diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 2c43ee93fa..e635f61f6b 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -892,7 +892,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-21T12:05:57.074448+00:00",
+  "generatedAt": "2026-10-21T12:07:41.649882+00:00",
   "summary": {
     "activeBlockCount": 43,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 3ec9b3f3de..1842cc69cc 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-21T12:05:57.233195+00:00",
+  "generatedAt": "2026-10-21T12:07:41.763989+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index a794faeb53..49d743568a 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-21T12:05:57.233195+00:00",
+  "catalogUpdatedAt": "2026-10-21T12:07:41.763989+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-21T12:05:57.233195+00:00",
+  "generatedAt": "2026-10-21T12:07:41.763989+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6558,6 +6558,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-21T12:05:57.233195+00:00",
+  "taskTreeUpdatedAt": "2026-10-21T12:07:41.763989+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 7d1640b543..ac53f5ebc8 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3667,6 +3667,18 @@
 {"batchId": "7b038b1630774fbdb1a65c0e9bbb2b8e", "completedAt": "2026-10-21T09:52:14.705530+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-21T09:52:12.174479+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7e2e33b0ce9641dbb6bf3ddd7a390222", "lastModified": "2026-10-19T18:19:51+00:00", "modelAddress": "https://modelscope.cn/models/cpatonn-mirror/Qwen3-Next-80B-A3B-Thinking-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-21T12:06:10.164440+00:00", "repoId": "cpatonn-mirror/Qwen3-Next-80B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5692453", "taskType": "text-generation"}
 {"batchId": "2be41a3c0ddf47fea7a18dec16f75bf1", "completedAt": "2026-10-21T10:03:54.578225+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T10:03:52.009664+00:00", "framework": "vllm_tokenizer_patch", "intentId": "72dabf7c174648c3ac50e60f466e4581", "lastModified": "2026-10-19T07:00:41+00:00", "modelAddress": "https://modelscope.cn/models/iluvatar-corex/Qwen3-8B-W8A8", "reason": null, "reconciledAt": "2026-10-21T12:06:10.164794+00:00", "repoId": "iluvatar-corex/Qwen3-8B-W8A8", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5692570", "taskType": "text-generation"}
 {"batchId": "ac919173e9b549668e5f79d4d4154344", "completedAt": "2026-10-21T12:05:07.909597+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:05:05.603070+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e466b3bec74f453eb1ee33b1b9ab4f6a", "lastModified": "2026-10-19T16:26:03+00:00", "modelAddress": "https://modelscope.cn/models/cpatonn-mirror/Qwen3-30B-A3B-Thinking-2507-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-21T12:06:10.164436+00:00", "repoId": "cpatonn-mirror/Qwen3-30B-A3B-Thinking-2507-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5694040", "taskType": "text-generation"}
+{"batchId": "64dfb82917464276a06b65cf90c3bb3c", "configFingerprint": "6227ad7464202af2fd72ed7ba47d960a6db14697bf850d85ff2e90b31777e3a8", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:07:56.387702+00:00", "framework": "llamacpp", "intentId": "f816065654284c9ebb67173962db73f2", "lastModified": "2026-10-21T03:15:59+00:00", "modelAddress": "https://modelscope.cn/models/XHToken/Spark-X2.6-4B-GGUF", "repoId": "XHToken/Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "hygon_k100-ai", "taskType": "text-generation"}
+{"batchId": "64dfb82917464276a06b65cf90c3bb3c", "configFingerprint": "0810a8dbec6a5bb8330373d71363e8e47f5ab88e5ca0b04cee0d7bb4fc33e81f", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:07:56.387819+00:00", "framework": "llamacpp", "intentId": "42d7fda5dce84d248c1ce394b7687ce8", "lastModified": "2026-10-20T13:54:35+00:00", "modelAddress": "https://modelscope.cn/models/incoai/Muse-Glimmer-30B-DFlash2-GGUF", "repoId": "incoai/Muse-Glimmer-30B-DFlash2-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "64dfb82917464276a06b65cf90c3bb3c", "configFingerprint": "e6a494afe49de43cfe2b51111d8b2495fcc9c2b24f0b475f84ce14dcdff5b462", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:07:56.387880+00:00", "framework": "llamacpp", "intentId": "c4735b0c3e2041b29bbf37f07474e0a7", "lastModified": "2026-10-20T05:58:12+00:00", "modelAddress": "https://modelscope.cn/models/OpenBMB/MiniCPM-V-4.7-1B-DSpark-gguf", "repoId": "OpenBMB/MiniCPM-V-4.7-1B-DSpark-gguf", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "64dfb82917464276a06b65cf90c3bb3c", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:07:56.387935+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5db89abe39974b7db73201af7cab2927", "lastModified": "2026-10-19T16:59:08+00:00", "modelAddress": "https://modelscope.cn/models/cpatonn-mirror/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "repoId": "cpatonn-mirror/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "64dfb82917464276a06b65cf90c3bb3c", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:07:56.387988+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c08dc5c004f74b44aa4c7166ff369b09", "lastModified": "2026-10-20T08:50:37+00:00", "modelAddress": "https://modelscope.cn/models/Haodong07/Qwen3-32B-TwinQuant-W4A4", "repoId": "Haodong07/Qwen3-32B-TwinQuant-W4A4", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "64dfb82917464276a06b65cf90c3bb3c", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:07:56.388039+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4dc7614ad5074c8aac26aa3d2d43ee72", "lastModified": "2026-10-19T07:29:23+00:00", "modelAddress": "https://modelscope.cn/models/iluvatar-corex/Qwen3-14B-W8A8", "repoId": "iluvatar-corex/Qwen3-14B-W8A8", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "64dfb82917464276a06b65cf90c3bb3c", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:07:56.388088+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5c4b118e158740d8af506fdbceb34d41", "lastModified": "2026-10-19T18:03:21+00:00", "modelAddress": "https://modelscope.cn/models/cpatonn-mirror/granite-4.0-h-tiny-AWQ-4bit", "repoId": "cpatonn-mirror/granite-4.0-h-tiny-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "64dfb82917464276a06b65cf90c3bb3c", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:07:56.388138+00:00", "framework": "vllm_tokenizer_patch", "intentId": "06eb2e01049741e385edc39e8d4ca0f6", "lastModified": "2026-10-19T18:55:19+00:00", "modelAddress": "https://modelscope.cn/models/shisa-ai/shisa-de-2.1-FP8-dynamic", "repoId": "shisa-ai/shisa-de-2.1-FP8-dynamic", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "64dfb82917464276a06b65cf90c3bb3c", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:07:56.388205+00:00", "framework": "vllm_tokenizer_patch", "intentId": "855cf5591e7c4d3cbe8653fa69818df4", "lastModified": "2026-10-19T07:32:17+00:00", "modelAddress": "https://modelscope.cn/models/StartLuxAI/gdn-1.3b-isp-hybrid-3to1-50b", "repoId": "StartLuxAI/gdn-1.3b-isp-hybrid-3to1-50b", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "64dfb82917464276a06b65cf90c3bb3c", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:07:56.388262+00:00", "framework": "vllm_tokenizer_patch", "intentId": "bb937a4fc5d343238886a5b0a18ec716", "lastModified": "2026-10-19T21:32:10+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Agents-A1-AWQ-NVFP4", "repoId": "cyankiwi/Agents-A1-AWQ-NVFP4", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "64dfb82917464276a06b65cf90c3bb3c", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:07:56.388311+00:00", "framework": "vllm_tokenizer_patch", "intentId": "fc6635a9167b45b199cb70ec3c88ebec", "lastModified": "2026-10-19T18:17:12+00:00", "modelAddress": "https://modelscope.cn/models/cpatonn-mirror/Qwen3-4B-Instruct-2507-AWQ", "repoId": "cpatonn-mirror/Qwen3-4B-Instruct-2507-AWQ", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "64dfb82917464276a06b65cf90c3bb3c", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:07:56.388351+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1215b5247cfa4102a60b774a991b874a", "lastModified": "2026-10-18T15:27:59+00:00", "modelAddress": "https://modelscope.cn/models/mlx-community/Qwen3.6-27B-OptiQ-4bit", "repoId": "mlx-community/Qwen3.6-27B-OptiQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "26997635a29646559c061d5d1baad515", "completedAt": "2026-10-21T12:06:07.605944+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:06:05.107353+00:00", "framework": "vllm_tokenizer_patch", "intentId": "451e5550011e45dab25de1c3f1d6b0b4", "repoId": "mlx-community/Qwen3.6-27B-OptiQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "26997635a29646559c061d5d1baad515", "completedAt": "2026-10-21T12:06:07.605941+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:06:05.107314+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8b26e6839cbc49828bc774ab397148b5", "repoId": "cpatonn-mirror/Qwen3-4B-Instruct-2507-AWQ", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "26997635a29646559c061d5d1baad515", "completedAt": "2026-10-21T12:06:07.605939+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:06:05.107226+00:00", "framework": "vllm_tokenizer_patch", "intentId": "79aa1248a5394d6a82de6815246938a1", "repoId": "cyankiwi/Agents-A1-AWQ-NVFP4", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 5346f5a022..771633e864 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "6d3d0131705f6c8c3f7576476de2831030c5edc0d86ef5dd445f594596378e66",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "194fc1e391e5d9d33e3f66313b80356fc3e70ea2572d1f6ffdae6c1c5af99e1d",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "39ec76cdcd765f15f4bcd8861325644c06a7b65f89cec49ae03bb083ca344185",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "19b0a67eb01f8dbd0ec675b0482c012e7b7de48fbd1d24cdb8d7579e6ae07a40",
-    ".modelhub_state/official_capabilities.json": "4f6d5b39c69355900d61cd485640c9a17228c891ab5faa52fd307eece5f0a74d",
+    ".modelhub_state/market_intelligence.json": "4a31aadd8801498b65f16c89ac360cb707a83d29f65592c4dc000d0974cea2a0",
+    ".modelhub_state/official_capabilities.json": "9d51da89e07c8ceffb9a1a4a672884836d1f7a2ecbe29075f972d0d492d6573b",
     ".modelhub_state/outcome_checkpoint.json": "1eca1fdb307935b8726a5359b1268d259aca7cae6a43cd9ac541c5dc6b07bdb5",
     ".modelhub_state/queue_cleanup_latest.json": "67a11704905ce4b4303cf204224a1eaa8325b0cef009ef0bbc75dfd11b896f9b",
     ".modelhub_state/recent_outcomes.jsonl": "0debddb689e605ebce7b25dc593b566f63bbe040c9d619b8d4d181b5b7875699",
     ".modelhub_state/recovery_active_tasks.jsonl": "68924369a8b764ab702015b1703f0cec915190a6ed5fbdc7af1f1d32cfead590",
-    ".modelhub_state/recovery_intents.jsonl": "5ee9e100c0c7395f37ea38f963932eb382f597642b2dd376238f78e3348b18e6",
+    ".modelhub_state/recovery_intents.jsonl": "f8a614e0430ae48a0a1129eb51c2c99d67a21b199611aa5d97a7fe963da7862a",
     ".modelhub_state/routing_intelligence.json": "7e5a055e4eadfb99096fa8542d777e0ee14d785dcab1ee54f47fc50cf7194ec9",
     ".modelhub_state/submission_exclusions.jsonl": "07b0cf531e208c0d6ecfffb156a0cb39a09636bee94976f2a8a2e3b767cf06cc",
     ".modelhub_state/worker_crashes.jsonl": "d46c42c2991f2fda703c2ba17f2b6a21afa8e1453bf67666f1bc0ff3bb99e2e9",
     "ledger/submissions.jsonl": "1f9a38e252b07c8ea4dc0c54e97b246384b35954816c6980445e0097189deae7",
     "outcomes/submissions.jsonl": "69809ccfc108315c999b67395a85b6da43d418ff15e8fc0bbcac8093c4bc48ad"
   },
-  "generation": 26849,
-  "phase": "cycle",
+  "generation": 26850,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-21T12:06:10.428711+00:00",
+  "updatedAt": "2026-10-21T12:07:56.552187+00:00",
   "writerId": "f9d6ac09a4c14ca19fc241d193853c55"
 }