diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index c4c7b3529a..41f34ed5cf 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -525,7 +525,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-25T22:43:33.047409+00:00",
+  "generatedAt": "2026-10-25T22:45:10.764516+00:00",
   "summary": {
     "activeBlockCount": 26,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 16903377e0..79d7df64a5 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-25T22:39:06.158007+00:00",
+  "communityAttemptedAt": "2026-10-25T22:45:10.859673+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-25T22:43:33.160013+00:00",
+  "generatedAt": "2026-10-25T22:45:10.859673+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 6397af7cdf..2f4693c25d 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T22:43:33.160013+00:00",
+  "catalogUpdatedAt": "2026-10-25T22:45:10.859673+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-25T22:43:33.160013+00:00",
+  "generatedAt": "2026-10-25T22:45:10.859673+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6736,6 +6736,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T22:43:33.160013+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T22:45:10.859673+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 1f766e168c..dc24fb9347 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3881,6 +3881,18 @@
 {"batchId": "aa0c57814fda4530bb9a0162669591de", "completedAt": "2026-10-25T22:04:36.674757+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:04:34.442354+00:00", "framework": "vllm_fix_tokenizer", "intentId": "62d0f81405754a28ac66d3445362c43a", "lastModified": "2026-10-21T16:19:52+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T22:43:39.301463+00:00", "repoId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Vastai_va16", "taskId": "5790962", "taskType": "text-generation"}
 {"batchId": "aa0c57814fda4530bb9a0162669591de", "completedAt": "2026-10-25T22:04:36.674778+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:04:34.442650+00:00", "framework": "vllm_fix_tokenizer", "intentId": "bebb62593d10424b92e4b9376a7a3c63", "lastModified": "2026-10-25T15:33:35+00:00", "modelAddress": "https://modelscope.cn/models/IFM/Jais-3-3.7B-FP8", "reason": null, "reconciledAt": "2026-10-25T22:43:39.304207+00:00", "repoId": "IFM/Jais-3-3.7B-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Vastai_va16", "taskId": "5790963", "taskType": "text-generation"}
 {"batchId": "d77e9fe40d1f41d2b1df69955f6690b3", "completedAt": "2026-10-25T22:42:42.557913+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:42:39.385407+00:00", "framework": "vllm_fix_tokenizer", "intentId": "fce3d54abf7543b8b107f7001de28c98", "lastModified": "2026-10-25T15:26:39+00:00", "modelAddress": "https://modelscope.cn/models/IFM/Jais-3-32B-FP8", "reason": null, "reconciledAt": "2026-10-25T22:43:39.302725+00:00", "repoId": "IFM/Jais-3-32B-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5791447", "taskType": "text-generation"}
+{"batchId": "f852350573844abd9f4eedc2dfdae496", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:45:12.053947+00:00", "framework": "vllm_fix_tokenizer", "intentId": "39c5661eea9b4386be394414329183a7", "lastModified": "2026-10-22T14:13:07+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5", "repoId": "InternScience/Sage-A1.5", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "f852350573844abd9f4eedc2dfdae496", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:45:12.054043+00:00", "framework": "vllm_fix_tokenizer", "intentId": "e71c12d9a39a43ac9b1df9bb9194928d", "lastModified": "2026-10-21T16:25:01+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiniMax-M2.1-REAP-139B-A10B-AWQ-4bit", "repoId": "cyankiwi/MiniMax-M2.1-REAP-139B-A10B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "f852350573844abd9f4eedc2dfdae496", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:45:12.054090+00:00", "framework": "vllm_fix_tokenizer", "intentId": "5d921371f48d49068e383c1280656afe", "lastModified": "2026-10-25T15:10:11+00:00", "modelAddress": "https://modelscope.cn/models/IFM/Jais-3-MoVA-36B-A4B-FP8", "repoId": "IFM/Jais-3-MoVA-36B-A4B-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "f852350573844abd9f4eedc2dfdae496", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:45:12.054133+00:00", "framework": "vllm_fix_tokenizer", "intentId": "fdb9f5461315409f80276ef91ca84160", "lastModified": "2026-10-21T17:04:56+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit", "repoId": "cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "f852350573844abd9f4eedc2dfdae496", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:45:12.054175+00:00", "framework": "vllm_fix_tokenizer", "intentId": "71c3b70f4946409eb6a488711cf779ea", "lastModified": "2026-10-21T17:24:35+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Orchestrator-8B-AWQ-4bit", "repoId": "cyankiwi/Orchestrator-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "f852350573844abd9f4eedc2dfdae496", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:45:12.054225+00:00", "framework": "vllm_fix_tokenizer", "intentId": "738102f165dc4478beb43d0684c15c4d", "lastModified": "2026-10-21T16:14:40+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-8bit", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "f852350573844abd9f4eedc2dfdae496", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:45:12.054267+00:00", "framework": "vllm_fix_tokenizer", "intentId": "b5da28db9e6641d38d8a44cccc98dcb2", "lastModified": "2026-10-21T16:52:19+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Hermes-4-70B-AWQ-8bit", "repoId": "cyankiwi/Hermes-4-70B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "f852350573844abd9f4eedc2dfdae496", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:45:12.054309+00:00", "framework": "vllm_fix_tokenizer", "intentId": "630d374b61084afd93f1e35bd9eb0e25", "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": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "f852350573844abd9f4eedc2dfdae496", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:45:12.054351+00:00", "framework": "vllm_fix_tokenizer", "intentId": "af385e38b80b497f894ebc78b91dde17", "lastModified": "2026-10-21T16:49:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "f852350573844abd9f4eedc2dfdae496", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:45:12.054393+00:00", "framework": "vllm_fix_tokenizer", "intentId": "59177e930d254fcf81cd0e8efa958dd2", "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": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "f852350573844abd9f4eedc2dfdae496", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:45:12.054436+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a38e89d4f72142f8b329a02b90a521a4", "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": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "f852350573844abd9f4eedc2dfdae496", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:45:12.054477+00:00", "framework": "vllm_fix_tokenizer", "intentId": "c483af5ea4c048049ad3965f08906c9e", "lastModified": "2026-10-21T16:31:43+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
 {"batchId": "6565516c4ce94824add1dced1b1ad375", "completedAt": "2026-10-25T22:43:37.355247+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:43:34.037950+00:00", "framework": "vllm_fix_tokenizer", "intentId": "c20f07dc96c3446daebce86db3655f1b", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
 {"batchId": "6565516c4ce94824add1dced1b1ad375", "completedAt": "2026-10-25T22:43:37.355243+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:43:34.037908+00:00", "framework": "vllm_fix_tokenizer", "intentId": "cfd88e4fc22645e29a5e34b8f214bfe8", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
 {"batchId": "6565516c4ce94824add1dced1b1ad375", "completedAt": "2026-10-25T22:43:37.355239+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:43:34.037865+00:00", "framework": "vllm_fix_tokenizer", "intentId": "36ff0d1a1cae4ad4836ca53df676f1ce", "repoId": "cyankiwi/Nemotron-Cascade-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 0af8ddc0aa..c030592838 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "741231a9b0816f1114a84f67c908216fd39a02193b4325630a9f9f57e59e4263",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "26cb9a962d89c4bedc10b041c1a9d63e148a55c0bab15344ffa46e7d8be0c4ec",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "81ccc337102a2b448b74ed74513bf8cad077c34622ac216ceeeebc93588839e9",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "ecaa90605b21ada10126c694c7cf2c899ffb02a82469734ac6324cc5791196b8",
-    ".modelhub_state/official_capabilities.json": "37ec8d23c31406ff069876d7b7dd7c1df4a22a009e2bc7c7134cd8111e72d43e",
+    ".modelhub_state/market_intelligence.json": "06646a8f499c0512b5f94deb47ec44c36fa612bcb330bff688699ce817753327",
+    ".modelhub_state/official_capabilities.json": "fe6e441672025dc6f5bce4deca4c508388b34f0c8d3eed7c4966582cb19725d5",
     ".modelhub_state/outcome_checkpoint.json": "d0e63bf77829d505de257fe5deb00ff2cd9d8a98db92e26700a086c298c71065",
     ".modelhub_state/queue_cleanup_latest.json": "e28c26157427a928ee747fd89a457485ab99701e42241159c4874e2f1c2f0aa7",
     ".modelhub_state/recent_outcomes.jsonl": "02b2d4db248c32e5d1c9b496faf7c6d82bf9100f0350d1dfb1cd2c1461078c10",
     ".modelhub_state/recovery_active_tasks.jsonl": "7a5c90bc4b8337e1cac7e1ee47e3c4b45f7a342a162d275287f6955ee97a144b",
-    ".modelhub_state/recovery_intents.jsonl": "b62d8740f3d7f382be9460513b8afb3cd32cd365e08d4627296e164c01d6f8cb",
+    ".modelhub_state/recovery_intents.jsonl": "6f2ab813d2313f190cc9c72f69c360e580be4e416f43f5f9a307f141cfba9031",
     ".modelhub_state/routing_intelligence.json": "5ca60e02f91a4d942abf312fe79f15c186825b5107c6fa5a44f235bbe813b99a",
     ".modelhub_state/submission_exclusions.jsonl": "3db506f4d37bc78a9069d6022969e3718fa3eb1dad129907c99f63d5a7300ba1",
     ".modelhub_state/worker_crashes.jsonl": "0fc6c3913ba6a3ff00019bfaff56ce222acc4b192a4ed26e7f61a0bec8699b05",
     "ledger/submissions.jsonl": "4b1d1e9536f1363d5323fec34b0e43bc0e84655cc11375b3fb52a236667388c5",
     "outcomes/submissions.jsonl": "10f38d33194d592de7a637830991f2835ce5360b56f7446c7875e293291fd5f6"
   },
-  "generation": 37273,
-  "phase": "cycle",
+  "generation": 37274,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T22:43:39.522761+00:00",
+  "updatedAt": "2026-10-25T22:45:12.224947+00:00",
   "writerId": "7ff73e6204284f23bc2b88b7c29d21d9"
 }