diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 4e0b2b23d2..0146a7bd20 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -506,7 +506,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T01:50:19.953434+00:00",
+  "generatedAt": "2026-10-24T01:52:04.364802+00:00",
   "summary": {
     "activeBlockCount": 25,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 1ef4d8ab76..ac76d28163 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T01:50:20.180721+00:00",
+  "generatedAt": "2026-10-24T01:52:04.465458+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index a3babb42b9..3da583b374 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T01:50:20.180721+00:00",
+  "catalogUpdatedAt": "2026-10-24T01:52:04.465458+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T01:50:20.180721+00:00",
+  "generatedAt": "2026-10-24T01:52:04.465458+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6459,6 +6459,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T01:50:20.180721+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T01:52:04.465458+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 2cca49f13c..4fdc29e703 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": "2026-10-24T01:50:32.681099+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": "2026-10-24T01:50:32.678950+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": "2026-10-24T01:50:32.680771+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": "4c5cea44ecaf4557af73774ceded9efe", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:52:05.143504+00:00", "framework": "vllm_tokenizer_patch", "intentId": "24cdb24f84524ac2b17654d6de102374", "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": "4c5cea44ecaf4557af73774ceded9efe", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:52:05.143650+00:00", "framework": "vllm_tokenizer_patch", "intentId": "382ca70368d647309f55789d3e2bc17c", "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": "4c5cea44ecaf4557af73774ceded9efe", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:52:05.143732+00:00", "framework": "llamacpp", "intentId": "4dc30e309669484a836f8d62d6687d6a", "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": "4c5cea44ecaf4557af73774ceded9efe", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:52:05.143828+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ff117bcedc884433b5e957bda19e06de", "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": "4c5cea44ecaf4557af73774ceded9efe", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:52:05.143918+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6cff41d71b5444e7b357d019f0a745b2", "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": "4c5cea44ecaf4557af73774ceded9efe", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:52:05.144007+00:00", "framework": "vllm_tokenizer_patch", "intentId": "90121a4824c944f3bfab03ee2706bfff", "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": "4c5cea44ecaf4557af73774ceded9efe", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:52:05.144093+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c38f1ba129d448b88dad0c5d2a2532cf", "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": "4c5cea44ecaf4557af73774ceded9efe", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:52:05.144161+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ef1dc7daf33d4b4dae2d45f9c99e197c", "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": "4c5cea44ecaf4557af73774ceded9efe", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:52:05.144236+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0d1049391bf24362a6208ea0e59b82e8", "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": "4c5cea44ecaf4557af73774ceded9efe", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:52:05.144303+00:00", "framework": "vllm_tokenizer_patch", "intentId": "033242dfd832405b9b2ddea3dfcd108b", "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": "4c5cea44ecaf4557af73774ceded9efe", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:52:05.144368+00:00", "framework": "vllm_tokenizer_patch", "intentId": "cdcc0ccdd15847f9bf21f595ec849254", "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": "4c5cea44ecaf4557af73774ceded9efe", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:52:05.144433+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b5bee33e490640ab86aebadb846f7ce1", "lastModified": "2026-10-22T14:14:09+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "9838e3d637c54771a39bc7ce8dee9af0", "completedAt": "2026-10-24T01:50:26.706970+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:50:23.536593+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ccbaad98d9c14413b5f9db09c262ea78", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "9838e3d637c54771a39bc7ce8dee9af0", "completedAt": "2026-10-24T01:50:26.706967+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:50:23.536546+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ea92b7f53f7b4637a80c8f266b2825e5", "repoId": "cyankiwi/MiniCPM-SALA-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "9838e3d637c54771a39bc7ce8dee9af0", "completedAt": "2026-10-24T01:50:26.706964+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T01:50:23.536509+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1bc922117f764807888c1d0a80e1f6d5", "repoId": "cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "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 90eeb6197a..9458251600 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "8491d4b55340d73571b6395548668ef399139758afc5ec05941320a9e6ea692b",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "f3cf5aaa66f7689e1f9c0dffe81c5598158eb0ab136782b08b87447f4fe1318a",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "4d32318aaeef334a8fada659a24c4f8aca02eb81418e2c6e21badb349e610307",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "e43d7c82c52deb82946faf91d8f8ee9c6acf3e9b4f6b0f0472ef81c34ad4c3c9",
-    ".modelhub_state/official_capabilities.json": "a0bfd61114611a731e828fc28e0d8802fdf10460b96171782f1ea7ff50ae88d5",
+    ".modelhub_state/market_intelligence.json": "8133e0b8efc883cb04168018f1ed8e24270d089bf0e6945e90574710c1e070e8",
+    ".modelhub_state/official_capabilities.json": "c04cf153227677de8851666ab55963e53dde96dee3a63c4eabb82418c6242c84",
     ".modelhub_state/outcome_checkpoint.json": "975aca991daf3a83cbce3798fdf80cdda0a441d794616d1b05ff570663cf26ce",
     ".modelhub_state/queue_cleanup_latest.json": "e47adafd2981157b93e02c25757f3c65e5efaea4801ef0e4368428307fdf23f6",
     ".modelhub_state/recent_outcomes.jsonl": "c86864152c81680d9b52f2d8dd585fb6b34855b70cf47c5ce1024b7c37e05c03",
     ".modelhub_state/recovery_active_tasks.jsonl": "830830fd77c023db7b5b63abe021ec38d4c8642f7ae7a14be27ee7c61492a455",
-    ".modelhub_state/recovery_intents.jsonl": "28955d1a6376161bd94b2c2c94320f8e56d3608a8ae452ab61e8b5681c0a8c24",
+    ".modelhub_state/recovery_intents.jsonl": "1000cca5f93240f83d49ab7fac651d600abc974c1cbbcd4b24790da419baaf92",
     ".modelhub_state/routing_intelligence.json": "062bb3080360000a365746adbe657eec5dead5d72cd0a5301f92eef9a7b2b208",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "420815fdc492b8e10445c82e3688a8a007acc9958c44b879b420768158b50deb",
     "ledger/submissions.jsonl": "891b1b94be9ba7a0fdc4d6bde82aa403911cadacb5a86eb867a997165c4de080",
     "outcomes/submissions.jsonl": "0a0819b61fe3634ec069c5c16ec2f34084816384129b03eb47343210b616451e"
   },
-  "generation": 32779,
-  "phase": "cycle",
+  "generation": 32780,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T01:50:32.915419+00:00",
+  "updatedAt": "2026-10-24T01:52:05.315651+00:00",
   "writerId": "0b3ec6eb8d2f4d0595f6b37ff80185c2"
 }