diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 3963ffa2e8..d67b52876f 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -1740,7 +1740,7 @@
       "architectures": [
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       "framework": "vllm_tokenizer_patch",
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@@ -1748,12 +1748,10 @@
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+        "XHToken/Spark-X2.5-1.7B"
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@@ -2671,7 +2669,7 @@
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 5b57b02372..e341d476cb 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
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@@ -434,121 +434,121 @@
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@@ -557,125 +557,125 @@
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@@ -686,15 +686,15 @@
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@@ -702,52 +702,52 @@
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 5808d9546a..aefdb2e20f 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
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@@ -56,7 +56,7 @@
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@@ -150,113 +150,6 @@
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+    "https://modelscope.cn/models/solidrust/Llama-3-8B-Instruct-DPO-v0.1-AWQ|2026-09-20T14:21:01+00:00|Ascend_910-b4": {
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+    },
+    "https://modelscope.cn/models/solidrust/Llama-3-8B-Instruct-v0.4-AWQ|2026-09-20T14:38:08+00:00|Ascend_910-b3": {
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+    },
+    "https://modelscope.cn/models/solidrust/Llama-3-8B-Instruct-v0.5-AWQ|2026-09-20T14:29:29+00:00|Ascend_910-b3": {
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+      "updatedAt": "2026-09-21T12:59:07.572524+00:00"
+    },
+    "https://modelscope.cn/models/soyaakinohara/Spark-X2.5-4B-Heretic-jp-gguf|2026-09-18T14:23:00+00:00|Biren_166m": {
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+      "updatedAt": "2026-09-21T12:59:25.181201+00:00"
+    },
+    "https://modelscope.cn/models/soyaakinohara/Spark-X2.5-4B-Heretic-jp-gguf|2026-09-18T14:23:00+00:00|Iluvatar_mrv-100": {
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+      "updatedAt": "2026-09-21T12:59:22.885371+00:00"
+    },
+    "https://modelscope.cn/models/soyaakinohara/Spark-X2.5-4B-Heretic-jp-gguf|2026-09-18T14:23:00+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-09-21T12:59:25.209950+00:00"
+    },
+    "https://modelscope.cn/models/soyaakinohara/Spark-X2.5-4B-Heretic-jp-gguf|2026-09-18T14:23:00+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-09-21T12:59:25.146603+00:00"
+    },
+    "https://modelscope.cn/models/soyaakinohara/Spark-X2.5-4B-Heretic-jp-gguf|2026-09-18T14:23:00+00:00|Vastai_va16": {
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+      "updatedAt": "2026-09-21T12:59:25.237740+00:00"
     },
     "https://modelscope.cn/models/voconly/Qwen3-ASR-1.7B-gguf|2026-08-26T04:39:32+00:00|Biren_166m": {
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@@ -5855,11 +5803,100 @@
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     },
-    "https://modelscope.cn/models/ysqlian/YZH_Model|2026-08-29T05:55:46+00:00|hygon_k100-ai": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-09-21T12:59:22.893925+00:00"
+    },
+    "https://modelscope.cn/models/wufubaoa/Nlp_Polylm_Assistant_13B_Text_Generation-15B-GGUF|2026-09-19T02:53:32+00:00|Ascend_910-b4": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-09-21T12:59:23.015146+00:00"
+    },
+    "https://modelscope.cn/models/wufubaoa/Nlp_Polylm_Assistant_13B_Text_Generation-15B-GGUF|2026-09-19T02:53:32+00:00|Biren_166m": {
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         "text-generation"
       ],
-      "updatedAt": "2026-09-21T12:38:06.537262+00:00"
+      "updatedAt": "2026-09-21T12:59:24.011103+00:00"
+    },
+    "https://modelscope.cn/models/wufubaoa/Nlp_Polylm_Assistant_13B_Text_Generation-15B-GGUF|2026-09-19T02:53:32+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-09-21T12:59:23.060867+00:00"
+    },
+    "https://modelscope.cn/models/wufubaoa/Nlp_Polylm_Assistant_13B_Text_Generation-15B-GGUF|2026-09-19T02:53:32+00:00|Cambricon_mlu-370-x8": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-09-21T12:59:24.070319+00:00"
+    },
+    "https://modelscope.cn/models/wufubaoa/Nlp_Polylm_Assistant_13B_Text_Generation-15B-GGUF|2026-09-19T02:53:32+00:00|Iluvatar_bi-150": {
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+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-09-21T12:59:24.129703+00:00"
+    },
+    "https://modelscope.cn/models/wufubaoa/Nlp_Polylm_Assistant_13B_Text_Generation-15B-GGUF|2026-09-19T02:53:32+00:00|Iluvatar_mrv-100": {
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+      "updatedAt": "2026-09-21T12:59:22.968901+00:00"
+    },
+    "https://modelscope.cn/models/wufubaoa/Nlp_Polylm_Assistant_13B_Text_Generation-15B-GGUF|2026-09-19T02:53:32+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-09-21T12:59:24.039800+00:00"
+    },
+    "https://modelscope.cn/models/wufubaoa/Nlp_Polylm_Assistant_13B_Text_Generation-15B-GGUF|2026-09-19T02:53:32+00:00|MetaX_c-500": {
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+        "text-generation",
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+      "updatedAt": "2026-09-21T12:59:23.980323+00:00"
+    },
+    "https://modelscope.cn/models/wufubaoa/Nlp_Polylm_Assistant_13B_Text_Generation-15B-GGUF|2026-09-19T02:53:32+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-09-21T12:59:22.854684+00:00"
+    },
+    "https://modelscope.cn/models/wufubaoa/Nlp_Polylm_Assistant_13B_Text_Generation-15B-GGUF|2026-09-19T02:53:32+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-09-21T12:59:24.099704+00:00"
+    },
+    "https://modelscope.cn/models/wufubaoa/Nlp_Polylm_Assistant_13B_Text_Generation-15B-GGUF|2026-09-19T02:53:32+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-09-21T12:59:22.939579+00:00"
     },
     "https://modelscope.cn/models/z-lab/Qwen3.8-27B-DFlash2-GGUF|2026-08-25T14:22:45+00:00|Biren_166m": {
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@@ -5911,18 +5948,6 @@
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-    "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-YMQ-GGUF|2026-09-03T13:10:03+00:00|Kunlunxin_p-800": {
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-    "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-YMQ-MTP-GGUF|2026-09-03T05:26:28+00:00|Kunlunxin_p-800": {
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   "taskTree": [
@@ -6605,6 +6630,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-21T12:28:30.323747+00:00",
+  "taskTreeUpdatedAt": "2026-09-21T12:58:51.870277+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/outcome_checkpoint.json b/.modelhub_state/outcome_checkpoint.json
index 937af24575..a2694628ba 100644
--- a/.modelhub_state/outcome_checkpoint.json
+++ b/.modelhub_state/outcome_checkpoint.json
@@ -1,6 +1,6 @@
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-  "lastSyncTime": "2026-09-21T12:16:13.256748+00:00",
+  "generatedAt": "2026-09-21T12:58:51.737494+00:00",
+  "lastSyncTime": "2026-09-21T12:58:50.741637+00:00",
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@@ -1744,7 +1744,7 @@
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@@ -1752,12 +1752,10 @@
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+          "XHToken/Spark-X2.5-1.7B"
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@@ -4956,27 +4954,27 @@
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@@ -5184,9 +5182,10 @@
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@@ -5196,8 +5195,8 @@
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@@ -5441,29 +5440,29 @@
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@@ -5493,7 +5492,7 @@
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-    "generatedAt": "2026-09-21T12:16:13.314785+00:00",
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@@ -5555,7 +5554,7 @@
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@@ -5569,15 +5568,15 @@
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@@ -5849,14 +5848,14 @@
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@@ -5866,14 +5865,14 @@
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@@ -5893,19 +5892,19 @@
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@@ -7545,9 +7544,9 @@
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@@ -7559,8 +7558,8 @@
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@@ -7568,9 +7567,9 @@
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@@ -7582,8 +7581,8 @@
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@@ -7631,6 +7630,29 @@
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+      "Biren_166m|vllm_fix_tokenizer|text-generation|qwen3_5_moe|none": {
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@@ -7654,6 +7676,29 @@
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+        "failureBreakdown": {
+          "ambiguous_runtime": 1
+        },
+        "failureCount": 1,
+        "failureRate": 1.0,
+        "framework": "vllm_fix_tokenizer",
+        "loadSizeLog2Bucket": 35,
+        "modelType": "qwen3_5_moe",
+        "pendingCount": 0,
+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "quantizationMethod": "none",
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "Biren_166m",
+        "taskType": "text-generation",
+        "total": 1,
+        "unresolvedFailureCount": 1
+      },
       "Biren_166m|vllm_fix_tokenizer|text-generation|qwen3_5|none|33": {
         "attributableFailureCount": 0,
         "decisionFailureRate": 0.0,
@@ -22787,6 +22801,30 @@
         "total": 2,
         "unresolvedFailureCount": 2
       },
+      "Biren_166m|vllm_fix_tokenizer|text-generation|sophia_hybrid|none|31": {
+        "attributableFailureCount": 0,
+        "decisionFailureRate": 0.0,
+        "decisionSuccessRate": 0.0,
+        "decisionTotal": 0,
+        "failureBreakdown": {
+          "ambiguous_runtime": 1
+        },
+        "failureCount": 1,
+        "failureRate": 1.0,
+        "framework": "vllm_fix_tokenizer",
+        "loadSizeLog2Bucket": 31,
+        "modelType": "sophia_hybrid",
+        "pendingCount": 0,
+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "quantizationMethod": "none",
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "Biren_166m",
+        "taskType": "text-generation",
+        "total": 1,
+        "unresolvedFailureCount": 1
+      },
       "Biren_166m|vllm|text-generation|cohere2|none|32": {
         "attributableFailureCount": 0,
         "decisionFailureRate": 0.0,
@@ -33785,6 +33823,30 @@
         "total": 1,
         "unresolvedFailureCount": 0
       },
+      "Vastai_va16|vllm_fix_tokenizer|text-generation|qwen3_5_text|none|34": {
+        "attributableFailureCount": 1,
+        "decisionFailureRate": 1.0,
+        "decisionSuccessRate": 0.0,
+        "decisionTotal": 1,
+        "failureBreakdown": {
+          "framework_architecture_unsupported": 1
+        },
+        "failureCount": 1,
+        "failureRate": 1.0,
+        "framework": "vllm_fix_tokenizer",
+        "loadSizeLog2Bucket": 34,
+        "modelType": "qwen3_5_text",
+        "pendingCount": 0,
+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "quantizationMethod": "none",
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "Vastai_va16",
+        "taskType": "text-generation",
+        "total": 1,
+        "unresolvedFailureCount": 0
+      },
       "Vastai_va16|vllm_fix_tokenizer|text-generation|qwen3_5|exl3|33": {
         "attributableFailureCount": 1,
         "decisionFailureRate": 1.0,
@@ -34699,55 +34761,55 @@
         "unresolvedFailureCount": 0
       }
     },
-    "terminalRecords": 16265,
-    "totalRecords": 16449,
+    "terminalRecords": 16278,
+    "totalRecords": 16462,
     "totals": {
-      "attributableFailureCount": 5879,
-      "decisionFailureRate": 0.8616,
-      "decisionSuccessRate": 0.1384,
-      "decisionTotal": 6823,
+      "attributableFailureCount": 5880,
+      "decisionFailureRate": 0.8617,
+      "decisionSuccessRate": 0.1383,
+      "decisionTotal": 6824,
       "failureBreakdown": {
-        "ambiguous_runtime": 3939,
+        "ambiguous_runtime": 3948,
         "architecture_compatibility": 212,
         "attention_backend": 1,
         "backend_operator": 103,
         "context_length": 320,
-        "framework_architecture_unsupported": 2068,
+        "framework_architecture_unsupported": 2069,
         "memory_capacity": 1197,
         "model_load": 497,
         "platform_infrastructure": 925,
         "repository_structure": 736,
         "runtime_memory": 85,
         "tokenizer_compatibility": 660,
-        "参数/模板问题": 3185,
+        "参数/模板问题": 3188,
         "日志缺失": 719,
         "验证失败": 674
       },
-      "failureCount": 15321,
+      "failureCount": 15334,
       "failureRate": 0.942,
       "pendingCount": 0,
       "pendingRate": 0.0,
       "platformFailureCount": 925,
       "successCount": 944,
       "successRate": 0.058,
-      "total": 16265,
-      "unresolvedFailureCount": 8517
+      "total": 16278,
+      "unresolvedFailureCount": 8529
     },
     "warnings": [
       "GPU Iluvatar_mrv-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 Cambricon_mlu-370-x8 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 MetaX_c-500 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_bi-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 Ascend_910-b3 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 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 Cambricon_mlu-370-x8 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 Ascend_910-b4 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。",
       "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 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 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。",
@@ -34787,6 +34849,6 @@
     ]
   },
   "storageMode": "decision_state_only",
-  "summarizedRecords": 16449,
+  "summarizedRecords": 16462,
   "version": 1
 }
diff --git a/.modelhub_state/recent_outcomes.jsonl b/.modelhub_state/recent_outcomes.jsonl
index bce20780d8..bc34738f2a 100644
--- a/.modelhub_state/recent_outcomes.jsonl
+++ b/.modelhub_state/recent_outcomes.jsonl
@@ -77,8 +77,17 @@
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@@ -270,6 +279,7 @@
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diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 92a2fc4095..1bd1deae92 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -2104,6 +2104,7 @@
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diff --git a/manifest.json b/manifest.json
index 023c97f4a1..07ce9bdd7f 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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     "ledger/submissions.jsonl": "c20139912f124d981c5a9718a2cc91da53e26aa110d259de27609a8703977e54",
-    "outcomes/submissions.jsonl": "c48b3e2e9bda0f81e42566f2260d79f4e169d0f4ce0c5de2bb293cc129259f4e"
+    "outcomes/submissions.jsonl": "71436f16ff9fef8f8cf3f23aef75e93ce05d59e3de78fb84dd00d829a0e6a9aa"
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-  "generation": 11462,
-  "phase": "cycle",
+  "generation": 11463,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-21T12:58:48.028380+00:00",
+  "updatedAt": "2026-09-21T13:01:19.542527+00:00",
   "writerId": "8b35139af6674067a339a670222d4b67"
 }
diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index ed0a974821..0f434416b8 100644
--- a/outcomes/submissions.jsonl
+++ b/outcomes/submissions.jsonl
@@ -101,7 +101,6 @@
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