diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 9c2cdf0b34..488458d5a1 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -506,7 +506,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T09:35:06.763736+00:00",
+  "generatedAt": "2026-10-23T09:36:47.562911+00:00",
   "summary": {
     "activeBlockCount": 25,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index a9ba953218..94da59133c 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-23T09:31:45.868609+00:00",
+  "communityAttemptedAt": "2026-10-23T09:36:47.663700+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -423,7 +423,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T09:35:06.874211+00:00",
+  "generatedAt": "2026-10-23T09:36:47.663700+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 4c3d43c0ca..024d4db4dc 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T09:35:06.874211+00:00",
+  "catalogUpdatedAt": "2026-10-23T09:36:47.663700+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T09:35:06.874211+00:00",
+  "generatedAt": "2026-10-23T09:36:47.663700+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6468,6 +6468,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T09:35:06.874211+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T09:36:47.663700+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index c69ef569ac..f71d0c36e0 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3731,6 +3731,18 @@
 {"batchId": "8e43cbd26fe548c98f4f7ff05dee09b1", "completedAt": "2026-10-23T06:45:39.646340+00:00", "configFingerprint": "57aceff29ff69c4fb34602873529ff182196395d82e08b39e53f9350ca14eca7", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:45:25.754958+00:00", "framework": "llamacpp", "intentId": "ce4aac32cffa4323bd78c31ff8fca0e9", "lastModified": "2026-10-21T03:15:59+00:00", "modelAddress": "https://modelscope.cn/models/XHToken/Spark-X2.6-4B-GGUF", "reason": null, "reconciledAt": "2026-10-23T09:35:15.890859+00:00", "repoId": "XHToken/Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5733467", "taskType": "text-generation"}
 {"batchId": "8e43cbd26fe548c98f4f7ff05dee09b1", "completedAt": "2026-10-23T06:45:39.646387+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:45:25.755807+00:00", "framework": "vllm_tokenizer_patch", "intentId": "81202d51b04e49d591b875ab5fdd5e03", "lastModified": "2026-10-21T13:20:37+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-23T09:35:15.890856+00:00", "repoId": "cyankiwi/Nemotron-Cascade-8B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5733468", "taskType": "text-generation"}
 {"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": "2026-10-23T09:35:15.891550+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": "dac116c092724ad7bb2a30dddc610949", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:36:48.465025+00:00", "framework": "llamacpp", "intentId": "00d600245d0f49f78c18fa432099a8bb", "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": "dac116c092724ad7bb2a30dddc610949", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:36:48.465135+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f9eda3a7d5a946588301f7dbecf8f6f9", "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": "dac116c092724ad7bb2a30dddc610949", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:36:48.465204+00:00", "framework": "vllm_tokenizer_patch", "intentId": "55c6dedf62294de7b661f6fa1ebd63cb", "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": "dac116c092724ad7bb2a30dddc610949", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:36:48.465255+00:00", "framework": "vllm_tokenizer_patch", "intentId": "53327ba120ea498ab89499cde31e7b93", "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": "dac116c092724ad7bb2a30dddc610949", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:36:48.465295+00:00", "framework": "vllm_tokenizer_patch", "intentId": "60fea6b6e4074d7aa2634ebf22fe9ff7", "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": "dac116c092724ad7bb2a30dddc610949", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:36:48.465333+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d3c75a8280e64516a76cc55e33f0ab7e", "lastModified": "2026-10-22T13:58:47+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": "dac116c092724ad7bb2a30dddc610949", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:36:48.465371+00:00", "framework": "vllm_tokenizer_patch", "intentId": "02fc1c6aa8fb46bcbc56b8fe48991bf3", "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": "dac116c092724ad7bb2a30dddc610949", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:36:48.465408+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c31bdf2b9e484e48a1945464dd2c586d", "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": "dac116c092724ad7bb2a30dddc610949", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:36:48.465446+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1ad45f9af4324a138a8e2ac9cc7613d6", "lastModified": "2026-10-22T01:37:07+00:00", "modelAddress": "https://modelscope.cn/models/RecursiveSI/flint-int4", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "dac116c092724ad7bb2a30dddc610949", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:36:48.465483+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0ec852b98a2a436b96aacba440f97325", "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": "dac116c092724ad7bb2a30dddc610949", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:36:48.465520+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d62877d1a7884f60b5b9af33db6ee926", "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": "dac116c092724ad7bb2a30dddc610949", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:36:48.465557+00:00", "framework": "vllm_tokenizer_patch", "intentId": "22e2a0eb9e084f369f4a9b6e9b5576ea", "lastModified": "2026-10-22T13:17:57+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": "4bfd4c895f1a478aa6ade5a2adf4cdf3", "completedAt": "2026-10-23T09:35:10.706819+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:35:07.808842+00:00", "framework": "vllm_tokenizer_patch", "intentId": "521ea8787a1147089eb5887264dd63ad", "repoId": "ukisai/Swift-1.5-5bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "4bfd4c895f1a478aa6ade5a2adf4cdf3", "completedAt": "2026-10-23T09:35:10.706816+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:35:07.808806+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3c20bfa84bc04986850140d2e7dd7028", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "4bfd4c895f1a478aa6ade5a2adf4cdf3", "completedAt": "2026-10-23T09:35:10.706814+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:35:07.808768+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8c5d9df852a74323affe77a94e65f26f", "repoId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "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 4e362c7632..d30d7c6602 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "1a755fc2686042c33333a1c498fd568070e022a60fdb04693366333249ec92ea",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "35ca986356dbaf109cdf81d512dd1cfbac6912dd6160ccc94e270c7c965a03c3",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "1f2b1a46199ce362f75516762a2ca5649f122fbe2591cb865bc3d759705f4117",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "0e8731ac0cb242fa5a1276c75b7bfec656342b7dc788a39b0aa37244d7657646",
-    ".modelhub_state/official_capabilities.json": "6c06681a9403c68f6bed9655791abc572952190a21d7b2ab7a62cfbd069ce6c3",
+    ".modelhub_state/market_intelligence.json": "dcf698b8d5b38e89dc1f4cfe7d52e946311d1a5573f5bed13c2a091d55329edf",
+    ".modelhub_state/official_capabilities.json": "fb145f7c10b27dd34dd49013af5bf0ab7e522822b2b4ba178e83ce3267ba6350",
     ".modelhub_state/outcome_checkpoint.json": "12d5ad52ca33e7b98291210493d76f734d053961f516ec03f7646edab09e7722",
     ".modelhub_state/queue_cleanup_latest.json": "a5fdbd080bd7d139f269c20719bb6aa3a427f9b0e3ced669084c310b6c725457",
     ".modelhub_state/recent_outcomes.jsonl": "c26907b94d0e29da07c78f3ba519875eba74078b8536855c9be477e40170b127",
     ".modelhub_state/recovery_active_tasks.jsonl": "ec73e91684beb4ce67f5f1e626511e0e12ac3972080a3591b9105634dfb0b8a5",
-    ".modelhub_state/recovery_intents.jsonl": "bc6d26c060d5f772c5e519c923ba81685655c0c29f1cc723dda0ae67ed257bdf",
+    ".modelhub_state/recovery_intents.jsonl": "81213ba0fee9f656e4dd11b5f58f43f9575f4454b8fd05cad34b6d49c1a6f11b",
     ".modelhub_state/routing_intelligence.json": "3ad6b67eb3b31b26264f87d2105f2ed9d34a227fd9cccea235a110c6a07ba1f3",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "79a82e0be7257a319accaac998e3a6ffc2ee298cd8277e80ede1ae8a4592226f",
     "ledger/submissions.jsonl": "949e2ee6d5e91e4b02d8d247733f8daae75efe282d90356899bb4accf9772c3e",
     "outcomes/submissions.jsonl": "bb77adb9150c6fa1e86c6b9d8c3492546f7c71bd4a9304f1941fe012485a2475"
   },
-  "generation": 31337,
-  "phase": "cycle",
+  "generation": 31338,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T09:35:16.124647+00:00",
+  "updatedAt": "2026-10-23T09:36:48.645111+00:00",
   "writerId": "0f7b062a06b54242af2a262608ef306f"
 }