diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 6223b7622d..7141950645 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T19:40:48.653593+00:00",
+  "generatedAt": "2026-10-24T19:42:25.644366+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 30ac8fa49d..dcc7fb9741 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-24T19:35:51.569780+00:00",
+  "communityAttemptedAt": "2026-10-24T19:42:25.764817+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T19:40:48.755890+00:00",
+  "generatedAt": "2026-10-24T19:42:25.764817+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 6712d9b38f..47a0f21cde 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T19:40:48.755890+00:00",
+  "catalogUpdatedAt": "2026-10-24T19:42:25.764817+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T19:40:48.755890+00:00",
+  "generatedAt": "2026-10-24T19:42:25.764817+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -5957,6 +5957,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T19:40:48.755890+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T19:42:25.764817+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 619379c1a6..ca3a5fdc6c 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3783,6 +3783,18 @@
 {"batchId": "02558387be9f43c9baf0fbe07ee4a561", "completedAt": "2026-10-24T17:28:53.483195+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:28:39.397424+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3a371ff01b954b5898cf60469856b41a", "lastModified": "2026-10-21T14:17:13+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.0-30B-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T19:40:54.312585+00:00", "repoId": "cyankiwi/MiroThinker-v1.0-30B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5764371", "taskType": "text-generation"}
 {"batchId": "eb18582ad6234ec4a148bb570272e852", "completedAt": "2026-10-24T17:55:09.689347+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:55:06.635090+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a8cd9df84669426db58b37f1dd7cbe77", "lastModified": "2026-10-22T14:14:09+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8", "reason": null, "reconciledAt": "2026-10-24T19:40:54.312582+00:00", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5764732", "taskType": "text-generation"}
 {"batchId": "fd26a93b6dd541ed9c83a8c95ee20525", "completedAt": "2026-10-24T18:41:26.804925+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:41:24.487733+00:00", "framework": "vllm-mlu", "intentId": "55ea4889e9c9406585b90601f27d8466", "lastModified": "2026-10-21T17:03:19+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiniCPM-SALA-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T19:40:54.312295+00:00", "repoId": "cyankiwi/MiniCPM-SALA-AWQ-4bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "recovered_active", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5765199", "taskType": "text-generation"}
+{"batchId": "f4de6220943f4085a97de6d1218c3b7b", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:42:26.453817+00:00", "framework": "vllm_fix_tokenizer", "intentId": "6d002217bba244f78e8a82cab9a4753f", "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": "f4de6220943f4085a97de6d1218c3b7b", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:42:26.453910+00:00", "framework": "vllm_fix_tokenizer", "intentId": "f595a1adf90b4a7399e750bd94f8591d", "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": "f4de6220943f4085a97de6d1218c3b7b", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:42:26.453956+00:00", "framework": "vllm_fix_tokenizer", "intentId": "947b00c659db4744a899862fe268fbf7", "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": "f4de6220943f4085a97de6d1218c3b7b", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:42:26.454000+00:00", "framework": "vllm_fix_tokenizer", "intentId": "5ebf6d681e6343a0ac846650792c6f9a", "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": "f4de6220943f4085a97de6d1218c3b7b", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:42:26.454043+00:00", "framework": "vllm_fix_tokenizer", "intentId": "10c2193e95914ea8b50bd104924cc43c", "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": "f4de6220943f4085a97de6d1218c3b7b", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:42:26.454085+00:00", "framework": "vllm_fix_tokenizer", "intentId": "d4879703b5ef427293ce896cdc0b5a96", "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": "f4de6220943f4085a97de6d1218c3b7b", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:42:26.454128+00:00", "framework": "vllm_fix_tokenizer", "intentId": "0ef08a138ca1457983336bc60894968f", "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": "f4de6220943f4085a97de6d1218c3b7b", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:42:26.454171+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a6dcd5ebd06a4773957b0ddd893caf7c", "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": "f4de6220943f4085a97de6d1218c3b7b", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:42:26.454221+00:00", "framework": "vllm_fix_tokenizer", "intentId": "9fa52c842c8045f1b9c1ea7615866b41", "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": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "f4de6220943f4085a97de6d1218c3b7b", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:42:26.454263+00:00", "framework": "vllm_fix_tokenizer", "intentId": "c77bac80779f4a708d5ff9e0cbe242c5", "lastModified": "2026-10-24T13:56:05+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": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "f4de6220943f4085a97de6d1218c3b7b", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:42:26.454305+00:00", "framework": "vllm_fix_tokenizer", "intentId": "554440bba8ec44d1882a906c1dd60246", "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": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "f4de6220943f4085a97de6d1218c3b7b", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:42:26.454348+00:00", "framework": "vllm_fix_tokenizer", "intentId": "70f3ec42e7f24c1289be6392edff45d1", "lastModified": "2026-10-24T12:01:13+00:00", "modelAddress": "https://modelscope.cn/models/kakarotter/calix", "repoId": "kakarotter/calix", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
 {"batchId": "8ec9e265f278442380bc3a27624e44ff", "completedAt": "2026-10-24T19:40:51.773943+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:40:49.384190+00:00", "framework": "vllm_fix_tokenizer", "intentId": "b7182bf815c94a2194597afae302707b", "repoId": "kakarotter/calix", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "8ec9e265f278442380bc3a27624e44ff", "completedAt": "2026-10-24T19:40:51.773940+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:40:49.384135+00:00", "framework": "vllm_fix_tokenizer", "intentId": "d8911acc3cdd493d9197b5342e4af063", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "8ec9e265f278442380bc3a27624e44ff", "completedAt": "2026-10-24T19:40:51.773938+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T19:40:49.384092+00:00", "framework": "vllm_fix_tokenizer", "intentId": "f555608f393546eaaac913b94e30535b", "repoId": "ukisai/Swift-1.5-5bit-MLX", "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 f3330ee4f9..a45e08c760 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "2bd487642c79f1291f8abc1f3dcfc825eae27e8319512e0608912f7922bd5741",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "01d8c8e88c893331d91ba9cbee0ac4bf8b005d4ad79a2b33d52d22a540290df0",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "c5b8cf37c98cbd22fe016ce1b68d7b6af0b11bf4579459c56877fb7fb89e72ab",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "c1726339232d082b5077c0cfff84f147245c7e72692f37470f65c6697899dc15",
-    ".modelhub_state/official_capabilities.json": "6b412208fe2195afb9d0a63f0659e48fe21cb0f50234ce7ca707030cd12f9c53",
+    ".modelhub_state/market_intelligence.json": "93d346b591c291e590ebfb4fa306171797962adb6d55e2a60955288688ab3ca2",
+    ".modelhub_state/official_capabilities.json": "f95ebcb86d88e0a0fdc51ff547abe3e1bd712db5a968d9902c78d8614f394695",
     ".modelhub_state/outcome_checkpoint.json": "fd16c4966c631be340bce3eceac3e54c90d8a37ecde70b195755c50b11173229",
     ".modelhub_state/queue_cleanup_latest.json": "53c93ea949f7776e578b996ca385c5362ea91ec45f2a4f2e1a137ffe9b13d412",
     ".modelhub_state/recent_outcomes.jsonl": "9e2c4ee8fd2126d5f94fd32b9e81c69600bebc309e750693e3862e72e7091d45",
     ".modelhub_state/recovery_active_tasks.jsonl": "9c6e50f5b722dc0bba85b31abb891c2b25dd723d7e74553beffac7ee0dff4e1b",
-    ".modelhub_state/recovery_intents.jsonl": "71005fe120008b3d0fd7f0bc13cd3d5feb9e652900a630eb0939ba8433c7d8d9",
+    ".modelhub_state/recovery_intents.jsonl": "9fdc1974926aca4c55b9922b842679ffe9bbe8e717b292a0fdf097d717c86b0f",
     ".modelhub_state/routing_intelligence.json": "2224754cf3f0801c1296c353bfdee78705f740851aa9a58d511575e644a1e18b",
     ".modelhub_state/submission_exclusions.jsonl": "c61db935b6543f4febaad85dbfdab7a28ed4d00db3c7afce87cddae45d634ede",
     ".modelhub_state/worker_crashes.jsonl": "0202e6c82e987d7caeccc86b1ad515e3e6e72f5e974af0d95b2d6acc326133b6",
     "ledger/submissions.jsonl": "f7d762d943d296aee8bde7be0c9cfd2319d589cbea30818b0c7f489fe84b58c7",
     "outcomes/submissions.jsonl": "557ef2ed0bf70f105d41dd381dc26abe8e41c5b9a21f8a0d1b260f0fc624dcf3"
   },
-  "generation": 34502,
-  "phase": "cycle",
+  "generation": 34503,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T19:40:54.527725+00:00",
+  "updatedAt": "2026-10-24T19:42:26.635682+00:00",
   "writerId": "f3962e442a544d0aab4bb98889be6b76"
 }