diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index be4d68d8a2..59bb11a5ab 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-22T17:46:39.629064+00:00",
+  "generatedAt": "2026-10-22T17:48:22.339492+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 73e9667855..0ca44660cb 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-22T17:46:39.782210+00:00",
+  "generatedAt": "2026-10-22T17:48:22.480906+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index fdc6a09041..2ce596d696 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-22T17:46:39.782210+00:00",
+  "catalogUpdatedAt": "2026-10-22T17:48:22.480906+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-22T17:46:39.782210+00:00",
+  "generatedAt": "2026-10-22T17:48:22.480906+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6986,6 +6986,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-22T17:46:39.782210+00:00",
+  "taskTreeUpdatedAt": "2026-10-22T17:48:22.480906+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 2b13782ca0..5b08ddac6f 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3720,6 +3720,18 @@
 {"batchId": "3e7764629cb34352a7770fb1f792639a", "completedAt": "2026-10-22T13:03:03.977606+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T13:03:01.228986+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f09b3d6bd65d4058a3497e27d4c7bbfe", "lastModified": "2026-10-21T17:00:21+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2-8B-A1B-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-22T17:46:50.400468+00:00", "repoId": "cyankiwi/LFM2-8B-A1B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5718269", "taskType": "text-generation"}
 {"batchId": "4c92b98c1bb4429fb9d0da1c66f0c677", "completedAt": "2026-10-22T14:09:41.731502+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-22T14:09:39.090660+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0255e6cc723f4b598a38ac25833a826f", "lastModified": "2026-10-21T15:59:12+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-22T17:46:50.398324+00:00", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5719482", "taskType": "text-generation"}
 {"batchId": "43f5c57af9394e87a1c45466092b69c2", "completedAt": "2026-10-22T16:59:37.434895+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-22T16:57:22.100711+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1bb4d72b00824f7aa531abd8fcac44fa", "lastModified": "2026-10-21T16:02:35+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Hermes-4.3-36B-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-22T17:46:50.401563+00:00", "repoId": "cyankiwi/Hermes-4.3-36B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5721855", "taskType": "text-generation"}
+{"batchId": "d2ddd8c0544a44e4b08da3c7ad999817", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:48:23.155788+00:00", "framework": "vllm_tokenizer_patch", "intentId": "56390256721442ce847b02b14156b070", "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": "d2ddd8c0544a44e4b08da3c7ad999817", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:48:23.155892+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7cf97baaf21341a7a612640f30d6606d", "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": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "d2ddd8c0544a44e4b08da3c7ad999817", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:48:23.155954+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b489db37e87a429bbbbf70b306e078f2", "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": "d2ddd8c0544a44e4b08da3c7ad999817", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:48:23.156031+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0c0698a86c4a460bbc153226ca203c81", "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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "d2ddd8c0544a44e4b08da3c7ad999817", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:48:23.156108+00:00", "framework": "llamacpp", "intentId": "10b30e34d5874b19b1cce3122cb30690", "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": "d2ddd8c0544a44e4b08da3c7ad999817", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:48:23.156211+00:00", "framework": "vllm_tokenizer_patch", "intentId": "09fc162d7e7646f09535c3abc4b668af", "lastModified": "2026-10-22T01:37:07+00:00", "modelAddress": "https://modelscope.cn/models/RecursiveSI/flint-int4", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "d2ddd8c0544a44e4b08da3c7ad999817", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:48:23.156304+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a46f29e83a904b79bb85190e991729f5", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "d2ddd8c0544a44e4b08da3c7ad999817", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:48:23.156394+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c3d1e86bb6de433990d4a3eee623a2d7", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "d2ddd8c0544a44e4b08da3c7ad999817", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:48:23.156482+00:00", "framework": "vllm_tokenizer_patch", "intentId": "dd1998ea1f124161a91a7482e056a692", "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": "d2ddd8c0544a44e4b08da3c7ad999817", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:48:23.156570+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c45e03112b4d445e854c43569211eb72", "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": "d2ddd8c0544a44e4b08da3c7ad999817", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:48:23.156658+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4ade34fb82854d2dba5cf8eb5cef42a9", "lastModified": "2026-10-22T13:57:14+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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "d2ddd8c0544a44e4b08da3c7ad999817", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:48:23.156745+00:00", "framework": "vllm_tokenizer_patch", "intentId": "888d9832f80c4b6b999a3b45e996d0bc", "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": "3213fc7cf5204343b0be04c08b887039", "completedAt": "2026-10-22T17:46:44.192059+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:46:41.542780+00:00", "framework": "vllm_tokenizer_patch", "intentId": "89e2f1af4b534d0b80a057416c754d2a", "repoId": "cyankiwi/Qwen3-4B-Instruct-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "3213fc7cf5204343b0be04c08b887039", "completedAt": "2026-10-22T17:46:44.192055+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:46:41.542731+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d9135c8bcdb94095bfbf503cbb02bd74", "repoId": "cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "3213fc7cf5204343b0be04c08b887039", "completedAt": "2026-10-22T17:46:44.192052+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T17:46:41.542683+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7ecf4deb4e9f44f1a573cdc1bde31375", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 50e33398b7..a4457e4d49 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "38893873210f6ec91aa6f76625996d218b5b59ea92a051d2343c302aacf2f551",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "476de207002f2b24d9685932c3eb4d917f0f9ecfc2b09dd515b61ae98db1b048",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "e9e11771b7d4995d701cc25ebac0eeafb4e6189998997bd0e1f89277b4a79859",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "0890e37e08f85052d0054eb592cbe4eca19ec368bef87d07ab513fffa9d654c8",
-    ".modelhub_state/official_capabilities.json": "0e5cb0001426994762c921fb965589b6c28903685405eeb10b576ad8de0d317b",
+    ".modelhub_state/market_intelligence.json": "92a0b9568f62f55c39bda9f8f6b545f774bfe483a01d1046e3acfe456abc062d",
+    ".modelhub_state/official_capabilities.json": "a03ed05baa2e3f285cbb9cc5fec9213c88b1bb63c17be1b7f3ae2fd9d4c2d70f",
     ".modelhub_state/outcome_checkpoint.json": "94e15eaa26d7714af85a1ceaecc73ed18c95b0993e60591ffd40c47c7c286836",
     ".modelhub_state/queue_cleanup_latest.json": "c96205920e8d583c7253004b036af1bb0f698520d65b8171bc3b8bd7d1879ebe",
     ".modelhub_state/recent_outcomes.jsonl": "8e9c18c42c1e89d10f0d88419c2b8c13082577fbe5be767777bf879d0ecf6df8",
     ".modelhub_state/recovery_active_tasks.jsonl": "022ba445ec2fe53028c6d2b2b6614e1ada883152d7dbe51240c1d66875c54b6d",
-    ".modelhub_state/recovery_intents.jsonl": "1c67c904064aeabc63a88bf43c480d58676e43eb088354e8b9cf522957c7571b",
+    ".modelhub_state/recovery_intents.jsonl": "96cf60fa9390eec96d01fdc9e56b16ca73ddc6e0593bb21157e7047be6debcdb",
     ".modelhub_state/routing_intelligence.json": "c8742e91fe203970872fa0bdeb73c7c69a8b501f5e563ebdd8a4b369f5b5e0db",
     ".modelhub_state/submission_exclusions.jsonl": "e2677e09d968a0c44c65d7c030b9c8ea2c9d39dc378ce302c2a309ab54d600d9",
     ".modelhub_state/worker_crashes.jsonl": "50e3ab320d986c635b0d4cb9b1de107b33f9ab8864ff5aa9ca00e1b4af9f30cc",
     "ledger/submissions.jsonl": "5211d20acedaff2fc022ddd3e5b63d2e82b9519eb314b94584a696f51ef4b729",
     "outcomes/submissions.jsonl": "c46e7d0fe9e8fd7608350cd5d92b5ad42becd4cba7f05f077fc48ef6651233d9"
   },
-  "generation": 29760,
-  "phase": "cycle",
+  "generation": 29761,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-22T17:46:50.605448+00:00",
+  "updatedAt": "2026-10-22T17:48:23.342523+00:00",
   "writerId": "a94e2cbdfb3d4160878859cdc87771b0"
 }