diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 7f5ab76e82..e4472f712d 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -525,7 +525,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-25T23:13:34.664518+00:00",
+  "generatedAt": "2026-10-25T23:15:11.494339+00:00",
   "summary": {
     "activeBlockCount": 26,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 60e17cf33d..9c426ff242 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-25T23:13:34.767442+00:00",
+  "generatedAt": "2026-10-25T23:15:11.637364+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 7247cc2d82..4cf785c6b9 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T23:13:34.767442+00:00",
+  "catalogUpdatedAt": "2026-10-25T23:15:11.637364+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-25T23:13:34.767442+00:00",
+  "generatedAt": "2026-10-25T23:15:11.637364+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6467,6 +6467,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T23:13:34.767442+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T23:15:11.637364+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/outcome_checkpoint.json b/.modelhub_state/outcome_checkpoint.json
index 3a4bb896fc..6641976514 100644
--- a/.modelhub_state/outcome_checkpoint.json
+++ b/.modelhub_state/outcome_checkpoint.json
@@ -1,6 +1,6 @@
 {
-  "generatedAt": "2026-10-25T23:09:28.068255+00:00",
-  "lastSyncTime": "2026-10-25T23:09:27.757606+00:00",
+  "generatedAt": "2026-10-25T23:15:11.392624+00:00",
+  "lastSyncTime": "2026-10-25T23:15:11.158495+00:00",
   "recentLimit": 300,
   "report": {
     "architectureCompatibilityBlocks": {
@@ -2189,10 +2189,10 @@
         "decisionSuccessRate": 0.0,
         "decisionTotal": 0,
         "failureBreakdown": {
-          "ambiguous_runtime": 203,
+          "ambiguous_runtime": 204,
           "参数/模板问题": 16
         },
-        "failureCount": 219,
+        "failureCount": 220,
         "failureRate": 1.0,
         "framework": "vllm_fix_tokenizer",
         "pendingCount": 0,
@@ -2202,8 +2202,8 @@
         "successRate": 0.0,
         "targetGpu": "Kunlunxin_p-800",
         "taskType": "text-generation",
-        "total": 219,
-        "unresolvedFailureCount": 219
+        "total": 220,
+        "unresolvedFailureCount": 220
       },
       "Kunlunxin_p-800|vllm_tokenizer_patch|text-generation": {
         "attributableFailureCount": 61,
@@ -3379,7 +3379,7 @@
         "decisionSuccessRate": 0.0348,
         "decisionTotal": 201,
         "failureBreakdown": {
-          "ambiguous_runtime": 451,
+          "ambiguous_runtime": 452,
           "backend_operator": 11,
           "framework_architecture_unsupported": 59,
           "memory_capacity": 11,
@@ -3388,15 +3388,15 @@
           "tokenizer_compatibility": 100,
           "参数/模板问题": 48
         },
-        "failureCount": 729,
+        "failureCount": 730,
         "failureRate": 0.9905,
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 36,
         "successCount": 7,
         "successRate": 0.0095,
-        "total": 736,
-        "unresolvedFailureCount": 499
+        "total": 737,
+        "unresolvedFailureCount": 500
       },
       "vllm_tokenizer_patch": {
         "attributableFailureCount": 181,
@@ -3427,7 +3427,7 @@
         "unresolvedFailureCount": 363
       }
     },
-    "generatedAt": "2026-10-25T23:09:28.054514+00:00",
+    "generatedAt": "2026-10-25T23:15:11.378290+00:00",
     "gpuSummaries": {
       "Ascend_910-b3": {
         "attributableFailureCount": 134,
@@ -3660,7 +3660,7 @@
         "decisionSuccessRate": 0.066,
         "decisionTotal": 106,
         "failureBreakdown": {
-          "ambiguous_runtime": 292,
+          "ambiguous_runtime": 293,
           "backend_operator": 23,
           "framework_architecture_unsupported": 37,
           "memory_capacity": 3,
@@ -3673,15 +3673,15 @@
           "日志缺失": 1,
           "验证失败": 23
         },
-        "failureCount": 476,
+        "failureCount": 477,
         "failureRate": 0.9855,
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 1,
         "successCount": 7,
         "successRate": 0.0145,
-        "total": 483,
-        "unresolvedFailureCount": 376
+        "total": 484,
+        "unresolvedFailureCount": 377
       },
       "Kunlunxin_r-200-8f": {
         "attributableFailureCount": 0,
@@ -18258,6 +18258,29 @@
         "total": 1,
         "unresolvedFailureCount": 1
       },
+      "Kunlunxin_p-800|vllm_fix_tokenizer|text-generation|pulvis|none": {
+        "attributableFailureCount": 0,
+        "decisionFailureRate": 0.0,
+        "decisionSuccessRate": 0.0,
+        "decisionTotal": 0,
+        "failureBreakdown": {
+          "ambiguous_runtime": 1
+        },
+        "failureCount": 1,
+        "failureRate": 1.0,
+        "framework": "vllm_fix_tokenizer",
+        "modelType": "pulvis",
+        "pendingCount": 0,
+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "quantizationMethod": "none",
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "Kunlunxin_p-800",
+        "taskType": "text-generation",
+        "total": 1,
+        "unresolvedFailureCount": 1
+      },
       "Kunlunxin_p-800|vllm_fix_tokenizer|text-generation|qwen2|compressed-tensors": {
         "attributableFailureCount": 0,
         "decisionFailureRate": 0.0,
@@ -26716,10 +26739,10 @@
         "decisionSuccessRate": 0.0,
         "decisionTotal": 0,
         "failureBreakdown": {
-          "ambiguous_runtime": 11,
+          "ambiguous_runtime": 12,
           "参数/模板问题": 5
         },
-        "failureCount": 16,
+        "failureCount": 17,
         "failureRate": 1.0,
         "framework": "vllm_fix_tokenizer",
         "lastPlatformFailureAt": null,
@@ -26731,8 +26754,8 @@
         "successRate": 0.0,
         "targetGpu": "Kunlunxin_p-800",
         "taskType": "text-generation",
-        "total": 16,
-        "unresolvedFailureCount": 16
+        "total": 17,
+        "unresolvedFailureCount": 17
       },
       "MetaX_c-500|unknown|text-generation": {
         "attributableFailureCount": 0,
@@ -27001,9 +27024,9 @@
           "ambiguous_runtime": 1,
           "framework_architecture_unsupported": 1,
           "model_load": 4,
-          "参数/模板问题": 8
+          "参数/模板问题": 7
         },
-        "failureCount": 14,
+        "failureCount": 13,
         "failureRate": 1.0,
         "framework": "vllm-patch-tokenizer",
         "lastPlatformFailureAt": null,
@@ -27015,8 +27038,8 @@
         "successRate": 0.0,
         "targetGpu": "hygon_k100-ai",
         "taskType": "text-generation",
-        "total": 14,
-        "unresolvedFailureCount": 9
+        "total": 13,
+        "unresolvedFailureCount": 8
       },
       "hygon_k100-ai|vllm|text-generation": {
         "attributableFailureCount": 1,
@@ -28427,6 +28450,31 @@
         "total": 1,
         "unresolvedFailureCount": 1
       },
+      "Kunlunxin_p-800|vllm_fix_tokenizer|text-generation|pulvis|none": {
+        "attributableFailureCount": 0,
+        "consecutiveFailures": 0,
+        "decisionFailureRate": 0.0,
+        "decisionSuccessRate": 0.0,
+        "decisionTotal": 0,
+        "failureBreakdown": {
+          "ambiguous_runtime": 1
+        },
+        "failureCount": 1,
+        "failureRate": 1.0,
+        "framework": "vllm_fix_tokenizer",
+        "lastTerminalAt": "2026-10-25T23:15:11.158495+00:00",
+        "modelType": "pulvis",
+        "pendingCount": 0,
+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "quantizationMethod": "none",
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "Kunlunxin_p-800",
+        "taskType": "text-generation",
+        "total": 1,
+        "unresolvedFailureCount": 1
+      },
       "Kunlunxin_p-800|vllm_fix_tokenizer|text-generation|qwen3_5_moe|none": {
         "attributableFailureCount": 0,
         "consecutiveFailures": 0,
@@ -51113,6 +51161,30 @@
         "total": 1,
         "unresolvedFailureCount": 1
       },
+      "Kunlunxin_p-800|vllm_fix_tokenizer|text-generation|pulvis|none|23": {
+        "attributableFailureCount": 0,
+        "decisionFailureRate": 0.0,
+        "decisionSuccessRate": 0.0,
+        "decisionTotal": 0,
+        "failureBreakdown": {
+          "ambiguous_runtime": 1
+        },
+        "failureCount": 1,
+        "failureRate": 1.0,
+        "framework": "vllm_fix_tokenizer",
+        "loadSizeLog2Bucket": 23,
+        "modelType": "pulvis",
+        "pendingCount": 0,
+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "quantizationMethod": "none",
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "Kunlunxin_p-800",
+        "taskType": "text-generation",
+        "total": 1,
+        "unresolvedFailureCount": 1
+      },
       "Kunlunxin_p-800|vllm_fix_tokenizer|text-generation|qwen2|compressed-tensors|31": {
         "attributableFailureCount": 0,
         "decisionFailureRate": 0.0,
@@ -63519,15 +63591,15 @@
         "unresolvedFailureCount": 0
       }
     },
-    "terminalRecords": 18102,
-    "totalRecords": 18646,
+    "terminalRecords": 18103,
+    "totalRecords": 18647,
     "totals": {
       "attributableFailureCount": 6388,
       "decisionFailureRate": 0.8663,
       "decisionSuccessRate": 0.1337,
       "decisionTotal": 7374,
       "failureBreakdown": {
-        "ambiguous_runtime": 4704,
+        "ambiguous_runtime": 4705,
         "architecture_compatibility": 212,
         "attention_backend": 3,
         "backend_operator": 137,
@@ -63543,21 +63615,20 @@
         "日志缺失": 719,
         "验证失败": 676
       },
-      "failureCount": 17116,
+      "failureCount": 17117,
       "failureRate": 0.9455,
       "pendingCount": 0,
       "pendingRate": 0.0,
       "platformFailureCount": 972,
       "successCount": 986,
       "successRate": 0.0545,
-      "total": 18102,
-      "unresolvedFailureCount": 9756
+      "total": 18103,
+      "unresolvedFailureCount": 9757
     },
     "warnings": [
+      "GPU Vastai_va16 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU Iluvatar_bi-100 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU Mthreads_s4000 本地统计失败率偏高（≥50%），建议重点关注。",
-      "GPU Iluvatar_bi-150 本地统计失败率偏高（≥50%），建议重点关注。",
-      "GPU Ascend_910-b3 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU Kunlunxin_p-800 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU hygon_k100-ai 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU Iluvatar_mrv-100 本地统计失败率偏高（≥50%），建议重点关注。",
@@ -63566,7 +63637,8 @@
       "GPU Sunrise_pt-200-x1 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU Cambricon_mlu-370-x4 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU MetaX_c-500 本地统计失败率偏高（≥50%），建议重点关注。",
-      "GPU Vastai_va16 本地统计失败率偏高（≥50%），建议重点关注。",
+      "GPU Ascend_910-b3 本地统计失败率偏高（≥50%），建议重点关注。",
+      "GPU Iluvatar_bi-150 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU Biren_166m 本地统计失败率偏高（≥50%），建议重点关注。",
       "组合 Iluvatar_bi-150|transformers|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
       "组合 Cambricon_mlu-370-x8|vllm-mlu|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
@@ -63614,6 +63686,6 @@
     ]
   },
   "storageMode": "decision_state_only",
-  "summarizedRecords": 18646,
+  "summarizedRecords": 18647,
   "version": 1
 }
diff --git a/.modelhub_state/recent_outcomes.jsonl b/.modelhub_state/recent_outcomes.jsonl
index 92c09b5b6e..45bc1b9467 100644
--- a/.modelhub_state/recent_outcomes.jsonl
+++ b/.modelhub_state/recent_outcomes.jsonl
@@ -212,6 +212,7 @@
 {"failReason": "ambiguous_runtime", "failureAction": "send_compact_profile_and_root_exception_to_llm", "failureCategory": "ambiguous_runtime", "failureClassificationReason": "execute_empty_result", "failureCode": "EXECUTE_EMPTY_RESULT", "failureDeterministic": false, "failureEnrichmentAttempts": 1, "failureEnrichmentError": null, "failureNeedsLlm": true, "failureScope": "unknown", "framework": "vllm_fix_tokenizer", "lastSyncTime": "2026-10-22T00:35:04.572903+00:00", "modelId": "juspay/Xor-26B-A4B-NVFP4", "modelProfile": {"architectures": ["Gemma4ForConditionalGeneration"], "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 18788485588, "estimatedRequiredGiB": 21.039, "gpuMemoryEvidence": {"memoryGiB": 100.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 100.0, "maximumRepositorySizeGiB": 83.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "gemma4", "modelscopeFileSize": 18825737204, "modelscopeLicense": "apache-2.0", "modelscopeParams": 14386943566, "modelscopeTags": ["license:apache-2.0", "model_type:gemma4", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:sglang", "custom_tag:mixture-of-experts", "custom_tag:typed-classification", "custom_tag:gemma4", "custom_tag:nvfp4", "custom_tag:modelopt", "custom_tag:quantized"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "modelopt", "repositoryOnDiskBytes": 18825737204}, "outcome": "failed", "status": "success", "submitTime": "2026-10-06T22:46:15.455788+00:00", "targetGpu": "Kunlunxin_p-800", "taskId": "5343297", "taskType": "text-generation", "verifyResult": -1}
 {"failReason": "ambiguous_runtime", "failureAction": "send_compact_profile_and_root_exception_to_llm", "failureCategory": "ambiguous_runtime", "failureClassificationReason": "execute_empty_result", "failureCode": "EXECUTE_EMPTY_RESULT", "failureDeterministic": false, "failureEnrichmentAttempts": 1, "failureEnrichmentError": null, "failureNeedsLlm": true, "failureScope": "unknown", "framework": "vllm_fix_tokenizer", "lastSyncTime": "2026-10-10T02:14:39.447292+00:00", "modelId": "mlabonne/LFM2.5-230M-Chess", "modelProfile": {"architectures": ["Lfm2ForCausalLM"], "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 5201, "estimatedRequiredGiB": 0.522, "gpuMemoryEvidence": {"memoryGiB": 100.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 100.0, "maximumRepositorySizeGiB": 83.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "lfm2", "modelscopeFileSize": 467369015, "modelscopeLicense": "other", "modelscopeParams": 230688512, "modelscopeTags": ["license:other", "model_type:lfm2", "library:transformer", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:liquid", "custom_tag:lfm2.5", "custom_tag:chess"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 467369015}, "outcome": "failed", "status": "success", "submitTime": "2026-10-06T22:44:43.653388+00:00", "targetGpu": "Kunlunxin_p-800", "taskId": "5343292", "taskType": "text-generation", "verifyResult": -1}
 {"failReason": "参数/模板问题", "framework": "vllm_tokenizer_patch", "lastSyncTime": "2026-10-07T14:31:58.345546+00:00", "modelId": "groxaxo/Hemmingway-1-oQ5-MLX", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-06T22:44:43.576920+00:00", "targetGpu": "MetaX_c-500", "taskId": "5343307", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "ambiguous_runtime", "failureAction": "send_compact_profile_and_root_exception_to_llm", "failureCategory": "ambiguous_runtime", "failureClassificationReason": "execute_empty_result", "failureCode": "EXECUTE_EMPTY_RESULT", "failureDeterministic": false, "failureEnrichmentAttempts": 1, "failureEnrichmentError": null, "failureNeedsLlm": true, "failureScope": "unknown", "framework": "vllm_fix_tokenizer", "lastSyncTime": "2026-10-25T23:15:11.158495+00:00", "modelId": "bench-labs/pulvis-v1", "modelProfile": {"architectures": ["PulvisForCausalLM"], "configFingerprint": "e05a79eb8dafd7faea50fd5995a6ec7c38f0fd9997536089164c0b07bdf79d6c", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 11853976, "estimatedRequiredGiB": 0.123, "gpuMemoryEvidence": {"memoryGiB": 100.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 100.0, "maximumRepositorySizeGiB": 83.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "pulvis", "modelscopeFileSize": 109820987, "modelscopeLicense": "apache-2.0", "modelscopeParams": 8886720, "modelscopeTags": ["license:apache-2.0", "model_type:pulvis", "library:pytorch", "library:transformer", "library:safetensors", "task:text-generation", "custom_tag:causal-lm", "custom_tag:language-model", "custom_tag:base-model", "custom_tag:pretrained-from-scratch", "custom_tag:small-language-model"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 109820987}, "outcome": "failed", "status": "success", "submitTime": "2026-10-06T22:44:43.565929+00:00", "targetGpu": "Kunlunxin_p-800", "taskId": "5343289", "taskType": "text-generation", "verifyResult": -1}
 {"failReason": "参数/模板问题", "framework": "vllm", "lastSyncTime": "2026-10-08T15:17:12.844343+00:00", "modelId": "nkkbr/Mini-K3-1H-llama-gqa-standard-v1", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-06T21:54:55.149142+00:00", "targetGpu": "Mthreads_s4000", "taskId": "5342603", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "参数/模板问题", "framework": "vllm", "lastSyncTime": "2026-10-08T15:17:12.844382+00:00", "modelId": "nkkbr/Mini-K3-1H-attnres-full-sublayer-v1_D", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-06T21:54:55.059764+00:00", "targetGpu": "Mthreads_s4000", "taskId": "5342530", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "ambiguous_runtime", "failureAction": "send_compact_profile_and_root_exception_to_llm", "failureCategory": "ambiguous_runtime", "failureClassificationReason": "unknown", "failureCode": "UNKNOWN", "failureDeterministic": false, "failureEnrichmentAttempts": 1, "failureEnrichmentError": null, "failureNeedsLlm": true, "failureScope": "unknown", "framework": "vllm-mlu", "lastSyncTime": "2026-10-10T08:03:32.765493+00:00", "modelId": "mlabonne/LFM2.5-230M-Chess", "modelProfile": {"architectures": ["Lfm2ForCausalLM"], "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 5201, "estimatedRequiredGiB": 0.522, "gpuMemoryEvidence": {"memoryGiB": 24.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 24.0, "maximumRepositorySizeGiB": 20.0, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "lfm2", "modelscopeFileSize": 467369015, "modelscopeLicense": "other", "modelscopeParams": 230688512, "modelscopeTags": ["license:other", "model_type:lfm2", "library:transformer", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:liquid", "custom_tag:lfm2.5", "custom_tag:chess"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 467369015}, "outcome": "failed", "status": "success", "submitTime": "2026-10-06T18:24:48.847650+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5339864", "taskType": "text-generation", "verifyResult": -1}
@@ -297,4 +298,3 @@
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diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 8ef6973435..3919016f76 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3885,6 +3885,18 @@
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diff --git a/manifest.json b/manifest.json
index 8ad6fcf69e..73b6b3d453 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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+    ".modelhub_state/architecture_compatibility_blacklist.json": "f7a61666df1d475c21822776c73737875ac4b2e9ecd2c31601aab65da5901e9e",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "6e4e0bd29a0371de4a5667cc9dde163af0e27af6226ff22841a43cc3cd4e468b",
-    ".modelhub_state/official_capabilities.json": "4de4e45be8f3469eade8436370d4cc7566060197b480e361bc31221a699ae19f",
-    ".modelhub_state/outcome_checkpoint.json": "26cc3e1ed89d0a1255ad2087458bb12a96b70c1ba4b08a499f641d084c84c8bf",
+    ".modelhub_state/market_intelligence.json": "888473410d4e8305373a47ad8b7ef4a576ee6c3831af86fab7086a7d8426fbd6",
+    ".modelhub_state/official_capabilities.json": "66a5996a458e8f9d970b86b0524280d9c96498b4dd2933bc4d7367e775c43621",
+    ".modelhub_state/outcome_checkpoint.json": "7009d754059dfd12c5e2191d16373f32c4ecdd4eb82327f38ccd6772c7114024",
     ".modelhub_state/queue_cleanup_latest.json": "e28c26157427a928ee747fd89a457485ab99701e42241159c4874e2f1c2f0aa7",
-    ".modelhub_state/recent_outcomes.jsonl": "02b2d4db248c32e5d1c9b496faf7c6d82bf9100f0350d1dfb1cd2c1461078c10",
+    ".modelhub_state/recent_outcomes.jsonl": "dbf917e31e079fc19ce41a5a03f8eaf43d53e6d998858b6bef065b58f8fff060",
     ".modelhub_state/recovery_active_tasks.jsonl": "e84bd75e792638b79432bfb8f9d20f0db5e3189e15af0dacd9b9be4d0e1df00e",
-    ".modelhub_state/recovery_intents.jsonl": "3eeb06a2da80b17462e22854fc19e257fc86631711aa5d00a095e03aa61d9a82",
+    ".modelhub_state/recovery_intents.jsonl": "5beec3ac997c22b651dd2757214eed481b1fc58c124445a79b4e8bb80da736e4",
     ".modelhub_state/routing_intelligence.json": "8c1581fd926d993b5debc8a7654523181e589b3150c23dcffda22c1b3e3cc3d0",
     ".modelhub_state/submission_exclusions.jsonl": "3db506f4d37bc78a9069d6022969e3718fa3eb1dad129907c99f63d5a7300ba1",
     ".modelhub_state/worker_crashes.jsonl": "0fc6c3913ba6a3ff00019bfaff56ce222acc4b192a4ed26e7f61a0bec8699b05",
     "ledger/submissions.jsonl": "1d7a1864ea1c7a0daf410ba0e6cc2528d919962c68c5bb6f30248b248c2d628d",
-    "outcomes/submissions.jsonl": "91ed813f3bccdf3c0a7bc3d6e669e9bfebaec6bd967f57d2f4ade277acfc870a"
+    "outcomes/submissions.jsonl": "8de932cc0816a1bb0604f0c4b062f97008ede7f794b2bf45dbdd6fd171309748"
   },
-  "generation": 37333,
-  "phase": "cycle",
+  "generation": 37334,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T23:13:39.969669+00:00",
+  "updatedAt": "2026-10-25T23:15:12.417183+00:00",
   "writerId": "7ff73e6204284f23bc2b88b7c29d21d9"
 }
diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index 4bb127c6cb..7ff3cdc219 100644
--- a/outcomes/submissions.jsonl
+++ b/outcomes/submissions.jsonl
@@ -441,7 +441,6 @@
 {"failReason": null, "framework": "vllm_fix_tokenizer", "lastSyncTime": "2026-10-07T06:48:39.066199+00:00", "modelId": "unsloth/gpt-oss-120b-unsloth-bnb-4bit", "modelProfile": {"architectures": ["GptOssForCausalLM"], "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 62087797505, "estimatedRequiredGiB": 69.427, "gpuMemoryEvidence": {"memoryGiB": 100.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 100.0, "maximumRepositorySizeGiB": 83.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "gpt_oss", "modelscopeFileSize": 62122535546, "modelscopeLicense": "apache-2.0", "modelscopeParams": 120454994706, "modelscopeTags": ["license:apache-2.0", "model_type:gpt_oss", "library:pytorch", "library:transformer", "library:safetensors", "task:text-generation", "custom_tag:openai", "custom_tag:unsloth"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "bitsandbytes", "repositoryOnDiskBytes": 62122535546}, "outcome": "pending", "status": "waiting", "submitTime": "2026-10-06T22:44:43.655618+00:00", "targetGpu": "Kunlunxin_p-800", "taskId": "5343286", "taskType": "text-generation", "verifyResult": null}
 {"failReason": null, "framework": "vllm_fix_tokenizer", "lastSyncTime": "2026-10-07T06:48:39.066250+00:00", "modelId": "primitive-ai/Kolibri-1-mixed-NVFP4-FP8", "modelProfile": {"architectures": ["Kolibri1ForCausalLM"], "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 45807306768, "estimatedRequiredGiB": 51.228, "gpuMemoryEvidence": {"memoryGiB": 100.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 100.0, "maximumRepositorySizeGiB": 83.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "kolibri1", "modelscopeFileSize": 45837930112, "modelscopeLicense": "apache-2.0", "modelscopeParams": 44223812896, "modelscopeTags": ["license:apache-2.0", "model_type:kolibri1", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:vllm", "custom_tag:compressed-tensors", "custom_tag:nvfp4", "custom_tag:quantized", "custom_tag:moe", "custom_tag:kolibri", "custom_tag:reasoning", "custom_tag:agentic", "custom_tag:tool-calling", "custom_tag:single-gpu", "custom_tag:blackwell"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "compressed-tensors", "repositoryOnDiskBytes": 45837930112}, "outcome": "pending", "status": "waiting", "submitTime": "2026-10-06T22:44:43.557377+00:00", "targetGpu": "Kunlunxin_p-800", "taskId": "5343294", "taskType": "text-generation", "verifyResult": null}
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 {"failReason": null, "framework": "vllm_fix_tokenizer", "lastSyncTime": "2026-10-07T06:48:39.066170+00:00", "modelId": "LessThanThreeAI/Qwen3.8-27B-Humanlike-Chat-2.0-GPTQ-Int4", "modelProfile": {"architectures": ["Qwen3_5ForConditionalGeneration"], "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 20593110848, "estimatedRequiredGiB": 23.04, "gpuMemoryEvidence": {"memoryGiB": 100.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 100.0, "maximumRepositorySizeGiB": 83.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "qwen3_5", "modelscopeFileSize": 20616225866, "modelscopeLicense": "apache-2.0", "modelscopeParams": 424699392, "modelscopeTags": ["license:apache-2.0", "model_type:qwen3_5", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:vllm", "custom_tag:sglang", "custom_tag:gptq", "custom_tag:int4", "custom_tag:w4a16", "custom_tag:compressed-tensors", "custom_tag:llm-compressor", "custom_tag:safetensors", "custom_tag:qwen3.8", "custom_tag:conversational", "custom_tag:tool-calling", "custom_tag:function-calling", "custom_tag:roleplay", "custom_tag:character", "custom_tag:humanlike", "custom_tag:uncensored"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "compressed-tensors", "repositoryOnDiskBytes": 20616225866}, "outcome": "pending", "status": "waiting", "submitTime": "2026-10-06T22:44:43.570127+00:00", "targetGpu": "Kunlunxin_p-800", "taskId": "5343293", "taskType": "text-generation", "verifyResult": null}
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@@ -1085,7 +1084,7 @@
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 {"failReason": null, "framework": "vllm-mlu", "lastSyncTime": "2026-10-25T22:51:56.838257+00:00", "modelId": "cyankiwi/Orchestrator-8B-AWQ-8bit", "modelProfile": {"architectures": ["Qwen3ForCausalLM"], "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 9869921104, "estimatedRequiredGiB": 11.048, "gpuMemoryEvidence": {"memoryGiB": 24.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 24.0, "maximumRepositorySizeGiB": 20.0, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "qwen3", "modelscopeFileSize": 9885904130, "modelscopeLicense": null, "modelscopeParams": 8190735360, "modelscopeTags": ["model_type:qwen3", "library:safetensors", "library:pytorch", "task:text-generation"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "compressed-tensors", "repositoryOnDiskBytes": 9885904130}, "outcome": "pending", "status": "waiting", "submitTime": "2026-10-25T14:50:53.042128+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5784519", "taskType": "text-generation", "verifyResult": null}
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