diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 29e7d1c845..d5ce788fae 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -755,7 +755,7 @@
     "cambricon_mlu-370-x4|vllm-mlu|text-generation|model_type:mini_k3": {
       "architectureSignature": "model_type:mini_k3",
       "architectures": [],
-      "evidenceCount": 4,
+      "evidenceCount": 2,
       "expiresAt": "2026-10-21T23:42:59.367573+00:00",
       "framework": "vllm-mlu",
       "latestFailureAt": "2026-09-21T23:42:59.367573+00:00",
@@ -764,15 +764,11 @@
       "modelType": "mini_k3",
       "sourceModelIds": [
         "nkkbr/Mini-K3-1H-decay-g1-v2_B",
-        "nkkbr/Mini-K3-1H-attnres-standard-v1_B",
-        "nkkbr/Mini-K3-1H-decay-g16-v2_B",
-        "nkkbr/Mini-K3-1H-attnres-block6-v1_C"
+        "nkkbr/Mini-K3-1H-attnres-standard-v1_B"
       ],
       "sourceTaskIds": [
         "5009080",
-        "5009079",
-        "5007793",
-        "5007665"
+        "5009079"
       ],
       "targetGpu": "Cambricon_mlu-370-x4",
       "taskType": "text-generation"
@@ -1927,7 +1923,7 @@
     "iluvatar_mrv-100|vllm|text-generation|model_type:mini_k3": {
       "architectureSignature": "model_type:mini_k3",
       "architectures": [],
-      "evidenceCount": 4,
+      "evidenceCount": 3,
       "expiresAt": "2026-10-22T00:12:27.760772+00:00",
       "framework": "vllm",
       "latestFailureAt": "2026-09-22T00:12:27.760772+00:00",
@@ -1937,14 +1933,12 @@
       "sourceModelIds": [
         "nkkbr/Mini-K3-1H-attnres-standard-v1_B",
         "nkkbr/Mini-K3-1H-decay-g2-v2_C",
-        "nkkbr/Mini-K3-1H-decay-g16-v2_B",
-        "nkkbr/Mini-K3-1H-attnres-block6-v1_C"
+        "nkkbr/Mini-K3-1H-decay-g16-v2_B"
       ],
       "sourceTaskIds": [
         "5009428",
         "5009242",
-        "5009101",
-        "5007313"
+        "5009101"
       ],
       "targetGpu": "Iluvatar_mrv-100",
       "taskType": "text-generation"
@@ -2388,7 +2382,7 @@
     "metax_c-500|vllm|text-generation|model_type:mini_k3": {
       "architectureSignature": "model_type:mini_k3",
       "architectures": [],
-      "evidenceCount": 7,
+      "evidenceCount": 4,
       "expiresAt": "2026-10-22T02:29:17.944417+00:00",
       "framework": "vllm",
       "latestFailureAt": "2026-09-22T02:29:17.944417+00:00",
@@ -2399,15 +2393,13 @@
         "nkkbr/Mini-K3-1H-decay-g1-v2_B",
         "nkkbr/Mini-K3-1H-mamba2-n64-g8-v1_C",
         "nkkbr/Mini-K3-1H-mamba2-n128-g8-v1_B",
-        "nkkbr/Mini-K3-1H-attnres-standard-v1_B",
-        "nkkbr/Mini-K3-1H-decay-g2-v2_C"
+        "nkkbr/Mini-K3-1H-attnres-standard-v1_B"
       ],
       "sourceTaskIds": [
         "5011010",
         "5009394",
         "5009165",
-        "5008520",
-        "5007393"
+        "5008520"
       ],
       "targetGpu": "MetaX_c-500",
       "taskType": "text-generation"
@@ -2897,7 +2889,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-08T13:40:06.091669+00:00",
+  "generatedAt": "2026-10-08T13:49:20.898084+00:00",
   "summary": {
     "activeBlockCount": 144,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index f47e172b47..c7cb357fdd 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,7 +434,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-08T13:48:18.165020+00:00",
+  "generatedAt": "2026-10-08T13:51:44.775133+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 90247f0f5e..a9870b36a9 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-08T13:48:18.165020+00:00",
+  "catalogUpdatedAt": "2026-10-08T13:51:44.775133+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-08T13:48:18.424891+00:00",
+  "generatedAt": "2026-10-08T13:51:45.268545+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -349,7 +349,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-08T11:49:34.596249+00:00"
+      "updatedAt": "2026-10-08T13:51:45.268545+00:00"
     },
     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-06T12:56:34+00:00|Iluvatar_bi-150": {
       "taskTypes": [
@@ -1320,14 +1320,6 @@
       ],
       "updatedAt": "2026-10-08T13:48:18.424891+00:00"
     },
-    "https://modelscope.cn/models/IFM/LoopedLM-P2-d4-s|2026-10-06T14:30:37+00:00|Cambricon_mlu-370-x8": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-08T11:49:34.593272+00:00"
-    },
     "https://modelscope.cn/models/IFM/LoopedLM-P2-d4-s|2026-10-06T14:30:37+00:00|Iluvatar_bi-150": {
       "taskTypes": [
         "asr",
@@ -1341,15 +1333,6 @@
       ],
       "updatedAt": "2026-10-08T13:45:42.758926+00:00"
     },
-    "https://modelscope.cn/models/IFM/LoopedLM-P2-d4-s|2026-10-06T14:30:37+00:00|Iluvatar_mrv-100": {
-      "taskTypes": [
-        "asr",
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-08T11:49:34.676663+00:00"
-    },
     "https://modelscope.cn/models/IFM/LoopedLM-P2-d4-s|2026-10-06T14:30:37+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
@@ -2121,6 +2104,14 @@
       ],
       "updatedAt": "2026-10-08T13:48:18.426087+00:00"
     },
+    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-s-huginn-linear|2026-10-06T14:20:31+00:00|Cambricon_mlu-370-x8": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-08T13:51:45.025570+00:00"
+    },
     "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-s-huginn-linear|2026-10-06T14:20:31+00:00|Iluvatar_bi-150": {
       "taskTypes": [
         "asr",
@@ -2380,13 +2371,19 @@
       ],
       "updatedAt": "2026-10-08T13:31:48.841595+00:00"
     },
+    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-s-parcae|2026-10-06T14:28:15+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-08T13:51:45.024466+00:00"
+    },
     "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-s-parcae|2026-10-06T14:28:15+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
         "text-generation",
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-08T11:49:34.592514+00:00"
+      "updatedAt": "2026-10-08T13:51:45.158964+00:00"
     },
     "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-s-parcae|2026-10-06T14:28:15+00:00|Iluvatar_bi-150": {
       "taskTypes": [
@@ -6964,6 +6961,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-08T13:48:18.165020+00:00",
+  "taskTreeUpdatedAt": "2026-10-08T13:51:44.775133+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/outcome_checkpoint.json b/.modelhub_state/outcome_checkpoint.json
index 2cf6b12b1a..c386a7e768 100644
--- a/.modelhub_state/outcome_checkpoint.json
+++ b/.modelhub_state/outcome_checkpoint.json
@@ -1,6 +1,6 @@
 {
-  "generatedAt": "2026-10-08T12:56:54.015158+00:00",
-  "lastSyncTime": "2026-10-08T12:56:53.956736+00:00",
+  "generatedAt": "2026-10-08T13:49:20.816400+00:00",
+  "lastSyncTime": "2026-10-08T13:49:20.758865+00:00",
   "recentLimit": 300,
   "report": {
     "architectureCompatibilityBlocks": {
@@ -759,7 +759,7 @@
       "cambricon_mlu-370-x4|vllm-mlu|text-generation|model_type:mini_k3": {
         "architectureSignature": "model_type:mini_k3",
         "architectures": [],
-        "evidenceCount": 4,
+        "evidenceCount": 2,
         "expiresAt": "2026-10-21T23:42:59.367573+00:00",
         "framework": "vllm-mlu",
         "latestFailureAt": "2026-09-21T23:42:59.367573+00:00",
@@ -768,15 +768,11 @@
         "modelType": "mini_k3",
         "sourceModelIds": [
           "nkkbr/Mini-K3-1H-decay-g1-v2_B",
-          "nkkbr/Mini-K3-1H-attnres-standard-v1_B",
-          "nkkbr/Mini-K3-1H-decay-g16-v2_B",
-          "nkkbr/Mini-K3-1H-attnres-block6-v1_C"
+          "nkkbr/Mini-K3-1H-attnres-standard-v1_B"
         ],
         "sourceTaskIds": [
           "5009080",
-          "5009079",
-          "5007793",
-          "5007665"
+          "5009079"
         ],
         "targetGpu": "Cambricon_mlu-370-x4",
         "taskType": "text-generation"
@@ -1931,7 +1927,7 @@
       "iluvatar_mrv-100|vllm|text-generation|model_type:mini_k3": {
         "architectureSignature": "model_type:mini_k3",
         "architectures": [],
-        "evidenceCount": 4,
+        "evidenceCount": 3,
         "expiresAt": "2026-10-22T00:12:27.760772+00:00",
         "framework": "vllm",
         "latestFailureAt": "2026-09-22T00:12:27.760772+00:00",
@@ -1941,14 +1937,12 @@
         "sourceModelIds": [
           "nkkbr/Mini-K3-1H-attnres-standard-v1_B",
           "nkkbr/Mini-K3-1H-decay-g2-v2_C",
-          "nkkbr/Mini-K3-1H-decay-g16-v2_B",
-          "nkkbr/Mini-K3-1H-attnres-block6-v1_C"
+          "nkkbr/Mini-K3-1H-decay-g16-v2_B"
         ],
         "sourceTaskIds": [
           "5009428",
           "5009242",
-          "5009101",
-          "5007313"
+          "5009101"
         ],
         "targetGpu": "Iluvatar_mrv-100",
         "taskType": "text-generation"
@@ -2392,7 +2386,7 @@
       "metax_c-500|vllm|text-generation|model_type:mini_k3": {
         "architectureSignature": "model_type:mini_k3",
         "architectures": [],
-        "evidenceCount": 7,
+        "evidenceCount": 4,
         "expiresAt": "2026-10-22T02:29:17.944417+00:00",
         "framework": "vllm",
         "latestFailureAt": "2026-09-22T02:29:17.944417+00:00",
@@ -2403,15 +2397,13 @@
           "nkkbr/Mini-K3-1H-decay-g1-v2_B",
           "nkkbr/Mini-K3-1H-mamba2-n64-g8-v1_C",
           "nkkbr/Mini-K3-1H-mamba2-n128-g8-v1_B",
-          "nkkbr/Mini-K3-1H-attnres-standard-v1_B",
-          "nkkbr/Mini-K3-1H-decay-g2-v2_C"
+          "nkkbr/Mini-K3-1H-attnres-standard-v1_B"
         ],
         "sourceTaskIds": [
           "5011010",
           "5009394",
           "5009165",
-          "5008520",
-          "5007393"
+          "5008520"
         ],
         "targetGpu": "MetaX_c-500",
         "taskType": "text-generation"
@@ -2899,29 +2891,10 @@
         ],
         "targetGpu": "Vastai_va16",
         "taskType": "text-generation"
-      },
-      "vastai_va16|vllm|text-generation|model_type:zaya": {
-        "architectureSignature": "model_type:zaya",
-        "architectures": [],
-        "evidenceCount": 1,
-        "expiresAt": "2026-10-08T13:31:21+00:00",
-        "framework": "vllm",
-        "latestFailureAt": "2026-09-08T13:31:21+00:00",
-        "latestSuccessfulAt": null,
-        "matchType": "model_type",
-        "modelType": "zaya",
-        "sourceModelIds": [
-          "JANGQ-AI/Osaurus-AppleScript-8B-JANG_6M"
-        ],
-        "sourceTaskIds": [
-          "4080030"
-        ],
-        "targetGpu": "Vastai_va16",
-        "taskType": "text-generation"
       }
     },
     "architectureCompatibilitySummary": {
-      "activeBlockCount": 145,
+      "activeBlockCount": 144,
       "byGpuFramework": {
         "Ascend_910-b3|vllm": 9,
         "Ascend_910-b3|vllm_tokenizer_patch": 8,
@@ -2946,7 +2919,7 @@
         "Mthreads_s4000|vllm": 7,
         "Sunrise_pt-200-x1|vllm": 2,
         "Sunrise_pt-200-x1|vllm_fix_tokenizer": 4,
-        "Vastai_va16|vllm": 8,
+        "Vastai_va16|vllm": 7,
         "Vastai_va16|vllm_fix_tokenizer": 3,
         "hygon_k100-ai|vllm": 8,
         "hygon_k100-ai|vllm-patch-tokenizer": 5
@@ -3415,22 +3388,22 @@
           "platform_infrastructure": 15,
           "repository_structure": 84,
           "tokenizer_compatibility": 34,
-          "参数/模板问题": 281,
+          "参数/模板问题": 298,
           "日志缺失": 13,
           "验证失败": 39
         },
-        "failureCount": 1457,
-        "failureRate": 0.9573,
+        "failureCount": 1474,
+        "failureRate": 0.9578,
         "framework": "unknown",
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 15,
         "successCount": 65,
-        "successRate": 0.0427,
+        "successRate": 0.0422,
         "targetGpu": "Cambricon_mlu-370-x4",
         "taskType": "text-generation",
-        "total": 1522,
-        "unresolvedFailureCount": 747
+        "total": 1539,
+        "unresolvedFailureCount": 764
       },
       "Cambricon_mlu-370-x4|unknown|unknown": {
         "attributableFailureCount": 2,
@@ -5632,19 +5605,19 @@
           "repository_structure": 264,
           "runtime_memory": 3,
           "tokenizer_compatibility": 158,
-          "参数/模板问题": 3161,
+          "参数/模板问题": 3178,
           "日志缺失": 719,
           "验证失败": 673
         },
-        "failureCount": 8423,
-        "failureRate": 0.9119,
+        "failureCount": 8440,
+        "failureRate": 0.912,
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 42,
         "successCount": 814,
-        "successRate": 0.0881,
-        "total": 9237,
-        "unresolvedFailureCount": 6521
+        "successRate": 0.088,
+        "total": 9254,
+        "unresolvedFailureCount": 6538
       },
       "vllm": {
         "attributableFailureCount": 3685,
@@ -5824,7 +5797,7 @@
         "unresolvedFailureCount": 304
       }
     },
-    "generatedAt": "2026-10-08T12:56:54.000765+00:00",
+    "generatedAt": "2026-10-08T13:49:20.802999+00:00",
     "gpuSummaries": {
       "Ascend_910-b3": {
         "attributableFailureCount": 124,
@@ -5926,19 +5899,19 @@
           "platform_infrastructure": 16,
           "repository_structure": 85,
           "tokenizer_compatibility": 35,
-          "参数/模板问题": 288,
+          "参数/模板问题": 305,
           "日志缺失": 13,
           "验证失败": 42
         },
-        "failureCount": 1636,
-        "failureRate": 0.9567,
+        "failureCount": 1653,
+        "failureRate": 0.9572,
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 16,
         "successCount": 74,
-        "successRate": 0.0433,
-        "total": 1710,
-        "unresolvedFailureCount": 857
+        "successRate": 0.0428,
+        "total": 1727,
+        "unresolvedFailureCount": 874
       },
       "Cambricon_mlu-370-x8": {
         "attributableFailureCount": 70,
@@ -25910,9 +25883,9 @@
         "decisionTotal": 0,
         "failureBreakdown": {
           "ambiguous_runtime": 1,
-          "参数/模板问题": 14
+          "参数/模板问题": 13
         },
-        "failureCount": 15,
+        "failureCount": 14,
         "failureRate": 1.0,
         "framework": "vllm_tokenizer_patch",
         "lastPlatformFailureAt": null,
@@ -25924,8 +25897,8 @@
         "successRate": 0.0,
         "targetGpu": "Ascend_910-b3",
         "taskType": "text-generation",
-        "total": 15,
-        "unresolvedFailureCount": 15
+        "total": 14,
+        "unresolvedFailureCount": 14
       },
       "Ascend_910-b4|vllm_tokenizer_patch|text-generation": {
         "attributableFailureCount": 0,
@@ -25961,9 +25934,9 @@
         "decisionSuccessRate": 0.0,
         "decisionTotal": 0,
         "failureBreakdown": {
-          "ambiguous_runtime": 13
+          "ambiguous_runtime": 5
         },
-        "failureCount": 13,
+        "failureCount": 5,
         "failureRate": 1.0,
         "framework": "vllm_fix_tokenizer",
         "lastPlatformFailureAt": null,
@@ -25975,8 +25948,33 @@
         "successRate": 0.0,
         "targetGpu": "Biren_166m",
         "taskType": "text-generation",
-        "total": 13,
-        "unresolvedFailureCount": 13
+        "total": 5,
+        "unresolvedFailureCount": 5
+      },
+      "Cambricon_mlu-370-x4|unknown|text-generation": {
+        "attributableFailureCount": 0,
+        "consecutiveFailures": 0,
+        "consecutivePlatformFailures": 0,
+        "decisionFailureRate": 0.0,
+        "decisionSuccessRate": 0.0,
+        "decisionTotal": 0,
+        "failureBreakdown": {
+          "参数/模板问题": 17
+        },
+        "failureCount": 17,
+        "failureRate": 1.0,
+        "framework": "unknown",
+        "lastPlatformFailureAt": null,
+        "lastTerminalAt": "2026-10-08T13:49:20.758722+00:00",
+        "pendingCount": 0,
+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "Cambricon_mlu-370-x4",
+        "taskType": "text-generation",
+        "total": 17,
+        "unresolvedFailureCount": 17
       },
       "Cambricon_mlu-370-x4|vllm-customized|text-generation": {
         "attributableFailureCount": 1,
@@ -26004,17 +26002,17 @@
         "unresolvedFailureCount": 0
       },
       "Cambricon_mlu-370-x4|vllm-mlu|text-generation": {
-        "attributableFailureCount": 4,
-        "consecutiveFailures": 4,
+        "attributableFailureCount": 2,
+        "consecutiveFailures": 2,
         "consecutivePlatformFailures": 0,
         "decisionFailureRate": 1.0,
         "decisionSuccessRate": 0.0,
-        "decisionTotal": 4,
+        "decisionTotal": 2,
         "failureBreakdown": {
-          "framework_architecture_unsupported": 4,
+          "framework_architecture_unsupported": 2,
           "参数/模板问题": 2
         },
-        "failureCount": 6,
+        "failureCount": 4,
         "failureRate": 1.0,
         "framework": "vllm-mlu",
         "lastPlatformFailureAt": null,
@@ -26026,7 +26024,7 @@
         "successRate": 0.0,
         "targetGpu": "Cambricon_mlu-370-x4",
         "taskType": "text-generation",
-        "total": 6,
+        "total": 4,
         "unresolvedFailureCount": 2
       },
       "Cambricon_mlu-370-x4|vllm|text-generation": {
@@ -26243,9 +26241,9 @@
         "decisionSuccessRate": 0.0,
         "decisionTotal": 0,
         "failureBreakdown": {
-          "ambiguous_runtime": 2
+          "ambiguous_runtime": 1
         },
-        "failureCount": 2,
+        "failureCount": 1,
         "failureRate": 1.0,
         "framework": "vllm_fix_tokenizer",
         "lastPlatformFailureAt": null,
@@ -26257,8 +26255,8 @@
         "successRate": 0.0,
         "targetGpu": "Kunlunxin_p-800",
         "taskType": "text-generation",
-        "total": 2,
-        "unresolvedFailureCount": 2
+        "total": 1,
+        "unresolvedFailureCount": 1
       },
       "Kunlunxin_p-800|vllm_tokenizer_patch|text-generation": {
         "attributableFailureCount": 1,
@@ -26338,16 +26336,16 @@
         "unresolvedFailureCount": 16
       },
       "MetaX_c-500|vllm|text-generation": {
-        "attributableFailureCount": 7,
-        "consecutiveFailures": 7,
+        "attributableFailureCount": 4,
+        "consecutiveFailures": 4,
         "consecutivePlatformFailures": 0,
         "decisionFailureRate": 1.0,
         "decisionSuccessRate": 0.0,
-        "decisionTotal": 7,
+        "decisionTotal": 4,
         "failureBreakdown": {
-          "framework_architecture_unsupported": 7
+          "framework_architecture_unsupported": 4
         },
-        "failureCount": 7,
+        "failureCount": 4,
         "failureRate": 1.0,
         "framework": "vllm",
         "lastPlatformFailureAt": null,
@@ -26359,7 +26357,7 @@
         "successRate": 0.0,
         "targetGpu": "MetaX_c-500",
         "taskType": "text-generation",
-        "total": 7,
+        "total": 4,
         "unresolvedFailureCount": 0
       },
       "Mthreads_s4000|vllm|text-generation": {
@@ -26674,9 +26672,9 @@
         "decisionSuccessRate": 0.0,
         "decisionTotal": 0,
         "failureBreakdown": {
-          "ambiguous_runtime": 11
+          "ambiguous_runtime": 3
         },
-        "failureCount": 11,
+        "failureCount": 3,
         "failureRate": 1.0,
         "framework": "vllm_fix_tokenizer",
         "lastTerminalAt": "2026-10-08T02:59:38.470312+00:00",
@@ -26689,8 +26687,8 @@
         "successRate": 0.0,
         "targetGpu": "Biren_166m",
         "taskType": "text-generation",
-        "total": 11,
-        "unresolvedFailureCount": 11
+        "total": 3,
+        "unresolvedFailureCount": 3
       },
       "Biren_166m|vllm_fix_tokenizer|text-generation|qwen3_5_moe|none": {
         "attributableFailureCount": 0,
@@ -26743,15 +26741,15 @@
         "unresolvedFailureCount": 0
       },
       "Cambricon_mlu-370-x4|vllm-mlu|text-generation|mini_k3|none": {
-        "attributableFailureCount": 4,
-        "consecutiveFailures": 4,
+        "attributableFailureCount": 2,
+        "consecutiveFailures": 2,
         "decisionFailureRate": 1.0,
         "decisionSuccessRate": 0.0,
-        "decisionTotal": 4,
+        "decisionTotal": 2,
         "failureBreakdown": {
-          "framework_architecture_unsupported": 4
+          "framework_architecture_unsupported": 2
         },
-        "failureCount": 4,
+        "failureCount": 2,
         "failureRate": 1.0,
         "framework": "vllm-mlu",
         "lastTerminalAt": "2026-10-08T12:47:48.047869+00:00",
@@ -26764,7 +26762,7 @@
         "successRate": 0.0,
         "targetGpu": "Cambricon_mlu-370-x4",
         "taskType": "text-generation",
-        "total": 4,
+        "total": 2,
         "unresolvedFailureCount": 0
       },
       "Cambricon_mlu-370-x4|vllm-mlu|text-generation|qwen3_5_moe|compressed-tensors": {
@@ -26968,15 +26966,15 @@
         "unresolvedFailureCount": 0
       },
       "Iluvatar_mrv-100|vllm|text-generation|mini_k3|none": {
-        "attributableFailureCount": 4,
-        "consecutiveFailures": 4,
+        "attributableFailureCount": 3,
+        "consecutiveFailures": 3,
         "decisionFailureRate": 1.0,
         "decisionSuccessRate": 0.0,
-        "decisionTotal": 4,
+        "decisionTotal": 3,
         "failureBreakdown": {
-          "framework_architecture_unsupported": 4
+          "framework_architecture_unsupported": 3
         },
-        "failureCount": 4,
+        "failureCount": 3,
         "failureRate": 1.0,
         "framework": "vllm",
         "lastTerminalAt": "2026-10-08T10:59:50.957679+00:00",
@@ -26989,7 +26987,7 @@
         "successRate": 0.0,
         "targetGpu": "Iluvatar_mrv-100",
         "taskType": "text-generation",
-        "total": 4,
+        "total": 3,
         "unresolvedFailureCount": 0
       },
       "Iluvatar_mrv-100|vllm|text-generation|qwen3_5_moe|compressed-tensors": {
@@ -27042,31 +27040,6 @@
         "total": 1,
         "unresolvedFailureCount": 1
       },
-      "Kunlunxin_p-800|vllm_fix_tokenizer|text-generation|mini_k3|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": "2026-10-08T10:43:36.768448+00:00",
-        "modelType": "mini_k3",
-        "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_tokenizer_patch|text-generation|lfm2|none": {
         "attributableFailureCount": 1,
         "consecutiveFailures": 1,
@@ -27193,15 +27166,15 @@
         "unresolvedFailureCount": 0
       },
       "MetaX_c-500|vllm|text-generation|mini_k3|none": {
-        "attributableFailureCount": 7,
-        "consecutiveFailures": 7,
+        "attributableFailureCount": 4,
+        "consecutiveFailures": 4,
         "decisionFailureRate": 1.0,
         "decisionSuccessRate": 0.0,
-        "decisionTotal": 7,
+        "decisionTotal": 4,
         "failureBreakdown": {
-          "framework_architecture_unsupported": 7
+          "framework_architecture_unsupported": 4
         },
-        "failureCount": 7,
+        "failureCount": 4,
         "failureRate": 1.0,
         "framework": "vllm",
         "lastTerminalAt": "2026-10-08T03:44:24.154872+00:00",
@@ -27214,7 +27187,7 @@
         "successRate": 0.0,
         "targetGpu": "MetaX_c-500",
         "taskType": "text-generation",
-        "total": 7,
+        "total": 4,
         "unresolvedFailureCount": 0
       },
       "Mthreads_s4000|vllm|text-generation|qwen3_5_text|none": {
@@ -57225,8 +57198,8 @@
         "unresolvedFailureCount": 0
       }
     },
-    "terminalRecords": 17686,
-    "totalRecords": 18173,
+    "terminalRecords": 17703,
+    "totalRecords": 18190,
     "totals": {
       "attributableFailureCount": 6296,
       "decisionFailureRate": 0.8654,
@@ -57245,19 +57218,19 @@
         "repository_structure": 742,
         "runtime_memory": 101,
         "tokenizer_compatibility": 690,
-        "参数/模板问题": 3462,
+        "参数/模板问题": 3479,
         "日志缺失": 719,
         "验证失败": 676
       },
-      "failureCount": 16707,
-      "failureRate": 0.9446,
+      "failureCount": 16724,
+      "failureRate": 0.9447,
       "pendingCount": 0,
       "pendingRate": 0.0,
       "platformFailureCount": 955,
       "successCount": 979,
-      "successRate": 0.0554,
-      "total": 17686,
-      "unresolvedFailureCount": 9456
+      "successRate": 0.0553,
+      "total": 17703,
+      "unresolvedFailureCount": 9473
     },
     "warnings": [
       "GPU Kunlunxin_p-800 本地统计失败率偏高（≥50%），建议重点关注。",
@@ -57266,13 +57239,13 @@
       "GPU Iluvatar_bi-150 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 Sunrise_pt-200-x1 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 hygon_k100-ai 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 Ascend_910-b4 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 Cambricon_mlu-370-x4 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 Vastai_va16 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 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。",
@@ -57319,6 +57292,6 @@
     ]
   },
   "storageMode": "decision_state_only",
-  "summarizedRecords": 18173,
+  "summarizedRecords": 18190,
   "version": 1
 }
diff --git a/.modelhub_state/recent_outcomes.jsonl b/.modelhub_state/recent_outcomes.jsonl
index 7331a33919..e3d4ed1337 100644
--- a/.modelhub_state/recent_outcomes.jsonl
+++ b/.modelhub_state/recent_outcomes.jsonl
@@ -1,3 +1,20 @@
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758722+00:00", "modelId": "nkkbr/Mini-K3-1H-decay-g2-v2_C", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:26+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5007911", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758789+00:00", "modelId": "nkkbr/Mini-K3-1H-attn-2kda-2mla-nope-v2", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:24+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5019440", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758798+00:00", "modelId": "nkkbr/Mini-K3-1H-kda-kernel-1-v2", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:24+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5023122", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758808+00:00", "modelId": "nkkbr/Mini-K3-1H-kda-kernel-2-v2", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:24+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5023398", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758734+00:00", "modelId": "nkkbr/Mini-K3-1H-kda-kernel-64-v2", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:22+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5008858", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758744+00:00", "modelId": "nkkbr/Mini-K3-1H-decay-g32-v2_C", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:22+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5009078", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758819+00:00", "modelId": "nkkbr/Mini-K3-1H-decay-g4-v2_B", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:21+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5010805", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758677+00:00", "modelId": "nkkbr/Mini-K3-1H-decay-g8-v2_C", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:18+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5010129", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758828+00:00", "modelId": "nkkbr/Mini-K3-1H-decay-g64-v2_B", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:17+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5009753", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758837+00:00", "modelId": "nkkbr/Mini-K3-1H-kda-kernel-16-v2", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:17+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5023399", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758767+00:00", "modelId": "nkkbr/Mini-K3-1H-attn-1kda-3mla-nope-v2", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:15+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5020241", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758778+00:00", "modelId": "nkkbr/Mini-K3-1H-mamba2-n128-g8-v1_B", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:15+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5008981", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758847+00:00", "modelId": "nkkbr/Mini-K3-1H-attnres-block2-v1_B", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:14+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5009077", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758857+00:00", "modelId": "nkkbr/Mini-K3-1H-kda-kernel-8-v2_D", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:14+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5009752", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758865+00:00", "modelId": "nkkbr/Mini-K3-1H-mamba2-n64-g4-v1_B", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:14+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5010804", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758707+00:00", "modelId": "nkkbr/Mini-K3-1H-kda-kernel-32-v2_D", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:09+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5009164", "taskType": "text-generation", "verifyResult": null}
+{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T13:49:20.758756+00:00", "modelId": "nkkbr/Mini-K3-1H-mamba2-n64-g8-v1_C", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T13:45:08+00:00", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5008980", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T12:56:53.956596+00:00", "modelId": "nkkbr/Mini-K3-1H-kda-kernel-32-v2_D", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T12:48:42+00:00", "targetGpu": "Vastai_va16", "taskId": "5011565", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T12:56:53.956608+00:00", "modelId": "nkkbr/Mini-K3-1H-llama-gqa-block4-v1", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T12:48:42+00:00", "targetGpu": "Vastai_va16", "taskId": "5087159", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-08T12:56:53.956619+00:00", "modelId": "nkkbr/Mini-K3-1H-mamba2-n64-g8-v1_C", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-08T12:48:41+00:00", "targetGpu": "Vastai_va16", "taskId": "5009581", "taskType": "text-generation", "verifyResult": null}
@@ -281,20 +298,3 @@
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diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index e3c906ccaa..984ffe3fc8 100644
--- a/.modelhub_state/recovery_intents.jsonl
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diff --git a/manifest.json b/manifest.json
index 36fca6722f..2cec536d6d 100644
--- a/manifest.json
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