diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 20ed8cea76..3f7ce13bec 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-25T03:46:36.735905+00:00",
+  "generatedAt": "2026-10-25T03:48:13.635780+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 0da568c504..9f4baca466 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-25T03:41:45.133456+00:00",
+  "communityAttemptedAt": "2026-10-25T03:48:13.760258+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-25T03:46:36.854315+00:00",
+  "generatedAt": "2026-10-25T03:48:13.760258+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 73d9b07d0a..c72b4958a3 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T03:46:36.854315+00:00",
+  "catalogUpdatedAt": "2026-10-25T03:48:13.760258+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-25T03:46:36.854315+00:00",
+  "generatedAt": "2026-10-25T03:48:13.760258+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6580,6 +6580,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T03:46:36.854315+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T03:48:13.760258+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 0620cb861c..a8ba44f4f2 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3809,6 +3809,18 @@
 {"batchId": "a9e1cb41797e494c90097428b7c64cba", "completedAt": "2026-10-25T02:30:11.995204+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-25T02:30:09.761052+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7fe409be525549209111f4e53d541d4c", "lastModified": "2026-10-21T16:58:14+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T03:46:42.318977+00:00", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5771004", "taskType": "text-generation"}
 {"batchId": "a3600559e38849dab8a537b39bd6c6b7", "completedAt": "2026-10-25T02:52:53.138378+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-25T02:52:50.883782+00:00", "framework": "vllm_tokenizer_patch", "intentId": "25dc79da915e45ffa87ae1c4aa1d37d2", "lastModified": "2026-10-24T12:01:13+00:00", "modelAddress": "https://modelscope.cn/models/kakarotter/calix", "reason": null, "reconciledAt": "2026-10-25T03:46:42.317358+00:00", "repoId": "kakarotter/calix", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5771333", "taskType": "text-generation"}
 {"batchId": "3847981ede0c44208ee957b63c7529ab", "completedAt": "2026-10-25T03:12:44.632876+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:12:42.283230+00:00", "framework": "vllm_fix_tokenizer", "intentId": "cefc269bf0bf4509a434e70429166d48", "lastModified": "2026-10-21T16:19:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T03:46:42.316364+00:00", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5771609", "taskType": "text-generation"}
+{"batchId": "43628dd951ea4c7ebda172ef130887c5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:48:14.936019+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5383ace48fc1432093f71831c83b30b9", "lastModified": "2026-10-21T17:02:31+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-AWQ-4bit", "repoId": "cyankiwi/Nemotron-Cascade-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "43628dd951ea4c7ebda172ef130887c5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:48:14.936168+00:00", "framework": "vllm_tokenizer_patch", "intentId": "134896274429463faa47b036bebdd0b2", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "43628dd951ea4c7ebda172ef130887c5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:48:14.936252+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b60f3cf2dd484e738155df5481a5307e", "lastModified": "2026-10-21T17:19:37+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-8bit", "repoId": "cyankiwi/KAT-Dev-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "43628dd951ea4c7ebda172ef130887c5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:48:14.936323+00:00", "framework": "vllm_tokenizer_patch", "intentId": "052d9dc5ae0d4b9390702735f81fea26", "lastModified": "2026-10-21T17:00:21+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2-8B-A1B-AWQ-4bit", "repoId": "cyankiwi/LFM2-8B-A1B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "43628dd951ea4c7ebda172ef130887c5", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:48:14.936391+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a3518ef5d65e43159568e635be6814d7", "lastModified": "2026-10-21T16:56:28+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/GLM-4.7-Flash-AWQ-4bit", "repoId": "cyankiwi/GLM-4.7-Flash-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "43628dd951ea4c7ebda172ef130887c5", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:48:14.936473+00:00", "framework": "vllm_fix_tokenizer", "intentId": "17ed179459af4ab190393c481bf599c1", "lastModified": "2026-10-21T16:41:42+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Qwen3-30B-A3B-Instruct-2507-AWQ-4bit", "repoId": "cyankiwi/Qwen3-30B-A3B-Instruct-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "43628dd951ea4c7ebda172ef130887c5", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:48:14.936551+00:00", "framework": "vllm_fix_tokenizer", "intentId": "74d6ef50500a45189ca0c492541cdd23", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "43628dd951ea4c7ebda172ef130887c5", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:48:14.936628+00:00", "framework": "vllm_fix_tokenizer", "intentId": "6abb9c9c9ee144fdbf67d366a40b69bb", "lastModified": "2026-10-21T17:13:13+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/OmniCoder-9B-AWQ-4bit", "repoId": "cyankiwi/OmniCoder-9B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "43628dd951ea4c7ebda172ef130887c5", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:48:14.936704+00:00", "framework": "vllm_fix_tokenizer", "intentId": "910331e4eb34440f813efc18dcd33fa4", "lastModified": "2026-10-24T12:36:06+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": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "43628dd951ea4c7ebda172ef130887c5", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:48:14.936781+00:00", "framework": "vllm_fix_tokenizer", "intentId": "da5240266de941319f5f2f60164a7819", "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": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "43628dd951ea4c7ebda172ef130887c5", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:48:14.936858+00:00", "framework": "vllm_fix_tokenizer", "intentId": "97aec43d9c074df7a6b2ea3bbbedceca", "lastModified": "2026-10-21T17:16:44+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.5-30B-AWQ-4bit", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "43628dd951ea4c7ebda172ef130887c5", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:48:14.936935+00:00", "framework": "vllm_fix_tokenizer", "intentId": "c8facd11b4d648f1b4f620a9797520d3", "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": "Vastai_va16", "taskType": "text-generation"}
 {"batchId": "f74c5b24c3c145769172a4f52b1e1b30", "completedAt": "2026-10-25T03:46:39.941342+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:46:37.547797+00:00", "framework": "vllm_fix_tokenizer", "intentId": "1bc8bdd3c56f45e3866e61bc8d532cc8", "repoId": "cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "f74c5b24c3c145769172a4f52b1e1b30", "completedAt": "2026-10-25T03:46:39.941340+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:46:37.547755+00:00", "framework": "vllm_fix_tokenizer", "intentId": "5db5ca2c31444003ba107a8e936d9072", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "f74c5b24c3c145769172a4f52b1e1b30", "completedAt": "2026-10-25T03:46:39.941337+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:46:37.547713+00:00", "framework": "vllm_fix_tokenizer", "intentId": "22513e3673d84e55a07b76a958e5afaa", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 845bb10cb1..ff9c1178f3 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "4fecd77a4e64cb25be2617040a62325b7d4b2adc23195fa3cfb74792a77e9a4d",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "9bd0a672fd5760b5d9ac5b42fa20c99c19ec26376d3ec2175fe4454d47282b2a",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "7c1f54d0b3996b5d7fac5d4e3a629f1e02f78a5e09bd3f779f1f6dfe4fe8e4ab",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "055991087a91d21fb3986321a3712882c29f087c23aab620de5bfb5a99e8dcca",
-    ".modelhub_state/official_capabilities.json": "7f25af67d9128ae09273647a9bbccb75597511295a8e2c8bd78777f34e59bf17",
+    ".modelhub_state/market_intelligence.json": "fceb06af53d65830f5779e333a9066338d9f0177e1d4f94fdb45537a0ac00b5e",
+    ".modelhub_state/official_capabilities.json": "4c2d9b09ef976d9739bff6bf84055e536a5177661e8f984729559a5366b5c8dd",
     ".modelhub_state/outcome_checkpoint.json": "e6086aa544a83f55e0126ad493e3ee2e952b27113bfe97261e3a3d61a68b8fac",
     ".modelhub_state/queue_cleanup_latest.json": "e6f658723575ff63937af078f91e51b68d1e468b619379fefa1155fe4bb45048",
     ".modelhub_state/recent_outcomes.jsonl": "830c2ff111f59760a2ea62ad4bafc21041089715791d16819acba29dc71281a1",
     ".modelhub_state/recovery_active_tasks.jsonl": "094694ca195998d2dea8d59ce76bf6e1179e9498754c13430ff0dac540addc75",
-    ".modelhub_state/recovery_intents.jsonl": "c99374675a789aced739d2c59cb645dbfcfdc175b222965e33191e0d6d6ce5b8",
+    ".modelhub_state/recovery_intents.jsonl": "c1f5bbfb10631e512309b76cf317e9c2395a5e4cccf183ca11ecab43443546de",
     ".modelhub_state/routing_intelligence.json": "b1418f0a532460a4cdf7a74eda1a75abdd7b1658daef1fb4f67e28b3ec077300",
     ".modelhub_state/submission_exclusions.jsonl": "ec0164a066e590a129ed69be5c4279284ccf1a85230e402be88754b03203581d",
     ".modelhub_state/worker_crashes.jsonl": "e436652d39bca5bcba31822ff9fb949a9d7ff0b7f509c170e258a53d7e01ce9a",
     "ledger/submissions.jsonl": "f831a389efc66073519ebd6aba8f453cb35ef8c24ff3b1c6a7fdf10a0f79340e",
     "outcomes/submissions.jsonl": "f482cefd39e74ac6b3a876f568591939e9b0339e256aaddbc19aa10b384e45e5"
   },
-  "generation": 35365,
-  "phase": "cycle",
+  "generation": 35366,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T03:46:42.510065+00:00",
+  "updatedAt": "2026-10-25T03:48:15.131456+00:00",
   "writerId": "5c9906c400e2442789cb0c734d70dc03"
 }