diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 0fe2ab672a..ff68caf180 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -506,7 +506,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T20:35:43.865718+00:00",
+  "generatedAt": "2026-10-23T20:37:39.260957+00:00",
   "summary": {
     "activeBlockCount": 25,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 1099832562..7625c50060 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-23T20:32:22.658826+00:00",
+  "communityAttemptedAt": "2026-10-23T20:37:39.357453+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T20:35:43.967504+00:00",
+  "generatedAt": "2026-10-23T20:37:39.357453+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index c628489d4e..fc75baca18 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T20:35:43.967504+00:00",
+  "catalogUpdatedAt": "2026-10-23T20:37:39.357453+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T20:35:43.967504+00:00",
+  "generatedAt": "2026-10-23T20:37:39.357453+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6473,6 +6473,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T20:35:43.967504+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T20:37:39.357453+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 65cc83fa30..c471d37571 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3733,6 +3733,18 @@
 {"batchId": "4ba40262d41d4141871a82e2c8ef7e3d", "completedAt": "2026-10-23T09:25:25.190554+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:25:22.571790+00:00", "framework": "vllm_tokenizer_patch", "intentId": "16d775d2d9e84b2c9f96cd48661d178c", "lastModified": "2026-10-21T19:08:10+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-23T20:36:06.986055+00:00", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5735872", "taskType": "text-generation"}
 {"batchId": "3240b9dc6ea34cfa957079f469e9ae4b", "completedAt": "2026-10-23T11:15:29.377844+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:15:26.821111+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3d111b54d33a4ad6a01ce40afe6240df", "lastModified": "2026-10-22T01:37:07+00:00", "modelAddress": "https://modelscope.cn/models/RecursiveSI/flint-int4", "reason": null, "reconciledAt": "2026-10-23T20:36:06.988081+00:00", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5737151", "taskType": "text-generation"}
 {"batchId": "3d8c0e91978f43e09b0ff79b372b0077", "completedAt": "2026-10-23T13:28:14.742077+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:27:58.482566+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2bbf1c38663f4f2a91f1f3c5a47eb79f", "lastModified": "2026-10-21T16:38:25+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-23T20:36:06.986954+00:00", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5738981", "taskType": "text-generation"}
+{"batchId": "801dfdfe32ac416985f105fa4dcc810a", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:37:40.130695+00:00", "framework": "llamacpp", "intentId": "2bac2b2800124c7599108c82ec951b1a", "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": "801dfdfe32ac416985f105fa4dcc810a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:37:40.130807+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b24b7133649341b89dbd16a1ce1815ca", "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": "801dfdfe32ac416985f105fa4dcc810a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:37:40.130852+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3e39180a835443f7a3f62e6c5d66cb63", "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": "801dfdfe32ac416985f105fa4dcc810a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:37:40.130891+00:00", "framework": "vllm_tokenizer_patch", "intentId": "04b39b85c6684da7bb739021cd966696", "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": "801dfdfe32ac416985f105fa4dcc810a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:37:40.130929+00:00", "framework": "vllm_tokenizer_patch", "intentId": "08279777ac9041aeb491081a0ec0cf3f", "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": "801dfdfe32ac416985f105fa4dcc810a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:37:40.130966+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4fa9a44594c840e2b4b641ec18624d50", "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": "801dfdfe32ac416985f105fa4dcc810a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:37:40.131004+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4a93643241ca44e691329878c06902c4", "lastModified": "2026-10-21T16:19:52+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "repoId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "801dfdfe32ac416985f105fa4dcc810a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:37:40.131053+00:00", "framework": "vllm_tokenizer_patch", "intentId": "236224a3de7c4b93bd9d0ed0093c62fd", "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": "801dfdfe32ac416985f105fa4dcc810a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:37:40.131092+00:00", "framework": "vllm_tokenizer_patch", "intentId": "fe4c0a6262dd4b49af006a162709e00d", "lastModified": "2026-10-23T13:09:59+00:00", "modelAddress": "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX", "repoId": "ukisai/Swift-1.5-5bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "801dfdfe32ac416985f105fa4dcc810a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:37:40.131129+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ad44d56811b741ed8330eb96573fac24", "lastModified": "2026-10-21T17:18:20+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "801dfdfe32ac416985f105fa4dcc810a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:37:40.131166+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d45e96c61ec6445e96187c5b54cbc55d", "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": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "801dfdfe32ac416985f105fa4dcc810a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:37:40.131211+00:00", "framework": "vllm_tokenizer_patch", "intentId": "403166984ba4451dad2f40d9bac0d307", "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": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "d6fe635746ee46409bf61e559109db29", "completedAt": "2026-10-23T20:35:58.831883+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:35:55.299748+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e52c80ff6ff740f8a1c2d8b323f73efb", "repoId": "cyankiwi/AgentCPM-Report-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "d6fe635746ee46409bf61e559109db29", "completedAt": "2026-10-23T20:35:58.831880+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:35:55.299710+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1a4f07309efe4594be66d008cbd5065f", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "d6fe635746ee46409bf61e559109db29", "completedAt": "2026-10-23T20:35:58.831877+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T20:35:55.299671+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f9a157f4341c4d6291d91ce6201fe237", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "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 d848b89f68..ab06b5f190 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "4b0fa1b079a972393b97d0cdf19b4c9b7f32daee87c3a768c631ebb249205b1a",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "aec2c962080c1eae4d3b0dd3e7a03ce58022c23466aa55e5cf1c98b4c4d3fb75",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "933c891514ff55cdaee8f0aa09e20f1e065ba60a17eaeb784eed8d9aed237a89",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "6236265c349b7106e507802105f7f68a26de861552b4c33955fe29d188ed992f",
-    ".modelhub_state/official_capabilities.json": "7bb8e749df14dcaa80f5aa3f3a452e7c4a544c78a0f42453ea2b8da156cc7f4d",
+    ".modelhub_state/market_intelligence.json": "ea87b6cb8916e3e9a47274f460b76f6b761a5d33b376ffad6319ab148857c6cc",
+    ".modelhub_state/official_capabilities.json": "d4bfd799f9af4c55196392a8a3376eea386cca9a93247d85629abae6628f8912",
     ".modelhub_state/outcome_checkpoint.json": "8f237f5957428445cd16863ccd2f05403d2fdae78bacc66b1a90deb374cfe203",
     ".modelhub_state/queue_cleanup_latest.json": "b9f4ab6b802f11fba1eac4aab36681bb1c55ca9ec453f998ff165c36b204bca4",
     ".modelhub_state/recent_outcomes.jsonl": "4e9ea96530129301fd28fce2a2553a0c3ac736a88199c5f646c5d1f197302806",
     ".modelhub_state/recovery_active_tasks.jsonl": "af8713405f12a76ac3f8a0839cae6c2d57a895d2be8e36aff82f4efdd095054c",
-    ".modelhub_state/recovery_intents.jsonl": "38d2c4ba411b0c22d826fb59418aefe6c7db4cc1d7197db0ffb6f3e175e9a98f",
+    ".modelhub_state/recovery_intents.jsonl": "ff67ac92b13f3bb4f6dd78b9a89c0bfc9e5b89901493b95d96ec6deab1f116e7",
     ".modelhub_state/routing_intelligence.json": "4c6227e5f1e7e04868eaf6aef7b0ea679508daa091faadcd562147c36dc8b984",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "0e675b1c3ea5c2ab436cf083668db8830733f3e9d03420e10a8563a589acb517",
     "ledger/submissions.jsonl": "3d8aa5d757abc53e8fdef68f6355847de0058d65dbfcb8917138cabc8e4b65b5",
     "outcomes/submissions.jsonl": "59f840fa423e739697479b980d75af215cc2490dc1fba9ecc661203df75c1a71"
   },
-  "generation": 32260,
-  "phase": "cycle",
+  "generation": 32261,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T20:36:07.183593+00:00",
+  "updatedAt": "2026-10-23T20:37:40.355476+00:00",
   "writerId": "6cd7cbd5a7014f838149942b3e5927f7"
 }