diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 82300a7fd9..34123c838b 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -487,7 +487,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T05:16:33.664462+00:00",
+  "generatedAt": "2026-10-23T05:18:17.171390+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index a45364353c..813107e517 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-23T05:13:02.968012+00:00",
+  "communityAttemptedAt": "2026-10-23T05:18:17.260921+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T05:16:33.771649+00:00",
+  "generatedAt": "2026-10-23T05:18:17.260921+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 5f90c89521..c9d9862b84 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T05:16:33.771649+00:00",
+  "catalogUpdatedAt": "2026-10-23T05:18:17.260921+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T05:16:33.771649+00:00",
+  "generatedAt": "2026-10-23T05:18:17.260921+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6289,6 +6289,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T05:16:33.771649+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T05:18:17.260921+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 09e16b63a2..add1026d62 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3727,6 +3727,18 @@
 {"batchId": "d951efdc91554b1eb41d1bbf3ae1e0d7", "completedAt": "2026-10-22T20:21:06.258245+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T20:21:03.557699+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a36c6ca0622d46fc8f09c65b58529360", "lastModified": "2026-10-22T13:57:14+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "reason": null, "reconciledAt": "2026-10-23T05:16:45.333609+00:00", "repoId": "cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5724977", "taskType": "text-generation"}
 {"batchId": "4da72fb9df654621af214d2580119d18", "completedAt": "2026-10-22T20:25:26.110649+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T20:25:23.630397+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5bcde5a40eb543eeb24ce85c99821717", "lastModified": "2026-10-21T16:49:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-23T05:16:45.335120+00:00", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5725025", "taskType": "text-generation"}
 {"batchId": "e72c464f837541da9c1da8886bf58419", "completedAt": "2026-10-22T22:44:16.149243+00:00", "configFingerprint": "1d8ba6e2bf36aa47c80ff7bd95383cf1571f55e0a76760eb56b3f847863afa7f", "configSource": "modelhub_live", "createdAt": "2026-10-22T22:44:13.585401+00:00", "framework": "llamacpp", "intentId": "3669a4afc92a4768b586a1925807bb3c", "lastModified": "2026-10-22T14:16:42+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF", "reason": null, "reconciledAt": "2026-10-23T05:16:45.335116+00:00", "repoId": "InternScience/Sage-A1.5-Q8_0-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "hygon_k100-ai", "taskId": "5726692", "taskType": "text-generation"}
+{"batchId": "50fea4c044a441559bd22d803fe239cd", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:18:18.699619+00:00", "framework": "llamacpp", "intentId": "ebb562c2f44b42b79b4c0c0c7a4e19a8", "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": "50fea4c044a441559bd22d803fe239cd", "configFingerprint": "91915287b76ea7e05cad914ff86bc370079e1da493390c06596dc5d6300af314", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:18:18.699731+00:00", "framework": "llamacpp", "intentId": "81fea2b406694c259ea389001b8603ed", "lastModified": "2026-10-22T14:16:42+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF", "repoId": "InternScience/Sage-A1.5-Q8_0-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "pending", "targetGpu": "Mthreads_s4000", "taskType": "text-generation"}
+{"batchId": "50fea4c044a441559bd22d803fe239cd", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:18:18.699790+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3018b6c36c5848e2b421997a95187765", "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": "50fea4c044a441559bd22d803fe239cd", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:18:18.699844+00:00", "framework": "vllm_tokenizer_patch", "intentId": "677f1de7e60244a3976afc80d8eb5b90", "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": "50fea4c044a441559bd22d803fe239cd", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:18:18.699894+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b299172eb19d4ea8bd3c141f16648a99", "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": "50fea4c044a441559bd22d803fe239cd", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:18:18.699933+00:00", "framework": "vllm_tokenizer_patch", "intentId": "77a41a332d9c41c798b1b6489c373ef4", "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": "50fea4c044a441559bd22d803fe239cd", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:18:18.699971+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a27394c36fa74a91b6df7d6dcceab4c2", "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": "50fea4c044a441559bd22d803fe239cd", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:18:18.700008+00:00", "framework": "vllm_tokenizer_patch", "intentId": "adf1882f6f3e402391a0ff874d5cf61f", "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": "50fea4c044a441559bd22d803fe239cd", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:18:18.700044+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5023f49189e04cdb986dc7667a290052", "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": "50fea4c044a441559bd22d803fe239cd", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:18:18.700080+00:00", "framework": "vllm_tokenizer_patch", "intentId": "da92e52914194eddabd1a7d43edbb948", "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": "50fea4c044a441559bd22d803fe239cd", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:18:18.700117+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b3ec2ba0b56f47c893de657391e1d0d8", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "50fea4c044a441559bd22d803fe239cd", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:18:18.700154+00:00", "framework": "vllm_tokenizer_patch", "intentId": "81d5f27a545f4ceabfc6e1b7eb603f2f", "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": "92bbd320419b437da010351be9f470ec", "completedAt": "2026-10-23T05:16:37.886873+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:16:34.819929+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7bc381457eef4404925fb8cdb5fad041", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "92bbd320419b437da010351be9f470ec", "completedAt": "2026-10-23T05:16:37.886869+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:16:34.819863+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b6380dbca08d47029055d628c71a3c8d", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "92bbd320419b437da010351be9f470ec", "completedAt": "2026-10-23T05:16:37.886866+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:16:34.819798+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ba0fd44994e747c8bd18ecb96fe5ce2b", "repoId": "RecursiveSI/flint-int4", "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 b08d425b23..3af99fef5c 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "c74aa53007fbba072a50ba63c8d11f5355930c2d17ce327f6d45c7767e70fa7b",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "48851059b8889c7e10c1401a6b3a2b5014161a73906fd85e4977dc42efa48515",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "e33460f029be98329d05e98b59086fc43fb29ae9210ad116fbc5edfb3294d5d4",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "5d02197219d2e3d22ce991abbd29b241a41e3da2172843e1fefb3755d4d9729b",
-    ".modelhub_state/official_capabilities.json": "5f091a85c36d250076c867b08e4fa7623be275fac84415c9abf5d168ee2fe66e",
+    ".modelhub_state/market_intelligence.json": "dd8a7c40478dd2e56692b020752538bfa365a6b8900a7428943f516f8f64e35b",
+    ".modelhub_state/official_capabilities.json": "dffec4c20eb60062dc931d19b7be3411651f60f87cd1dc697af87c5ca39268e0",
     ".modelhub_state/outcome_checkpoint.json": "e00e4fec0cfb0d33421bfd5cea5c93a82d5e5ce4a6b00e25278113f6947396b7",
     ".modelhub_state/queue_cleanup_latest.json": "f5c6a7a2fc1c4414df13c85e3cb67c1605111cc1b0383163de9820194d12893d",
     ".modelhub_state/recent_outcomes.jsonl": "f140ad313dfd577f5be89f848c9930b302e6cef742091cd7c6bdbac20f3f5cb3",
     ".modelhub_state/recovery_active_tasks.jsonl": "23884e55cd51df2e8e08804918b866b83e27386b6605cd328ddfbec6ed5db4c0",
-    ".modelhub_state/recovery_intents.jsonl": "3a87024f6e937404c3b73af6cd5aaeec80e1c0e48c50e224ed5ca9393a973608",
+    ".modelhub_state/recovery_intents.jsonl": "f971a7b5378f5b28c0ec0469777c19199dba34fe58b2fc92db489f38440ac8cd",
     ".modelhub_state/routing_intelligence.json": "c1024dd8e910c9097fc0f8bda6d82d2c5b0fb888f83b758e1cfca7058031703e",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "79a82e0be7257a319accaac998e3a6ffc2ee298cd8277e80ede1ae8a4592226f",
     "ledger/submissions.jsonl": "7ed8eeff33a95af4e4641f8417f5dc2d7ac11e38c839de2c1ef950dddb07bb33",
     "outcomes/submissions.jsonl": "fe09edfc7ca713b351af64cabcad190add8b77d7d7435410d115db8f6824d339"
   },
-  "generation": 30911,
-  "phase": "cycle",
+  "generation": 30912,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T05:16:45.556955+00:00",
+  "updatedAt": "2026-10-23T05:18:18.924052+00:00",
   "writerId": "0f7b062a06b54242af2a262608ef306f"
 }