diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index e0abf9a6a7..7621c67c83 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -487,7 +487,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T04:19:59.861013+00:00",
+  "generatedAt": "2026-10-23T04:21:41.593479+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 181d2504ba..a21b9e4631 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T04:19:59.963891+00:00",
+  "generatedAt": "2026-10-23T04:21:41.664132+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 1fc9399580..41febf2afd 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T04:19:59.963891+00:00",
+  "catalogUpdatedAt": "2026-10-23T04:21:41.664132+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T04:19:59.963891+00:00",
+  "generatedAt": "2026-10-23T04:21:41.664132+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6239,6 +6239,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T04:19:59.963891+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T04:21:41.664132+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/outcome_checkpoint.json b/.modelhub_state/outcome_checkpoint.json
index 51716909df..0cb96b91a1 100644
--- a/.modelhub_state/outcome_checkpoint.json
+++ b/.modelhub_state/outcome_checkpoint.json
@@ -1,6 +1,6 @@
 {
-  "generatedAt": "2026-10-23T01:52:57.417956+00:00",
-  "lastSyncTime": "2026-10-23T01:52:57.346423+00:00",
+  "generatedAt": "2026-10-23T04:21:41.500697+00:00",
+  "lastSyncTime": "2026-10-23T04:21:41.197036+00:00",
   "recentLimit": 300,
   "report": {
     "architectureCompatibilityBlocks": {
@@ -2080,24 +2080,24 @@
         "decisionSuccessRate": 0.2712,
         "decisionTotal": 59,
         "failureBreakdown": {
-          "ambiguous_runtime": 15,
+          "ambiguous_runtime": 16,
           "framework_architecture_unsupported": 36,
           "model_load": 5,
           "tokenizer_compatibility": 2,
           "参数/模板问题": 24
         },
-        "failureCount": 82,
-        "failureRate": 0.8367,
+        "failureCount": 83,
+        "failureRate": 0.8384,
         "framework": "vllm",
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 0,
         "successCount": 16,
-        "successRate": 0.1633,
+        "successRate": 0.1616,
         "targetGpu": "Iluvatar_mrv-100",
         "taskType": "text-generation",
-        "total": 98,
-        "unresolvedFailureCount": 39
+        "total": 99,
+        "unresolvedFailureCount": 40
       },
       "Kunlunxin_p-800|unknown|text-generation": {
         "attributableFailureCount": 1,
@@ -3218,7 +3218,7 @@
         "decisionSuccessRate": 0.029,
         "decisionTotal": 3826,
         "failureBreakdown": {
-          "ambiguous_runtime": 1609,
+          "ambiguous_runtime": 1610,
           "architecture_compatibility": 112,
           "attention_backend": 3,
           "backend_operator": 98,
@@ -3232,15 +3232,15 @@
           "tokenizer_compatibility": 425,
           "参数/模板问题": 101
         },
-        "failureCount": 6313,
+        "failureCount": 6314,
         "failureRate": 0.9827,
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 888,
         "successCount": 111,
         "successRate": 0.0173,
-        "total": 6424,
-        "unresolvedFailureCount": 1710
+        "total": 6425,
+        "unresolvedFailureCount": 1711
       },
       "vllm-customized": {
         "attributableFailureCount": 16,
@@ -3390,7 +3390,7 @@
         "unresolvedFailureCount": 341
       }
     },
-    "generatedAt": "2026-10-23T01:52:57.402662+00:00",
+    "generatedAt": "2026-10-23T04:21:41.486567+00:00",
     "gpuSummaries": {
       "Ascend_910-b3": {
         "attributableFailureCount": 133,
@@ -3592,7 +3592,7 @@
         "decisionSuccessRate": 0.1513,
         "decisionTotal": 1170,
         "failureBreakdown": {
-          "ambiguous_runtime": 355,
+          "ambiguous_runtime": 356,
           "architecture_compatibility": 47,
           "backend_operator": 1,
           "context_length": 77,
@@ -3607,15 +3607,15 @@
           "日志缺失": 6,
           "验证失败": 47
         },
-        "failureCount": 1767,
+        "failureCount": 1768,
         "failureRate": 0.909,
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 7,
         "successCount": 177,
         "successRate": 0.091,
-        "total": 1944,
-        "unresolvedFailureCount": 767
+        "total": 1945,
+        "unresolvedFailureCount": 768
       },
       "Kunlunxin_p-800": {
         "attributableFailureCount": 99,
@@ -16718,10 +16718,10 @@
         "decisionSuccessRate": 0.0,
         "decisionTotal": 1,
         "failureBreakdown": {
-          "ambiguous_runtime": 1,
+          "ambiguous_runtime": 2,
           "tokenizer_compatibility": 1
         },
-        "failureCount": 2,
+        "failureCount": 3,
         "failureRate": 1.0,
         "framework": "vllm",
         "modelType": "spark2_5",
@@ -16733,8 +16733,8 @@
         "successRate": 0.0,
         "targetGpu": "Iluvatar_mrv-100",
         "taskType": "text-generation",
-        "total": 2,
-        "unresolvedFailureCount": 1
+        "total": 3,
+        "unresolvedFailureCount": 2
       },
       "Iluvatar_mrv-100|vllm|text-generation|spark2_5|torchao": {
         "attributableFailureCount": 0,
@@ -25854,17 +25854,17 @@
         "decisionSuccessRate": 0.0,
         "decisionTotal": 4,
         "failureBreakdown": {
-          "ambiguous_runtime": 1,
+          "ambiguous_runtime": 2,
           "framework_architecture_unsupported": 2,
           "model_load": 1,
           "tokenizer_compatibility": 1,
-          "参数/模板问题": 15
+          "参数/模板问题": 14
         },
         "failureCount": 20,
         "failureRate": 1.0,
         "framework": "vllm",
         "lastPlatformFailureAt": null,
-        "lastTerminalAt": "2026-10-10T09:26:43.784435+00:00",
+        "lastTerminalAt": "2026-10-23T04:21:41.197036+00:00",
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 0,
@@ -25936,9 +25936,9 @@
         "failureBreakdown": {
           "backend_operator": 2,
           "model_load": 1,
-          "参数/模板问题": 10
+          "参数/模板问题": 9
         },
-        "failureCount": 13,
+        "failureCount": 12,
         "failureRate": 1.0,
         "framework": "vllm_tokenizer_patch",
         "lastPlatformFailureAt": null,
@@ -25950,8 +25950,8 @@
         "successRate": 0.0,
         "targetGpu": "MetaX_c-500",
         "taskType": "text-generation",
-        "total": 13,
-        "unresolvedFailureCount": 10
+        "total": 12,
+        "unresolvedFailureCount": 9
       },
       "MetaX_c-500|vllm|text-generation": {
         "attributableFailureCount": 1,
@@ -27242,6 +27242,31 @@
         "total": 1,
         "unresolvedFailureCount": 0
       },
+      "Iluvatar_mrv-100|vllm|text-generation|spark2_5|none": {
+        "attributableFailureCount": 0,
+        "consecutiveFailures": 0,
+        "decisionFailureRate": 0.0,
+        "decisionSuccessRate": 0.0,
+        "decisionTotal": 0,
+        "failureBreakdown": {
+          "ambiguous_runtime": 1
+        },
+        "failureCount": 1,
+        "failureRate": 1.0,
+        "framework": "vllm",
+        "lastTerminalAt": "2026-10-23T04:21:41.197036+00:00",
+        "modelType": "spark2_5",
+        "pendingCount": 0,
+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "quantizationMethod": "none",
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "Iluvatar_mrv-100",
+        "taskType": "text-generation",
+        "total": 1,
+        "unresolvedFailureCount": 1
+      },
       "Iluvatar_mrv-100|vllm|text-generation|spark2_5|torchao": {
         "attributableFailureCount": 0,
         "consecutiveFailures": 0,
@@ -47658,9 +47683,10 @@
         "decisionSuccessRate": 0.0,
         "decisionTotal": 1,
         "failureBreakdown": {
+          "ambiguous_runtime": 1,
           "tokenizer_compatibility": 1
         },
-        "failureCount": 1,
+        "failureCount": 2,
         "failureRate": 1.0,
         "framework": "vllm",
         "loadSizeLog2Bucket": 32,
@@ -47673,8 +47699,8 @@
         "successRate": 0.0,
         "targetGpu": "Iluvatar_mrv-100",
         "taskType": "text-generation",
-        "total": 1,
-        "unresolvedFailureCount": 0
+        "total": 2,
+        "unresolvedFailureCount": 1
       },
       "Iluvatar_mrv-100|vllm|text-generation|spark2_5|torchao|31": {
         "attributableFailureCount": 0,
@@ -61007,15 +61033,15 @@
         "unresolvedFailureCount": 0
       }
     },
-    "terminalRecords": 17988,
-    "totalRecords": 18529,
+    "terminalRecords": 17989,
+    "totalRecords": 18530,
     "totals": {
       "attributableFailureCount": 6367,
       "decisionFailureRate": 0.8659,
       "decisionSuccessRate": 0.1341,
       "decisionTotal": 7353,
       "failureBreakdown": {
-        "ambiguous_runtime": 4671,
+        "ambiguous_runtime": 4672,
         "architecture_compatibility": 212,
         "attention_backend": 3,
         "backend_operator": 137,
@@ -61031,77 +61057,77 @@
         "日志缺失": 719,
         "验证失败": 676
       },
-      "failureCount": 17002,
+      "failureCount": 17003,
       "failureRate": 0.9452,
       "pendingCount": 0,
       "pendingRate": 0.0,
       "platformFailureCount": 972,
       "successCount": 986,
       "successRate": 0.0548,
-      "total": 17988,
-      "unresolvedFailureCount": 9663
+      "total": 17989,
+      "unresolvedFailureCount": 9664
     },
     "warnings": [
-      "GPU Vastai_va16 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 Kunlunxin_p-800 本地统计失败率偏高（≥50%），建议重点关注。",
-      "GPU Sunrise_pt-200-x1 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 Ascend_910-b3 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 Ascend_910-b4 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 Cambricon_mlu-370-x4 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。",
-      "GPU Iluvatar_mrv-100 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 Cambricon_mlu-370-x8 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。",
-      "组合 Biren_166m|unknown|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Mthreads_s4000|llamacpp|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Ascend_910-b3|vllm_tokenizer_patch|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Ascend_910-b4|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 MetaX_c-500|vllm|visual-multi-modal 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-x4|unknown|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Kunlunxin_p-800|vllm_tokenizer_patch|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Iluvatar_bi-150|vllm|visual-multi-modal 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|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Ascend_910-b4|llamacpp|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "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 Ascend_910-b4|vllm_tokenizer_patch|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Iluvatar_mrv-100|unknown|visual-multi-modal 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Vastai_va16|vllm_fix_tokenizer|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Kunlunxin_p-800|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Sunrise_pt-200-x1|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Iluvatar_bi-150|llamacpp|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Iluvatar_mrv-100|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "GPU Sunrise_pt-200-x1 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。",
+      "GPU Iluvatar_bi-100 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 Cambricon_mlu-370-x8 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 Cambricon_mlu-370-x4|vllm-mlu|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
       "组合 Iluvatar_bi-150|vllm_0_17_0_corex_4_4_0|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-x4|vllm|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-x4|vllm-customized|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
       "组合 hygon_k100-ai|vllm|visual-multi-modal 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Iluvatar_bi-150|vllm_tokenizer_patch|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Iluvatar_bi-150|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Sunrise_pt-200-x1|vllm_fix_tokenizer|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 MetaX_c-500|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Iluvatar_bi-100|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Biren_166m|vllm|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-x4|unknown|visual-multi-modal 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Iluvatar_mrv-100|unknown|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 MetaX_c-500|vllm_tokenizer_patch|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Vastai_va16|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Ascend_910-b3|llamacpp|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Ascend_910-b3|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Sunrise_pt-200-x1|vllm|visual-multi-modal 近期失败集中，建议降低该 GPU+框架的提交优先级。",
       "组合 hygon_k100-ai|vllm-patch-tokenizer|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 hygon_k100-ai|vllm|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。",
-      "组合 Cambricon_mlu-370-x4|vllm-mlu|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Mthreads_s4000|llamacpp|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
       "组合 Mthreads_s4000|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
-      "组合 Iluvatar_bi-150|vllm_fix_tokenizer|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-customized|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Ascend_910-b4|llamacpp|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Biren_166m|unknown|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Iluvatar_bi-150|llamacpp|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-x4|unknown|visual-multi-modal 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Iluvatar_mrv-100|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 MetaX_c-500|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Ascend_910-b3|vllm|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|unknown|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-customized|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。"
+      "组合 Sunrise_pt-200-x1|vllm_fix_tokenizer|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "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 Kunlunxin_p-800|vllm_tokenizer_patch|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Iluvatar_bi-150|vllm_fix_tokenizer|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Sunrise_pt-200-x1|vllm|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-x4|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Sunrise_pt-200-x1|vllm|visual-multi-modal 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Vastai_va16|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Kunlunxin_p-800|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 MetaX_c-500|vllm|visual-multi-modal 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Ascend_910-b3|vllm_tokenizer_patch|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Iluvatar_bi-150|vllm_tokenizer_patch|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Iluvatar_bi-100|vllm|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|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Iluvatar_mrv-100|unknown|visual-multi-modal 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Vastai_va16|vllm_fix_tokenizer|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Ascend_910-b3|llamacpp|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Ascend_910-b4|vllm_tokenizer_patch|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-x4|unknown|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Biren_166m|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Iluvatar_bi-150|vllm|visual-multi-modal 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 hygon_k100-ai|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Ascend_910-b4|vllm|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。",
+      "组合 Iluvatar_bi-150|vllm|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 MetaX_c-500|vllm_tokenizer_patch|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
+      "组合 Iluvatar_mrv-100|unknown|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。"
     ]
   },
   "storageMode": "decision_state_only",
-  "summarizedRecords": 18529,
+  "summarizedRecords": 18530,
   "version": 1
 }
diff --git a/.modelhub_state/recent_outcomes.jsonl b/.modelhub_state/recent_outcomes.jsonl
index f5b9d92af3..35fd3c3a6b 100644
--- a/.modelhub_state/recent_outcomes.jsonl
+++ b/.modelhub_state/recent_outcomes.jsonl
@@ -22,6 +22,7 @@
 {"failReason": "参数/模板问题", "framework": "vllm", "lastSyncTime": "2026-10-22T09:49:37.756605+00:00", "modelId": "juspay/Xor-26B-A4B", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-13T00:12:55.754334+00:00", "targetGpu": "hygon_k100-ai", "taskId": "5499070", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "参数/模板问题", "framework": "vllm", "lastSyncTime": "2026-10-22T05:17:40.370492+00:00", "modelId": "ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-12T06:32:52.752815+00:00", "targetGpu": "MetaX_c-500", "taskId": "5482883", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "framework_architecture_unsupported", "failureAction": "block_gpu_framework_architecture", "failureCategory": "framework_architecture_unsupported", "failureClassificationReason": "explicit_framework_model_unsupported", "failureCode": "MODEL_NOT_SUPPORTED", "failureDetectedFramework": "vllm", "failureDeterministic": true, "failureEnrichmentAttempts": 1, "failureEnrichmentError": null, "failureNeedsLlm": false, "failureScope": "model_gpu_framework", "framework": "vllm", "lastSyncTime": "2026-10-22T17:51:56.066631+00:00", "modelId": "XHToken/Spark-X2.5-4B-Base", "modelProfile": {"architectures": ["Spark2_5ForCausalLM"], "configFingerprint": "a494b1667fab53609b94cc853db1a12c8d3b9fcf98795ecbab3dd5eb3a3c77f6", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 8224192408, "estimatedRequiredGiB": 9.209, "gpuMemoryEvidence": {"memoryGiB": 48.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 48.0, "maximumRepositorySizeGiB": 40.0, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "spark2_5", "modelscopeFileSize": 8239652182, "modelscopeLicense": "apache-2.0", "modelscopeParams": null, "modelscopeTags": ["license:apache-2.0", "model_type:spark2_5", "library:safetensors", "task:text-generation", "custom_tag:llm", "custom_tag:sparkx2_5"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 8239652182}, "outcome": "failed", "status": "success", "submitTime": "2026-10-12T05:07:18.656930+00:00", "targetGpu": "Mthreads_s4000", "taskId": "5481755", "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", "lastSyncTime": "2026-10-23T04:21:41.197036+00:00", "modelId": "XHToken/Spark-X2.5-4B-Base", "modelProfile": {"architectures": ["Spark2_5ForCausalLM"], "configFingerprint": "71d6e16091ba0289f01acffc8e39bb8c25703488dc49b9e390e08951fe1f2b33", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 8224192408, "estimatedRequiredGiB": 9.209, "gpuMemoryEvidence": {"memoryGiB": 32.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 32.0, "maximumRepositorySizeGiB": 26.667, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "spark2_5", "modelscopeFileSize": 8239652182, "modelscopeLicense": "apache-2.0", "modelscopeParams": null, "modelscopeTags": ["license:apache-2.0", "model_type:spark2_5", "library:safetensors", "task:text-generation", "custom_tag:llm", "custom_tag:sparkx2_5"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 8239652182}, "outcome": "failed", "status": "success", "submitTime": "2026-10-12T04:47:46.065797+00:00", "targetGpu": "Iluvatar_mrv-100", "taskId": "5481474", "taskType": "text-generation", "verifyResult": -1}
 {"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-11T00:13:59.966347+00:00", "modelId": "Aratako/calm3-22b-RP-v0.1", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-11T00:09:56+00:00", "targetGpu": "hygon_k100-ai", "taskId": "3993725", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "ambiguous_runtime", "failureAction": "send_compact_profile_and_root_exception_to_llm", "failureCategory": "ambiguous_runtime", "failureClassificationReason": "missing_structured_error_code", "failureCode": null, "failureDetectedFramework": "llamacpp", "failureDeterministic": false, "failureEnrichmentAttempts": 1, "failureEnrichmentError": null, "failureNeedsLlm": true, "failureScope": "unknown", "framework": "llamacpp", "lastSyncTime": "2026-10-10T03:15:33.370676+00:00", "modelId": "unsloth/LFM2-2.6B-Exp-GGUF", "modelProfile": {}, "outcome": "failed", "status": "success", "submitTime": "2026-10-10T03:10:09+00:00", "targetGpu": "hygon_k100-ai", "taskId": "3872734", "taskType": "text-generation", "verifyResult": -1}
 {"failReason": "参数/模板问题", "framework": "vllm", "lastSyncTime": "2026-10-22T05:17:40.370503+00:00", "modelId": "ManniX-ITA/Qwen3.6-27B-A3B-Coder", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-09T14:03:53.551952+00:00", "targetGpu": "MetaX_c-500", "taskId": "5402815", "taskType": "text-generation", "verifyResult": null}
@@ -297,4 +298,3 @@
 {"failReason": "参数/模板问题", "framework": "vllm_tokenizer_patch", "lastSyncTime": "2026-10-10T12:22:04.159211+00:00", "modelId": "nkkbr/Mini-K3-1H-attn-2kda-2mla-nope-v2", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-06T08:52:26.446600+00:00", "targetGpu": "MetaX_c-500", "taskId": "5319986", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "参数/模板问题", "framework": "vllm_tokenizer_patch", "lastSyncTime": "2026-10-07T14:31:58.345495+00:00", "modelId": "ukisai/Swift-1.5-3bit-MLX-TextOnly", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-06T08:52:26.388066+00:00", "targetGpu": "MetaX_c-500", "taskId": "5319979", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "参数/模板问题", "framework": "vllm_tokenizer_patch", "lastSyncTime": "2026-10-07T14:31:58.345562+00:00", "modelId": "Youssofal/Qwen3.6-27B-MTPLX-Optimized", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-06T08:52:26.368621+00:00", "targetGpu": "MetaX_c-500", "taskId": "5319980", "taskType": "text-generation", "verifyResult": null}
-{"failReason": "参数/模板问题", "framework": "vllm_tokenizer_patch", "lastSyncTime": "2026-10-07T14:09:53.041479+00:00", "modelId": "Youssofal/Qwen3.6-35B-A3B-MTPLX-Optimized-Balance", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-06T08:52:26.360775+00:00", "targetGpu": "MetaX_c-500", "taskId": "5319981", "taskType": "text-generation", "verifyResult": null}
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 4d662f3982..34c1344796 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3727,6 +3727,18 @@
 {"batchId": "d951efdc91554b1eb41d1bbf3ae1e0d7", "completedAt": "2026-10-22T20:21:06.258245+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T20:21:03.557699+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a36c6ca0622d46fc8f09c65b58529360", "lastModified": "2026-10-22T13:57:14+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "reason": null, "reconciledAt": "2026-10-23T04:20:09.459814+00:00", "repoId": "cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5724977", "taskType": "text-generation"}
 {"batchId": "4da72fb9df654621af214d2580119d18", "completedAt": "2026-10-22T20:25:26.110649+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T20:25:23.630397+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5bcde5a40eb543eeb24ce85c99821717", "lastModified": "2026-10-21T16:49:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-23T04:20:09.458106+00:00", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5725025", "taskType": "text-generation"}
 {"batchId": "e72c464f837541da9c1da8886bf58419", "completedAt": "2026-10-22T22:44:16.149243+00:00", "configFingerprint": "1d8ba6e2bf36aa47c80ff7bd95383cf1571f55e0a76760eb56b3f847863afa7f", "configSource": "modelhub_live", "createdAt": "2026-10-22T22:44:13.585401+00:00", "framework": "llamacpp", "intentId": "3669a4afc92a4768b586a1925807bb3c", "lastModified": "2026-10-22T14:16:42+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF", "reason": null, "reconciledAt": "2026-10-23T04:20:09.458087+00:00", "repoId": "InternScience/Sage-A1.5-Q8_0-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "hygon_k100-ai", "taskId": "5726692", "taskType": "text-generation"}
+{"batchId": "51e97624d28a475783f323b02f8d3c55", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T04:21:42.584779+00:00", "framework": "llamacpp", "intentId": "27b888a09283417db9ca2558ebbe8bbd", "lastModified": "2026-10-21T18:16:46+00:00", "modelAddress": "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF", "repoId": "AtomicChat/Qwen3.5-9B-DFlash-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "51e97624d28a475783f323b02f8d3c55", "configFingerprint": "91915287b76ea7e05cad914ff86bc370079e1da493390c06596dc5d6300af314", "configSource": "modelhub_live", "createdAt": "2026-10-23T04:21:42.584893+00:00", "framework": "llamacpp", "intentId": "cf1af3b19ebb495fae21f36c101e5463", "lastModified": "2026-10-22T14:16:42+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF", "repoId": "InternScience/Sage-A1.5-Q8_0-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "pending", "targetGpu": "Mthreads_s4000", "taskType": "text-generation"}
+{"batchId": "51e97624d28a475783f323b02f8d3c55", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T04:21:42.584953+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d6c6db8eece9476a92fa75086ce7f18a", "lastModified": "2026-10-21T16:58:14+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-4bit", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "51e97624d28a475783f323b02f8d3c55", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T04:21:42.585007+00:00", "framework": "vllm_tokenizer_patch", "intentId": "35f6a860d52946eeb3a34f3f85dd7209", "lastModified": "2026-10-21T16:41:10+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "51e97624d28a475783f323b02f8d3c55", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T04:21:42.585058+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b4285f7da6524ed493effd1f91782045", "lastModified": "2026-10-21T16:33:24+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Qwen3-4B-Instruct-2507-AWQ-4bit", "repoId": "cyankiwi/Qwen3-4B-Instruct-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "51e97624d28a475783f323b02f8d3c55", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T04:21:42.585099+00:00", "framework": "vllm_tokenizer_patch", "intentId": "29e1cac0a25148f59e766a4acb9c625c", "lastModified": "2026-10-21T16:31:51+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
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+{"batchId": "51e97624d28a475783f323b02f8d3c55", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T04:21:42.585175+00:00", "framework": "vllm_tokenizer_patch", "intentId": "bf38a8f9ac864ac2b47b56fad84f070b", "lastModified": "2026-10-21T17:21:19+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "repoId": "cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
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diff --git a/manifest.json b/manifest.json
index bf622227da..756f20a855 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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 }
diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index 2b0e6af29e..d091f9c3ba 100644
--- a/outcomes/submissions.jsonl
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@@ -723,7 +723,6 @@
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@@ -1089,6 +1088,6 @@
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