diff --git a/.modelhub_state/account_capacity.json b/.modelhub_state/account_capacity.json
index 375bff3040..069ed9598f 100644
--- a/.modelhub_state/account_capacity.json
+++ b/.modelhub_state/account_capacity.json
@@ -26,7 +26,7 @@
     },
     "b940824e4299693749aa": {
       "accountIndex": 6,
-      "knownCap": 41
+      "knownCap": 46
     },
     "bc10735ccf9c93d0bc23": {
       "accountIndex": 12,
@@ -49,6 +49,6 @@
       "knownCap": 47
     }
   },
-  "updatedAt": "2026-10-25T22:46:50.231335+00:00",
+  "updatedAt": "2026-10-25T22:49:30.338267+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index aca5f30886..22bd731451 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3882,18 +3882,18 @@
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 {"batchId": "dc82b95ff00341e68b673eff6c52e995", "completedAt": "2026-10-25T22:47:49.343188+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:47:46.715775+00:00", "framework": "vllm_fix_tokenizer", "intentId": "fa1ef43005ba44adb1aaa8f787bc63c2", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
 {"batchId": "dc82b95ff00341e68b673eff6c52e995", "completedAt": "2026-10-25T22:47:49.343175+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:47:46.715733+00:00", "framework": "vllm_fix_tokenizer", "intentId": "6a1b987ad78544239a50519c260ea157", "repoId": "cyankiwi/KAT-Dev-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
 {"batchId": "dc82b95ff00341e68b673eff6c52e995", "completedAt": "2026-10-25T22:47:49.343172+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:47:46.715691+00:00", "framework": "vllm_fix_tokenizer", "intentId": "6689bf553a3b4d5fba61e89e22eaadca", "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"}
@@ -4183,14 +4183,3 @@
 {"batchId": "81babe75dad64521bbb60e039903d35f", "completedAt": "2026-10-25T22:13:56.064113+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:13:42.948316+00:00", "framework": "vllm_fix_tokenizer", "intentId": "40ea969d3c104963a202ec670f0da393", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "81babe75dad64521bbb60e039903d35f", "completedAt": "2026-10-25T22:13:56.064111+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:13:42.948274+00:00", "framework": "vllm_fix_tokenizer", "intentId": "d2c614bc5660410c92cdc579de1959e2", "repoId": "cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
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diff --git a/.modelhub_state/routing_intelligence.json b/.modelhub_state/routing_intelligence.json
index d7db31ab05..62a46b756f 100644
--- a/.modelhub_state/routing_intelligence.json
+++ b/.modelhub_state/routing_intelligence.json
@@ -1,6 +1,6 @@
 {
   "acceptedByCategory": {
-    "unified_success_first": 4015
+    "unified_success_first": 4016
   },
   "acceptedByRoute": {
     "text-generation|Ascend_910-b3|llamacpp": 40,
@@ -26,7 +26,7 @@
     "text-generation|Iluvatar_bi-150|vllm_tokenizer_patch": 14,
     "text-generation|Iluvatar_mrv-100|vllm": 173,
     "text-generation|Kunlunxin_p-800|vllm": 64,
-    "text-generation|Kunlunxin_p-800|vllm_fix_tokenizer": 359,
+    "text-generation|Kunlunxin_p-800|vllm_fix_tokenizer": 360,
     "text-generation|Kunlunxin_p-800|vllm_tokenizer_patch": 98,
     "text-generation|MetaX_c-500|vllm": 138,
     "text-generation|MetaX_c-500|vllm_tokenizer_patch": 164,
@@ -39,8 +39,8 @@
     "text-generation|hygon_k100-ai|vllm": 35,
     "text-generation|hygon_k100-ai|vllm-patch-tokenizer": 238
   },
-  "acceptedSinceRefresh": 4015,
-  "acceptedTotal": 4015,
-  "generatedAt": "2026-10-25T22:47:49.260859+00:00",
+  "acceptedSinceRefresh": 4016,
+  "acceptedTotal": 4016,
+  "generatedAt": "2026-10-25T22:49:31.456477+00:00",
   "version": 1
 }
diff --git a/ledger/submissions.jsonl b/ledger/submissions.jsonl
index 5b99c620f3..d53ed974b0 100644
--- a/ledger/submissions.jsonl
+++ b/ledger/submissions.jsonl
@@ -1083,7 +1083,6 @@
 {"framework": "vllm_fix_tokenizer", "modelAddress": "https://modelscope.cn/models/IFM/Jais-3-3.7B-FP8", "modelId": "IFM/Jais-3-3.7B-FP8", "submitTime": "2026-10-25T22:04:35.429168+00:00", "targetGpu": "Vastai_va16", "taskId": "5790963", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-vllm-fix-tokenizer-vastai-va16"}
 {"framework": "vllm_fix_tokenizer", "modelAddress": "https://modelscope.cn/models/IFM/Jais-3-32B-FP8", "modelId": "IFM/Jais-3-32B-FP8", "submitTime": "2026-10-25T22:42:41.230032+00:00", "targetGpu": "Kunlunxin_p-800", "taskId": "5791447", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-vllm-fix-tokenizer-kunlunxin-p-800"}
 {"framework": "vllm_fix_tokenizer", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit", "modelId": "cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit", "submitTime": "2026-10-25T22:46:50.134327+00:00", "targetGpu": "Kunlunxin_p-800", "taskId": "5791492", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-vllm-fix-tokenizer-kunlunxin-p-800"}
-{"framework": "vllm_fix_tokenizer", "modelAddress": "https://modelscope.cn/models/OsaurusAI/Raptor-0.6-4B-JANG_4M", "modelId": "OsaurusAI/Raptor-0.6-4B-JANG_4M", "submitTime": "2026-10-13T21:53:36.757661+00:00", "targetGpu": "Sunrise_pt-200-x1", "taskId": "5520186", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-vllm-fix-tokenizer-sunrise-pt-200-x1"}
 {"framework": "vllm_fix_tokenizer", "modelAddress": "https://modelscope.cn/models/juspay/xor-lite", "modelId": "juspay/xor-lite", "submitTime": "2026-10-13T21:53:36.873367+00:00", "targetGpu": "Sunrise_pt-200-x1", "taskId": "5520191", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-vllm-fix-tokenizer-sunrise-pt-200-x1"}
 {"framework": "vllm-mlu", "modelAddress": "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-4bit", "modelId": "cyankiwi/AgentCPM-Explore-AWQ-4bit", "submitTime": "2026-10-24T20:16:08.741643+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5766395", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-vllm-mlu-cambricon-mlu-370-x4"}
 {"framework": "vllm_fix_tokenizer", "modelAddress": "https://modelscope.cn/models/groxaxo/Hemmingway-1-AutoRound-W4G128", "modelId": "groxaxo/Hemmingway-1-AutoRound-W4G128", "submitTime": "2026-10-13T21:53:35.764285+00:00", "targetGpu": "Sunrise_pt-200-x1", "taskId": "5520157", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-vllm-fix-tokenizer-sunrise-pt-200-x1"}
@@ -1257,3 +1256,4 @@
 {"framework": "vllm_tokenizer_patch", "modelAddress": "https://modelscope.cn/models/XingChen-AGI/Xing4.0-29B-A4B", "modelId": "XingChen-AGI/Xing4.0-29B-A4B", "submitTime": "2026-10-13T12:52:58.552750+00:00", "targetGpu": "Ascend_910-b3", "taskId": "5512698", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-vllm-tokenizer-patch-ascend-910-b3"}
 {"framework": "vllm-patch-tokenizer", "modelAddress": "https://modelscope.cn/models/XingChen-AGI/Xing4.0-29B-A4B", "modelId": "XingChen-AGI/Xing4.0-29B-A4B", "submitTime": "2026-10-13T13:12:18.147765+00:00", "targetGpu": "hygon_k100-ai", "taskId": "5513114", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-vllm-patch-tokenizer-hygon-k100-ai"}
 {"framework": "llamacpp", "modelAddress": "https://modelscope.cn/models/DavidAU/DarkSapling-V2-Ultra-Quality-7B-GGUF", "modelId": "DavidAU/DarkSapling-V2-Ultra-Quality-7B-GGUF", "submitTime": "2026-10-15T20:46:16.830124+00:00", "targetGpu": "hygon_k100-ai", "taskId": "5569369", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-llamacpp-hygon-k100-ai"}
+{"framework": "vllm_fix_tokenizer", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "modelId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "submitTime": "2026-10-25T22:49:30.246870+00:00", "targetGpu": "Kunlunxin_p-800", "taskId": "5791537", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-vllm-fix-tokenizer-kunlunxin-p-800"}
diff --git a/manifest.json b/manifest.json
index 8146316738..1ed859894e 100644
--- a/manifest.json
+++ b/manifest.json
@@ -1,7 +1,7 @@
 {
   "agentVersion": "2026.09.04.4",
   "checksums": {
-    ".modelhub_state/account_capacity.json": "8899327b28cf8cbcca462019423e4b6f8f2d4f5a8d56e96a25404aae0258ef25",
+    ".modelhub_state/account_capacity.json": "7194b9780eddf45f42f9b1db1d00d112dbe8f830a03ee8211f31a62030a8dc35",
     ".modelhub_state/architecture_compatibility_blacklist.json": "bdcafd9664fd8a0c92c0ba1609cda30d031189be401fe0ed7952269c971fb4ad",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
     ".modelhub_state/market_intelligence.json": "6fea121c3603a2add893ef6e83e084f7233c4dd6c822441dfe89fd325f35eac4",
@@ -10,16 +10,16 @@
     ".modelhub_state/queue_cleanup_latest.json": "e28c26157427a928ee747fd89a457485ab99701e42241159c4874e2f1c2f0aa7",
     ".modelhub_state/recent_outcomes.jsonl": "02b2d4db248c32e5d1c9b496faf7c6d82bf9100f0350d1dfb1cd2c1461078c10",
     ".modelhub_state/recovery_active_tasks.jsonl": "699dfd2ca1b719a3358f877f8f477393f4fe612ad438358b393fa7a61542be55",
-    ".modelhub_state/recovery_intents.jsonl": "30191fe523c32120d7e95a2b63d4116b62b7d8c4a13968cf9fe2731347d0e859",
-    ".modelhub_state/routing_intelligence.json": "9ab20521bcfab50f44d5c05cc56383eac648784ac5ad82309f81f892ac7d0c67",
+    ".modelhub_state/recovery_intents.jsonl": "d2552a82d741003c2ae2e866bf6f6131754ed8fbea8a185305b65b30b87fa318",
+    ".modelhub_state/routing_intelligence.json": "0177a70af38e8bbfe1017ed9a8a5bd202969299c21da8221e08604facbd496de",
     ".modelhub_state/submission_exclusions.jsonl": "3db506f4d37bc78a9069d6022969e3718fa3eb1dad129907c99f63d5a7300ba1",
     ".modelhub_state/worker_crashes.jsonl": "0fc6c3913ba6a3ff00019bfaff56ce222acc4b192a4ed26e7f61a0bec8699b05",
-    "ledger/submissions.jsonl": "65b76a1bd1e69d4b226b9b3a30c60b3e14bff1b13c5d065b1ad903efc0362a2f",
-    "outcomes/submissions.jsonl": "91c3b1bea8f7ff1da76c4c4d0b477ae8fbc20f861c27b1b340b0784ce3e1c1e3"
+    "ledger/submissions.jsonl": "d2e6cdad33eae39b60bb8263ca47c22d3158dd15a70502dda44053e5c1f1538f",
+    "outcomes/submissions.jsonl": "3c53a1c46e92ea0d270e9ebc2176ebb1c60e5686d7600a7bf1089917309cb69f"
   },
-  "generation": 37283,
-  "phase": "intent",
+  "generation": 37284,
+  "phase": "result",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T22:49:29.518095+00:00",
+  "updatedAt": "2026-10-25T22:49:31.688318+00:00",
   "writerId": "7ff73e6204284f23bc2b88b7c29d21d9"
 }
diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index d0147f0d5a..36f9f1c6f8 100644
--- a/outcomes/submissions.jsonl
+++ b/outcomes/submissions.jsonl
@@ -1134,3 +1134,4 @@
 {"failReason": null, "framework": "vllm_fix_tokenizer", "lastSyncTime": null, "modelId": "IFM/Jais-3-3.7B-FP8", "modelProfile": {"architectures": ["K2HorizonForCausalLM"], "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 6342166448, "estimatedRequiredGiB": 7.112, "gpuMemoryEvidence": {"memoryGiB": 32.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 32.0, "maximumRepositorySizeGiB": 26.667, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "k2_horizon", "modelscopeFileSize": 6363495404, "modelscopeLicense": "apache-2.0", "modelscopeParams": 5058255360, "modelscopeTags": ["license:apache-2.0", "model_type:k2_horizon", "library:transformer", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:jais-3", "custom_tag:3.7B", "custom_tag:dense", "custom_tag:fp8", "custom_tag:open-weights", "custom_tag:ifm"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "compressed-tensors", "repositoryOnDiskBytes": 6363495404}, "outcome": "pending", "status": "pending", "submitTime": "2026-10-25T22:04:35.429168+00:00", "targetGpu": "Vastai_va16", "taskId": "5790963", "taskType": "text-generation", "verifyResult": null}
 {"failReason": null, "framework": "vllm_fix_tokenizer", "lastSyncTime": null, "modelId": "IFM/Jais-3-32B-FP8", "modelProfile": {"architectures": ["K2HorizonForCausalLM"], "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 37350407624, "estimatedRequiredGiB": 41.766, "gpuMemoryEvidence": {"memoryGiB": 100.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 100.0, "maximumRepositorySizeGiB": 83.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "k2_horizon", "modelscopeFileSize": 37371953913, "modelscopeLicense": "apache-2.0", "modelscopeParams": 34779304960, "modelscopeTags": ["license:apache-2.0", "model_type:k2_horizon", "library:transformer", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:jais-3", "custom_tag:32B", "custom_tag:dense", "custom_tag:fp8", "custom_tag:open-weights", "custom_tag:ifm"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "compressed-tensors", "recentProfileFeedback": {"attributableFailureCount": 0, "consecutiveFailures": 0, "decisionFailureRate": 0.0, "decisionSuccessRate": 0.0, "decisionTotal": 0, "failureBreakdown": {"ambiguous_runtime": 2, "参数/模板问题": 2}, "failureCount": 4, "failureRate": 1.0, "framework": "vllm_fix_tokenizer", "lastTerminalAt": "2026-10-24T18:37:46.581678+00:00", "modelType": "k2_horizon", "pendingCount": 0, "pendingRate": 0.0, "platformFailureCount": 0, "quantizationMethod": "compressed-tensors", "successCount": 0, "successRate": 0.0, "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation", "total": 4, "unresolvedFailureCount": 4}, "repositoryOnDiskBytes": 37371953913}, "outcome": "pending", "status": "pending", "submitTime": "2026-10-25T22:42:41.230032+00:00", "targetGpu": "Kunlunxin_p-800", "taskId": "5791447", "taskType": "text-generation", "verifyResult": null}
 {"failReason": null, "framework": "vllm_fix_tokenizer", "lastSyncTime": null, "modelId": "cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit", "modelProfile": {"architectures": ["Olmo3ForCausalLM"], "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 19609154304, "estimatedRequiredGiB": 21.926, "gpuMemoryEvidence": {"memoryGiB": 100.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 100.0, "maximumRepositorySizeGiB": 83.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "olmo3", "modelscopeFileSize": 19619096698, "modelscopeLicense": "apache-2.0", "modelscopeParams": 32233522176, "modelscopeTags": ["license:apache-2.0", "model_type:olmo3", "library:transformer", "library:safetensors", "library:pytorch", "task:text-generation"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "compressed-tensors", "repositoryOnDiskBytes": 19619096698}, "outcome": "pending", "status": "pending", "submitTime": "2026-10-25T22:46:50.134327+00:00", "targetGpu": "Kunlunxin_p-800", "taskId": "5791492", "taskType": "text-generation", "verifyResult": null}
+{"failReason": null, "framework": "vllm_fix_tokenizer", "lastSyncTime": null, "modelId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "modelProfile": {"architectures": ["Ernie4_5_MoeForCausalLM"], "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 14278393080, "estimatedRequiredGiB": 15.973, "gpuMemoryEvidence": {"memoryGiB": 100.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 100.0, "maximumRepositorySizeGiB": 83.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "ernie4_5_moe", "modelscopeFileSize": 14292651057, "modelscopeLicense": "apache-2.0", "modelscopeParams": 22090203328, "modelscopeTags": ["license:apache-2.0", "model_type:ernie4_5_moe", "library:pytorch", "library:transformer", "library:safetensors", "task:text-generation", "custom_tag:ERNIE4.5"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "compressed-tensors", "repositoryOnDiskBytes": 14292651057}, "outcome": "pending", "status": "pending", "submitTime": "2026-10-25T22:49:30.246870+00:00", "targetGpu": "Kunlunxin_p-800", "taskId": "5791537", "taskType": "text-generation", "verifyResult": null}