diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index e080aed921..1245f45511 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3480,7 +3480,7 @@
 {"batchId": "f3ca411acc254af9b0c6073547ccc96b", "completedAt": "2026-10-13T19:07:11.951904+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-13T19:06:03.572957+00:00", "framework": "vllm-mlu", "intentId": "174f409c19364b2d94f14adf7df8efc0", "lastModified": "2026-10-13T18:29:48+00:00", "modelAddress": "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-MLX-6bit", "reason": null, "reconciledAt": "2026-10-13T19:22:31.062537+00:00", "repoId": "LiquidAI/LFM2.5-24B-A2B-MLX-6bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "recovered_active", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5517780", "taskType": "text-generation"}
 {"batchId": "2ecc7167712f4ab6a28daa53ade43717", "completedAt": "2026-10-13T19:22:25.316043+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-13T19:21:09.781835+00:00", "framework": "vllm_tokenizer_patch", "intentId": "026eab968250457787875972d6dab26f", "lastModified": "2026-10-13T18:27:56+00:00", "modelAddress": "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-Base", "reason": null, "reconciledAt": "2026-10-13T19:22:31.063387+00:00", "repoId": "LiquidAI/LFM2.5-24B-A2B-Base", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5517950", "taskType": "text-generation"}
 {"batchId": "2ecc7167712f4ab6a28daa53ade43717", "completedAt": "2026-10-13T19:22:25.316057+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-13T19:21:09.781934+00:00", "framework": "vllm_tokenizer_patch", "intentId": "865b5ed077414589b8ae184c9bff0c27", "lastModified": "2026-10-13T18:39:46+00:00", "modelAddress": "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-MLX-8bit", "reason": null, "reconciledAt": "2026-10-13T19:22:31.062983+00:00", "repoId": "LiquidAI/LFM2.5-24B-A2B-MLX-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5517949", "taskType": "text-generation"}
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+{"batchId": "75719388272240b9b97c3acc27825aa0", "completedAt": "2026-10-13T19:27:02.811728+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-13T19:26:04.358155+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d5c310872db8465aa0087dabb8385e21", "lastModified": "2026-10-13T18:29:48+00:00", "modelAddress": "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-MLX-6bit", "reason": null, "repoId": "LiquidAI/LFM2.5-24B-A2B-MLX-6bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "submitted", "targetGpu": "Ascend_910-b3", "taskId": "5518023", "taskType": "text-generation"}
 {"batchId": "64ef2259965a4a47875e42e124456e7a", "completedAt": "2026-10-10T08:22:29.829255+00:00", "configFingerprint": "014e4c7848d2739d8b20b385d6b85827a2fc5723d3b5a17c03afbd67c56275d9", "configSource": "modelhub_live", "createdAt": "2026-10-10T08:19:42.281118+00:00", "framework": "llamacpp", "intentId": "1c4c57e0fcb04deda8bccda4d928eff0", "repoId": "GnLOLot/MiniCPM5-2B-Claude-Fable5-1-Thinking-Agentic-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "uniqueness_rejected", "targetGpu": "Iluvatar_bi-150", "taskId": null, "taskType": "text-generation"}
 {"batchId": "04247231908a4293bb90fcfb6ceb1b21", "completedAt": "2026-10-10T03:37:10.311161+00:00", "configFingerprint": "41b32e99f4cd3b280f48beb66666c48e543570dbfdee61682247438440dae4f3", "configSource": "modelhub_live", "createdAt": "2026-10-10T03:35:16.235834+00:00", "framework": "llamacpp", "intentId": "7ec4fc2708014d83955beed36401eb73", "repoId": "GnLOLot/MiniCPM5-2B-Claude-Fable5-1-Thinking-Agentic-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "uniqueness_rejected", "targetGpu": "Mthreads_s4000", "taskId": null, "taskType": "text-generation"}
 {"batchId": "defc40efc99547dea797f26d6a4c1a65", "completedAt": "2026-10-10T03:33:51.337890+00:00", "configFingerprint": "b6b49b497726342799df1608aa88399dc2d2712f97d7f1eb9fbc89c5b78f2c4c", "configSource": "modelhub_live", "createdAt": "2026-10-10T03:32:02.289053+00:00", "framework": "llamacpp", "intentId": "4dc3d20711774633bcaa193b5c6032ab", "repoId": "GnLOLot/MiniCPM5-2B-Claude-Fable5-1-Thinking-Agentic-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "uniqueness_rejected", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
diff --git a/.modelhub_state/routing_intelligence.json b/.modelhub_state/routing_intelligence.json
index ba87a658e5..c3c7bcf709 100644
--- a/.modelhub_state/routing_intelligence.json
+++ b/.modelhub_state/routing_intelligence.json
@@ -1,11 +1,11 @@
 {
   "acceptedByCategory": {
-    "unified_success_first": 3619
+    "unified_success_first": 3620
   },
   "acceptedByRoute": {
     "text-generation|Ascend_910-b3|llamacpp": 31,
     "text-generation|Ascend_910-b3|vllm": 44,
-    "text-generation|Ascend_910-b3|vllm_tokenizer_patch": 258,
+    "text-generation|Ascend_910-b3|vllm_tokenizer_patch": 259,
     "text-generation|Ascend_910-b4|llamacpp": 20,
     "text-generation|Ascend_910-b4|vllm": 36,
     "text-generation|Ascend_910-b4|vllm_tokenizer_patch": 232,
@@ -39,8 +39,8 @@
     "text-generation|hygon_k100-ai|vllm": 35,
     "text-generation|hygon_k100-ai|vllm-patch-tokenizer": 232
   },
-  "acceptedSinceRefresh": 3619,
-  "acceptedTotal": 3619,
-  "generatedAt": "2026-10-13T19:22:25.252822+00:00",
+  "acceptedSinceRefresh": 3620,
+  "acceptedTotal": 3620,
+  "generatedAt": "2026-10-13T19:27:02.750373+00:00",
   "version": 1
 }
diff --git a/ledger/submissions.jsonl b/ledger/submissions.jsonl
index ff48ba07ff..6198895711 100644
--- a/ledger/submissions.jsonl
+++ b/ledger/submissions.jsonl
@@ -1114,3 +1114,4 @@
 {"framework": "vllm_tokenizer_patch", "modelAddress": "https://modelscope.cn/models/XingChen-AGI/Xing4.0-29B-A4B", "modelId": "XingChen-AGI/Xing4.0-29B-A4B", "submitTime": "2026-10-13T12:30:24.554632+00:00", "targetGpu": "MetaX_c-500", "taskId": "5512351", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-vllm-tokenizer-patch-metax-c-500"}
 {"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": "vllm_tokenizer_patch", "modelAddress": "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-MLX-6bit", "modelId": "LiquidAI/LFM2.5-24B-A2B-MLX-6bit", "submitTime": "2026-10-13T19:26:06.179101+00:00", "targetGpu": "Ascend_910-b3", "taskId": "5518023", "taskType": "text-generation", "templateId": "modelhub-live-text-generation-vllm-tokenizer-patch-ascend-910-b3"}
diff --git a/manifest.json b/manifest.json
index 49f43de745..011800539c 100644
--- a/manifest.json
+++ b/manifest.json
@@ -10,16 +10,16 @@
     ".modelhub_state/queue_cleanup_latest.json": "a853c3ecd05b6eb13dc78028071c981c78c9adf73c9831a523b9562a8bdb1610",
     ".modelhub_state/recent_outcomes.jsonl": "d5f3321c7c835be11fc790c6b04936eee563f577da3818cfa5dc8aa7c8332239",
     ".modelhub_state/recovery_active_tasks.jsonl": "26bab7e0a51fc793ddcecfa02e847df391adeced3d9d1d6794fff1e469f4b724",
-    ".modelhub_state/recovery_intents.jsonl": "d8aee1380fd672222b542a813d1ae345fdbe9f8840d9df719e309b317fbcd804",
-    ".modelhub_state/routing_intelligence.json": "197281294fddd310546dea272fe9ecbb9eedc585eb2fa4e0f99796533451274d",
+    ".modelhub_state/recovery_intents.jsonl": "cad72ca74a3e9aa9f1b83e8da58899f8d12806ddd5747b3d569bf2c121488032",
+    ".modelhub_state/routing_intelligence.json": "0588571a814937c4b08d95766176afe2653f29afcab8391c565c84293c521ce8",
     ".modelhub_state/submission_exclusions.jsonl": "660ad77b924d3b0cc76f46aacd1f91a924d13a02bc68057eb5a964647441283b",
     ".modelhub_state/worker_crashes.jsonl": "a6b56caed5c7afeb803f8701393cf4660f7e9799eb5ff84af826a142e16d9b00",
-    "ledger/submissions.jsonl": "829f367c580cfd520bcbd71a0054fc6c4a6f29bd936a4e659b75eb3baf793897",
-    "outcomes/submissions.jsonl": "7ebcd076d023f797f3afadcc172ca59a636e2b7bdf7e755512fc571772140c7f"
+    "ledger/submissions.jsonl": "42f4a294d4927a8326579f84280928972780a55dc47c3634d811dc2405eaf27e",
+    "outcomes/submissions.jsonl": "9249e98cf0689f8d93a2396a629d137118e17f3e15ea4498dcd24aac2817b79f"
   },
-  "generation": 24383,
-  "phase": "intent",
+  "generation": 24384,
+  "phase": "result",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-13T19:26:04.582617+00:00",
+  "updatedAt": "2026-10-13T19:27:02.939038+00:00",
   "writerId": "0b4d13138a434e929040a457f5ff8e93"
 }
diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index d145a18834..10b6d99035 100644
--- a/outcomes/submissions.jsonl
+++ b/outcomes/submissions.jsonl
@@ -965,3 +965,4 @@
 {"failReason": null, "framework": "vllm-mlu", "lastSyncTime": null, "modelId": "LiquidAI/LFM2.5-24B-A2B-MLX-6bit", "modelProfile": {"architectures": ["Lfm2MoeForCausalLM"], "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 19493321709, "estimatedRequiredGiB": 21.806, "gpuMemoryEvidence": {"memoryGiB": 24.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 24.0, "maximumRepositorySizeGiB": 20.0, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "lfm2_moe", "modelscopeFileSize": null, "modelscopeLicense": "other", "modelscopeParams": null, "modelscopeTags": ["license:other", "model_type:lfm2_moe", "library:mlx", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:liquid", "custom_tag:lfm2.5", "custom_tag:edge", "custom_tag:moe", "custom_tag:mlx"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 19511331991}, "outcome": "pending", "status": "pending", "submitTime": "2026-10-13T19:06:05.151931+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5517780", "taskType": "text-generation", "verifyResult": null}
 {"failReason": null, "framework": "vllm_tokenizer_patch", "lastSyncTime": null, "modelId": "LiquidAI/LFM2.5-24B-A2B-Base", "modelProfile": {"architectures": ["Lfm2MoeForCausalLM"], "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 47944143456, "estimatedRequiredGiB": 53.603, "gpuMemoryEvidence": {"memoryGiB": 64.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 64.0, "maximumRepositorySizeGiB": 53.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "lfm2_moe", "modelscopeFileSize": 47962770138, "modelscopeLicense": "other", "modelscopeParams": null, "modelscopeTags": ["license:other", "model_type:lfm2_moe", "library:transformer", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:liquid", "custom_tag:lfm2.5", "custom_tag:edge", "custom_tag:moe"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 47962770138}, "outcome": "pending", "status": "pending", "submitTime": "2026-10-13T19:21:10.951760+00:00", "targetGpu": "Ascend_910-b3", "taskId": "5517950", "taskType": "text-generation", "verifyResult": null}
 {"failReason": null, "framework": "vllm_tokenizer_patch", "lastSyncTime": null, "modelId": "LiquidAI/LFM2.5-24B-A2B-MLX-8bit", "modelProfile": {"architectures": ["Lfm2MoeForCausalLM"], "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 25484884997, "estimatedRequiredGiB": 28.502, "gpuMemoryEvidence": {"memoryGiB": 64.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 64.0, "maximumRepositorySizeGiB": 53.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "lfm2_moe", "modelscopeFileSize": 25502895279, "modelscopeLicense": "other", "modelscopeParams": null, "modelscopeTags": ["license:other", "model_type:lfm2_moe", "library:mlx", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:liquid", "custom_tag:lfm2.5", "custom_tag:edge", "custom_tag:moe", "custom_tag:mlx"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 25502895279}, "outcome": "pending", "status": "pending", "submitTime": "2026-10-13T19:21:10.962692+00:00", "targetGpu": "Ascend_910-b3", "taskId": "5517949", "taskType": "text-generation", "verifyResult": null}
+{"failReason": null, "framework": "vllm_tokenizer_patch", "lastSyncTime": null, "modelId": "LiquidAI/LFM2.5-24B-A2B-MLX-6bit", "modelProfile": {"architectures": ["Lfm2MoeForCausalLM"], "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 19493321709, "estimatedRequiredGiB": 21.806, "gpuMemoryEvidence": {"memoryGiB": 64.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 64.0, "maximumRepositorySizeGiB": 53.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "lfm2_moe", "modelscopeFileSize": 19511331991, "modelscopeLicense": "other", "modelscopeParams": null, "modelscopeTags": ["license:other", "model_type:lfm2_moe", "library:mlx", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:liquid", "custom_tag:lfm2.5", "custom_tag:edge", "custom_tag:moe", "custom_tag:mlx"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 19511331991}, "outcome": "pending", "status": "pending", "submitTime": "2026-10-13T19:26:06.179101+00:00", "targetGpu": "Ascend_910-b3", "taskId": "5518023", "taskType": "text-generation", "verifyResult": null}