae3b0a11",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "0202e6c82e987d7caeccc86b1ad515e3e6e72f5e974af0d95b2d6acc326133b6",
     "ledger/submissions.jsonl": "9f4c4a19a4184ea85520d3393da504ef206797688d5d72d66b5d5ab0b6f998cf",
     "outcomes/submissions.jsonl": "104674f6a2eca451f5cd8fd04d1f3907cee18ae73c9b30d56698ef1b1ba820da"
   },
-  "generation": 33905,
-  "phase": "cycle",
+  "generation": 33906,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T13:43:06.211701+00:00",
+  "updatedAt": "2026-10-24T13:44:38.453406+00:00",
   "writerId": "f3962e442a544d0aab4bb98889be6b76"
 }