diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 519b733dc5..d61864c4f7 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T02:29:53.760579+00:00",
+  "generatedAt": "2026-10-24T02:31:57.461755+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index d6fa63b49a..54f3ea199b 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T02:29:53.858742+00:00",
+  "generatedAt": "2026-10-24T02:31:57.559352+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 31670826b8..5af2dd123e 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T02:29:53.858742+00:00",
+  "catalogUpdatedAt": "2026-10-24T02:31:57.559352+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T02:29:53.858742+00:00",
+  "generatedAt": "2026-10-24T02:31:57.559352+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6459,6 +6459,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T02:29:53.858742+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T02:31:57.559352+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index c84310a78e..97c0f17bf2 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3737,6 +3737,18 @@
 {"batchId": "b161c8b0cf074d4c8e172ff4c360f15d", "completedAt": "2026-10-24T00:34:04.793612+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T00:34:02.106698+00:00", "framework": "vllm_tokenizer_patch", "intentId": "59b748ebc4414a2e83a92b19acee9a75", "lastModified": "2026-10-21T16:49:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T02:30:23.993724+00:00", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5749178", "taskType": "text-generation"}
 {"batchId": "b161c8b0cf074d4c8e172ff4c360f15d", "completedAt": "2026-10-24T00:34:04.793619+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T00:34:02.106823+00:00", "framework": "vllm_tokenizer_patch", "intentId": "37982ccf180143189e9d40c8cabf6355", "lastModified": "2026-10-21T16:31:43+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-24T02:30:23.992127+00:00", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5749179", "taskType": "text-generation"}
 {"batchId": "b161c8b0cf074d4c8e172ff4c360f15d", "completedAt": "2026-10-24T00:34:04.793624+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T00:34:02.106907+00:00", "framework": "vllm_tokenizer_patch", "intentId": "52873d65edff42adbbf837e838bd9b4f", "lastModified": "2026-10-21T17:09:55+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-24T02:30:23.993375+00:00", "repoId": "cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5749180", "taskType": "text-generation"}
+{"batchId": "5ee1d307fc204a6e95be2134002bdb6c", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:31:58.552304+00:00", "framework": "vllm_tokenizer_patch", "intentId": "17ef6da33ff348d09edfa70ca0fe2a28", "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": "5ee1d307fc204a6e95be2134002bdb6c", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:31:58.552404+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ed2752ff015e4ad9ad526add285aabd2", "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": "5ee1d307fc204a6e95be2134002bdb6c", "configFingerprint": "5e92ea80b8a14e9d9df4a8021a55a75630c3df70ad5d06be579f5b260e3acbbe", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:31:58.552451+00:00", "framework": "llamacpp", "intentId": "dd28a41a3d764a61b213d59018386536", "lastModified": "2026-10-21T18:27:55+00:00", "modelAddress": "https://modelscope.cn/models/prithivMLmods/XHToken-Spark-X2.6-4B-GGUF", "repoId": "prithivMLmods/XHToken-Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "5ee1d307fc204a6e95be2134002bdb6c", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:31:58.552510+00:00", "framework": "llamacpp", "intentId": "99970b5f8a3e4eb8a14a563f1a4fe00b", "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": "5ee1d307fc204a6e95be2134002bdb6c", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:31:58.552563+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f3ed74514b5d47aeb11816f9b7687fe6", "lastModified": "2026-10-24T00:34:29+00:00", "modelAddress": "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P", "repoId": "ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "5ee1d307fc204a6e95be2134002bdb6c", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:31:58.552617+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ad09c6bd21c14ca8a49c147f69096ccd", "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": "5ee1d307fc204a6e95be2134002bdb6c", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:31:58.552666+00:00", "framework": "vllm_tokenizer_patch", "intentId": "98b9935cc16f470082f231d9185c6789", "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": "5ee1d307fc204a6e95be2134002bdb6c", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:31:58.552715+00:00", "framework": "vllm_tokenizer_patch", "intentId": "cc280e08c4e6453e9cd7cbe35b9b4d07", "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": "5ee1d307fc204a6e95be2134002bdb6c", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:31:58.552753+00:00", "framework": "vllm_tokenizer_patch", "intentId": "11c4a2ce3c9f4722a2e968e4954024bb", "lastModified": "2026-10-21T16:31:51+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "5ee1d307fc204a6e95be2134002bdb6c", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:31:58.552791+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c4dcdf6dc6b1490fb020c84303920d0c", "lastModified": "2026-10-23T13:17:05+00:00", "modelAddress": "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX", "repoId": "ukisai/Swift-1.5-4bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "5ee1d307fc204a6e95be2134002bdb6c", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:31:58.552827+00:00", "framework": "vllm_tokenizer_patch", "intentId": "387cc37c5f6f4692bb31890b836c79ba", "lastModified": "2026-10-21T17:21:19+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "repoId": "cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "5ee1d307fc204a6e95be2134002bdb6c", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:31:58.552864+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4c87006a7dff40bbaffd6ea00c8fbcd1", "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": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "777f877b284d4ddcb4d8a3d5fed087d4", "completedAt": "2026-10-24T02:30:14.058218+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:30:07.609673+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0c4793af3a6448cfb7f71acb2c6ebfab", "repoId": "cyankiwi/MiniCPM-SALA-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "777f877b284d4ddcb4d8a3d5fed087d4", "completedAt": "2026-10-24T02:30:14.058214+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:30:07.609636+00:00", "framework": "vllm_tokenizer_patch", "intentId": "477f4bc4ec064d10bde4bd1c730f0164", "repoId": "cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "777f877b284d4ddcb4d8a3d5fed087d4", "completedAt": "2026-10-24T02:30:14.058210+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T02:30:07.609599+00:00", "framework": "vllm_tokenizer_patch", "intentId": "23d4fab2e8cc4496974f750f7ce27223", "repoId": "ukisai/Swift-1.5-4bit-MLX", "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 19255f2def..bd065da115 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "ee6d626b2c62042c6de6418042ed9c22bad0cad75f45cc0330bb65528fcdde41",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "66f1ab66ce289d6cb458b21bc611ff7add416338fd28eaf1e5bcf6dfdcf5b8b7",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "469d2c648d26cde7f92e5886475521170af803175485e78f25fbaf860897a97a",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "3bd0ad55bfb1b98417c1777fe7d3564ee83163193f4ee1279e793658e2fecdf2",
-    ".modelhub_state/official_capabilities.json": "91805cd617c2a16cebed7ba71045d8c7946322a97470ff19f89b632dfa82e43e",
+    ".modelhub_state/market_intelligence.json": "0cba7c5367c90db841c7216e9b0137c90fcdca62960ffac30ec0585e45a0dfbd",
+    ".modelhub_state/official_capabilities.json": "411c100cf6f65da352a4f7c07d055a5e9087d6c6a8fa611b129588b61c0fabe8",
     ".modelhub_state/outcome_checkpoint.json": "975aca991daf3a83cbce3798fdf80cdda0a441d794616d1b05ff570663cf26ce",
     ".modelhub_state/queue_cleanup_latest.json": "726912dd0919b8a7b9981e8e2fbeecd4fec4a978bc0ebeafc884ebf007ec1a76",
     ".modelhub_state/recent_outcomes.jsonl": "c86864152c81680d9b52f2d8dd585fb6b34855b70cf47c5ce1024b7c37e05c03",
     ".modelhub_state/recovery_active_tasks.jsonl": "70c2b3b677e537e2822060d10e5b5d6bae91934c01a1bff1793267d8c3e5362d",
-    ".modelhub_state/recovery_intents.jsonl": "550b5515b852f585f0537d72712e2732bf462706daa784632c844c47a3596785",
+    ".modelhub_state/recovery_intents.jsonl": "e7512759baf07e61cd3e56d60cb85513c59cb53606e3d6bd2ff21d0248485003",
     ".modelhub_state/routing_intelligence.json": "cf156b6ba1960b9173de6e21e5900cb342dc88dc5a488aa026cf13bae0fe140d",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "420815fdc492b8e10445c82e3688a8a007acc9958c44b879b420768158b50deb",
     "ledger/submissions.jsonl": "891b1b94be9ba7a0fdc4d6bde82aa403911cadacb5a86eb867a997165c4de080",
     "outcomes/submissions.jsonl": "0a0819b61fe3634ec069c5c16ec2f34084816384129b03eb47343210b616451e"
   },
-  "generation": 32842,
-  "phase": "cycle",
+  "generation": 32843,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T02:30:24.257847+00:00",
+  "updatedAt": "2026-10-24T02:31:58.741518+00:00",
   "writerId": "0b3ec6eb8d2f4d0595f6b37ff80185c2"
 }