diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 4d33ff93d..a0a7a7b0a 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -1741,7 +1741,7 @@
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index 05e475ddf..edd3e2103 100644
--- a/.modelhub_state/architecture_history_backfill.json
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@@ -51,7 +51,7 @@
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index b82fdbb91..4c288737b 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index e6c270b4a..9b0eda9c9 100644
--- a/.modelhub_state/official_capabilities.json
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diff --git a/.modelhub_state/outcome_checkpoint.json b/.modelhub_state/outcome_checkpoint.json
index 2e2cab133..c493dc282 100644
--- a/.modelhub_state/outcome_checkpoint.json
+++ b/.modelhub_state/outcome_checkpoint.json
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@@ -7632,6 +7655,30 @@
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@@ -12242,15 +12289,15 @@
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@@ -12260,11 +12307,11 @@
       "GPU Biren_166m 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 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 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 Ascend_910-b3 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 Vastai_va16 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。",
       "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 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 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。",
@@ -12289,6 +12336,6 @@
     ]
   },
   "storageMode": "decision_state_only",
-  "summarizedRecords": 2210,
+  "summarizedRecords": 2211,
   "version": 1
 }
diff --git a/.modelhub_state/recovery_active_tasks.jsonl b/.modelhub_state/recovery_active_tasks.jsonl
index b07072d30..d90454d0a 100644
--- a/.modelhub_state/recovery_active_tasks.jsonl
+++ b/.modelhub_state/recovery_active_tasks.jsonl
@@ -1,3 +1,67 @@
+{"accountKey": "c5217a5fe9b938618a85", "configFingerprint": "71d6e16091ba0289f01acffc8e39bb8c25703488dc49b9e390e08951fe1f2b33", "framework": "vllm", "gpuType": "Iluvatar_mrv-100", "modelId": "ornith-ai/Ornith-1.5-9B-MLX-6bit", "modelTaskLevel": "文本生成", "modelTaskLevelId": "23", "status": "waiting", "taskId": "4896984", "updateTime": "2026-09-16 23:39:18"}
+{"accountKey": "c5217a5fe9b938618a85", "configFingerprint": "1566bbd6c69427ad32f7f86aeba4e39850a1a7af5c6f4ef3c9ca82f0e882f3c5", "framework": "vllm-mlu", "gpuType": "Cambricon_mlu-370-x8", "modelId": "hcnote/SparkMuse-4B", "modelTaskLevel": "文本生成", "modelTaskLevelId": "23", "status": "waiting", "taskId": "4881079", "updateTime": "2026-09-16 06:23:09"}
+{"accountKey": "c5217a5fe9b938618a85", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "framework": "vllm_fix_tokenizer", "gpuType": "Biren_166m", "modelId": "mlx-community/XYZ-Aquila-mini-OptiQ-4bit-REAP-18B", "modelTaskLevel": "文本生成", "modelTaskLevelId": "23", "status": "waiting", "taskId": "4870861", "updateTime": "2026-09-15 18:13:13"}
+{"accountKey": "c5217a5fe9b938618a85", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "framework": "vllm_fix_tokenizer", "gpuType": "Kunlunxin_p-800", "modelId": "mlx-community/Ornith-1.0-35B-OptiQ-4bit-REAP-19B", "modelTaskLevel": "文本生成", "modelTaskLevelId": "23", "status": "waiting", "taskId": "4866582", "updateTime": "2026-09-15 12:41:03"}
+{"accountKey": "c5217a5fe9b938618a85", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "framework": "vllm_tokenizer_patch", "gpuType": "Ascend_910-b3", "modelId": "mlx-community/XYZ-Aquila-mini-OptiQ-4bit-REAP-18B", "modelTaskLevel": "文本生成", "modelTaskLevelId": "23", "status": "waiting", "taskId": "4857814", "updateTime": "2026-09-15 05:47:24"}
+{"accountKey": "c5217a5fe9b938618a85", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "framework": "vllm_tokenizer_patch", "gpuType": "Ascend_910-b3", "modelId": "hcnote/SparkMuse-4B", "modelTaskLevel": "文本生成", "modelTaskLevelId": "23", "status": "waiting", "taskId": "4857211", "updateTime": "2026-09-15 05:00:05"}
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+{"accountKey": "c5217a5fe9b938618a85", "configFingerprint": "0d5bc82787a89d4313672808d1a8629a1fc675c91aa6a08865f770aa24447fbc", "framework": "vllm-patch-tokenizer", "gpuType": "hygon_k100-ai", "modelId": "yujianboisme/qwen2.5-1.5b-darkhorse-code-fine-tuning", "modelTaskLevel": "文本生成", "modelTaskLevelId": "23", "status": "waiting", "taskId": "4854015", "updateTime": "2026-09-15 01:10:20"}
+{"accountKey": "c5217a5fe9b938618a85", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "framework": "vllm-mlu", "gpuType": "Cambricon_mlu-370-x4", "modelId": "mlx-community/Agents-A1-OptiQ-4bit-REAP-19B", "modelTaskLevel": "文本生成", "modelTaskLevelId": "23", "status": "waiting", "taskId": "4847129", "updateTime": "2026-09-14 17:49:24"}
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diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index fdde9d576..124507cc5 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -1,4 +1,4 @@
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@@ -11,13 +11,13 @@
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@@ -33,7 +33,7 @@
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@@ -446,407 +446,407 @@
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diff --git a/ledger/submissions.jsonl b/ledger/submissions.jsonl
index 3418f56d7..cd51c3d76 100644
--- a/ledger/submissions.jsonl
+++ b/ledger/submissions.jsonl
@@ -208,10 +208,8 @@
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diff --git a/manifest.json b/manifest.json
index b7efc2e46..045e8fe19 100644
--- a/manifest.json
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diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index 630f86c60..f4cd46c58 100644
--- a/outcomes/submissions.jsonl
+++ b/outcomes/submissions.jsonl
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