diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index bd3fbeaf42..845c18756c 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-25T10:05:26.129130+00:00",
+  "generatedAt": "2026-10-25T10:07:16.329929+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 5ddcccd045..fab088434e 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-25T10:01:42.928376+00:00",
+  "communityAttemptedAt": "2026-10-25T10:07:16.450963+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-25T10:05:26.257598+00:00",
+  "generatedAt": "2026-10-25T10:07:16.450963+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 350cb72835..282ed318d2 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T10:05:26.257598+00:00",
+  "catalogUpdatedAt": "2026-10-25T10:07:16.450963+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-25T10:05:26.257598+00:00",
+  "generatedAt": "2026-10-25T10:07:16.450963+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6388,6 +6388,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T10:05:26.257598+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T10:07:16.450963+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index d2244436be..8c31ab6b83 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3818,6 +3818,18 @@
 {"batchId": "ff056303094b4a07ba9c1b95c7767bc3", "completedAt": "2026-10-25T07:09:14.318969+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T07:09:11.995775+00:00", "framework": "vllm_fix_tokenizer", "intentId": "dfacf96cec434d80b4771ba4de1b691f", "lastModified": "2026-10-24T12:01:13+00:00", "modelAddress": "https://modelscope.cn/models/kakarotter/calix", "reason": null, "reconciledAt": "2026-10-25T10:05:44.933786+00:00", "repoId": "kakarotter/calix", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5775023", "taskType": "text-generation"}
 {"batchId": "cb0e55bdd9604b6ea99538d87123023c", "completedAt": "2026-10-25T07:10:07.955116+00:00", "configFingerprint": "ab71f5b6f1f951bd7138e3540ab336b83cc96a774071c9d567b977c2e909eec3", "configSource": "modelhub_live", "createdAt": "2026-10-25T07:10:05.704943+00:00", "framework": "llamacpp", "intentId": "3cf6f6c0af08480aa0cbea9efb57f7c4", "lastModified": "2026-10-21T18:27:55+00:00", "modelAddress": "https://modelscope.cn/models/prithivMLmods/XHToken-Spark-X2.6-4B-GGUF", "reason": null, "reconciledAt": "2026-10-25T10:05:44.933781+00:00", "repoId": "prithivMLmods/XHToken-Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "recovered_active", "targetGpu": "Mthreads_s4000", "taskId": "5775036", "taskType": "text-generation"}
 {"batchId": "72d776dab2854a21b11bdeb2953bc301", "completedAt": "2026-10-25T09:20:25.027950+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T09:20:22.570577+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3e9c3d40af3f40078851b221e4a70d54", "lastModified": "2026-10-21T17:00:21+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2-8B-A1B-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T10:05:44.934207+00:00", "repoId": "cyankiwi/LFM2-8B-A1B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5776685", "taskType": "text-generation"}
+{"batchId": "13ab93557d2043a9aa51acd0a459319d", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:07:17.302061+00:00", "framework": "vllm-mlu", "intentId": "9fd0a084553a41bcb02b623d9d5c343d", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "13ab93557d2043a9aa51acd0a459319d", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:07:17.302164+00:00", "framework": "vllm-mlu", "intentId": "973fb77920264d7ab54e8410fe6f6dd4", "lastModified": "2026-10-21T16:38:25+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "13ab93557d2043a9aa51acd0a459319d", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:07:17.302229+00:00", "framework": "vllm-mlu", "intentId": "d0a333f8cb72474e8ac312c5f510d660", "lastModified": "2026-10-21T17:09:55+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "repoId": "cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "13ab93557d2043a9aa51acd0a459319d", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:07:17.302279+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8331b122e39c4bafbc2da23bc9a4c0c5", "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": "13ab93557d2043a9aa51acd0a459319d", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:07:17.302320+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f06a088e25d2400b9f355bd257abcf8b", "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": "13ab93557d2043a9aa51acd0a459319d", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:07:17.302359+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9a73478601d9468a852b4b28a4ae6e88", "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": "13ab93557d2043a9aa51acd0a459319d", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:07:17.302397+00:00", "framework": "vllm_fix_tokenizer", "intentId": "613e2dad33b548f4863f152fc2fc4dd4", "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": "13ab93557d2043a9aa51acd0a459319d", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:07:17.302442+00:00", "framework": "vllm_fix_tokenizer", "intentId": "322d9170b7e64a71b2d493889e45e1be", "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": "13ab93557d2043a9aa51acd0a459319d", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:07:17.302485+00:00", "framework": "vllm_fix_tokenizer", "intentId": "9083c597de0a4661a7836605aa258ff1", "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": "13ab93557d2043a9aa51acd0a459319d", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:07:17.302528+00:00", "framework": "vllm_fix_tokenizer", "intentId": "88ed7f9faccb452abf643b62efa01f13", "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": "13ab93557d2043a9aa51acd0a459319d", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:07:17.302570+00:00", "framework": "vllm_fix_tokenizer", "intentId": "9ccc6f7ac2a9407694e9b2d576f312a4", "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": "13ab93557d2043a9aa51acd0a459319d", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:07:17.302612+00:00", "framework": "vllm_fix_tokenizer", "intentId": "3ffdafe034484b56a314a9628f8478a8", "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": "cc6983a64aeb4d89989956d829d15e34", "completedAt": "2026-10-25T10:05:42.792411+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:05:27.457407+00:00", "framework": "vllm_fix_tokenizer", "intentId": "0017e808225343dcaee07f0dc9624c1f", "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": "cc6983a64aeb4d89989956d829d15e34", "completedAt": "2026-10-25T10:05:42.792408+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:05:27.457364+00:00", "framework": "vllm_fix_tokenizer", "intentId": "befda12344b44c7d9497601fc2f3ead5", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "cc6983a64aeb4d89989956d829d15e34", "completedAt": "2026-10-25T10:05:42.792405+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T10:05:27.457322+00:00", "framework": "vllm_fix_tokenizer", "intentId": "98fba332e482494bb00525e19a799be6", "repoId": "ukisai/Swift-1.5-4bit-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 22f9ac3a70..594ae6d34f 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "30fade01e70b85c898f48536068b45000b6e5e6a860a688d61da67bcf5e6f5db",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "7b8a2ba0351dc0174035a0c12c01ff5eb238971761800b9b66c74043f4669e27",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "c5126677ec9c450b42d26695d5262a99c4c03ccd5f002b8117371e62fc6b5acd",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "c37c0e0a5adf373aff67f11f4ccb255078eb6e8fd6d0b71086d9185cd09fb4b3",
-    ".modelhub_state/official_capabilities.json": "020ef9dda8324599bfb4b0956a465fc5ab31b5ae8ef4749bb835c92308c49b3a",
+    ".modelhub_state/market_intelligence.json": "99f04000818cf5723070db4e02f480d912fefe680dc91e33684d0329bd6ca706",
+    ".modelhub_state/official_capabilities.json": "441dc4768f737770d2f86515e2f1e00d4f21ed8e6553faeea262e108a3d57f25",
     ".modelhub_state/outcome_checkpoint.json": "24e57c87f7c3daf226d71b2bca9ae98185ca1051e3ba7b89381bedaccd20cfa3",
     ".modelhub_state/queue_cleanup_latest.json": "22a280d5317718accf3ba154b91f721eafc4b746d81a46d5e8c00f7cc12f708b",
     ".modelhub_state/recent_outcomes.jsonl": "f2bf55e84fb382c2a4e1519919c32a8f629ce9fc550e070348dcf4f980b9e43d",
     ".modelhub_state/recovery_active_tasks.jsonl": "baf3e0ce0dc5e1a5678a6148593eb11200de83a08f10eade306659aedf6c3b2d",
-    ".modelhub_state/recovery_intents.jsonl": "ac3f01402ce260585ebcc1dbcbdea366fbb99da3b650b45dbf68a01de5635ea4",
+    ".modelhub_state/recovery_intents.jsonl": "d714b3461e5e7d0f865274fee895891e5f2f204953cb807a9e5029acb8262178",
     ".modelhub_state/routing_intelligence.json": "56b17cfd54396de0af1af8edff8bc634024c9cc54d1ce6600bc3d4fa0294503b",
     ".modelhub_state/submission_exclusions.jsonl": "ec0164a066e590a129ed69be5c4279284ccf1a85230e402be88754b03203581d",
     ".modelhub_state/worker_crashes.jsonl": "3527d86c4fe5a43e8c0b1158e6f24e748474fce5a149c696caf4a1da895ac64a",
     "ledger/submissions.jsonl": "d18401bcbd3b74f506ec71b53fa78b9620d5ce57bc0454349f237d17a257e37b",
     "outcomes/submissions.jsonl": "1df3b286c943d76488630d078fe795d64f28e484719ad539d1c39fa001dcde8b"
   },
-  "generation": 36033,
-  "phase": "cycle",
+  "generation": 36034,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T10:05:45.193917+00:00",
+  "updatedAt": "2026-10-25T10:07:17.466894+00:00",
   "writerId": "750e06ff79b245419d079bcf827fbb45"
 }