diff --git a/.modelhub_state/account_capacity.json b/.modelhub_state/account_capacity.json
index c36bc74b84..687f381fab 100644
--- a/.modelhub_state/account_capacity.json
+++ b/.modelhub_state/account_capacity.json
@@ -2,53 +2,53 @@
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diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index da82be5fe0..d2230f2e43 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -525,7 +525,7 @@
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index dfc541a7c9..478e375e49 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 17e8b04709..1ebb0a45fb 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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@@ -150,56 +150,54 @@
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         "visual-multi-modal"
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+    "https://modelscope.cn/models/Aleph-Alpha/Kolibri-1|2026-10-20T12:54:20+00:00|Iluvatar_bi-150": {
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         "text-generation",
         "text-to-image-generation",
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+        "vision_classification",
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+    "https://modelscope.cn/models/Aleph-Alpha/Kolibri-1|2026-10-20T12:54:20+00:00|Kunlunxin_p-800": {
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-    "https://modelscope.cn/models/0xSero/DeepSeek-V4.1-Flash-1017-EXL3-2.7bpw|2026-10-19T17:18:25+00:00|MetaX_c-500": {
+    "https://modelscope.cn/models/Aleph-Alpha/Kolibri-1|2026-10-20T12:54:20+00:00|MetaX_c-500": {
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-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-25T15:27:45+00:00|Ascend_910-b3": {
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@@ -259,12 +241,6 @@
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@@ -273,38 +249,6 @@
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-    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Cambricon_mlu-370-x4": {
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@@ -332,19 +276,6 @@
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@@ -353,30 +284,6 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Cambricon_mlu-370-x4": {
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-      "updatedAt": "2026-10-25T21:54:40.294025+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Iluvatar_bi-100": {
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-      "updatedAt": "2026-10-25T21:54:40.264648+00:00"
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     "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Iluvatar_bi-150": {
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@@ -404,28 +311,6 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-25T21:54:40.189925+00:00"
-    },
-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Cambricon_mlu-370-x4": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-25T21:54:39.066273+00:00"
-    },
-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Iluvatar_bi-100": {
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-      "updatedAt": "2026-10-25T21:54:38.994020+00:00"
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     "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Iluvatar_bi-150": {
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@@ -453,36 +338,6 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Cambricon_mlu-370-x4": {
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Iluvatar_bi-100": {
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Ascend_910-b3": {
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Ascend_910-b4": {
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Cambricon_mlu-370-x4": {
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-      "updatedAt": "2026-10-25T21:54:39.945082+00:00"
-    },
-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Iluvatar_bi-100": {
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-      "updatedAt": "2026-10-25T21:54:39.884033+00:00"
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     "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Iluvatar_bi-150": {
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@@ -575,19 +392,6 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Mthreads_s4000": {
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Vastai_va16": {
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     "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|hygon_k100-ai": {
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@@ -596,13 +400,131 @@
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-    "https://modelscope.cn/models/IFM/Jais-3-3.7B-FP8|2026-10-25T15:33:35+00:00|Iluvatar_bi-100": {
+    "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-25T21:52:35.246653+00:00"
+      "updatedAt": "2026-10-25T22:13:31.046280+00:00"
+    },
+    "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
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     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -5695,38 +6068,6 @@
       ],
       "updatedAt": "2026-10-25T22:02:45.276804+00:00"
     },
-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Ascend_910-b3": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:43.603594+00:00"
-    },
-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Ascend_910-b4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:43.676518+00:00"
-    },
-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Cambricon_mlu-370-x4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:43.832465+00:00"
-    },
-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Iluvatar_bi-100": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:43.721247+00:00"
-    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Iluvatar_bi-150": {
       "taskTypes": [
         "asr",
@@ -5754,19 +6095,6 @@
       ],
       "updatedAt": "2026-10-25T22:02:46.408577+00:00"
     },
-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Mthreads_s4000": {
-      "taskTypes": [
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:43.778641+00:00"
-    },
-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Vastai_va16": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-25T21:53:43.559402+00:00"
-    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -5775,38 +6103,6 @@
       ],
       "updatedAt": "2026-10-25T22:02:46.364793+00:00"
     },
-    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Ascend_910-b3": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:40.968497+00:00"
-    },
-    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Ascend_910-b4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:40.995535+00:00"
-    },
-    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Cambricon_mlu-370-x4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:41.084560+00:00"
-    },
-    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Iluvatar_bi-100": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:41.026794+00:00"
-    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Iluvatar_bi-150": {
       "taskTypes": [
         "asr",
@@ -5834,19 +6130,6 @@
       ],
       "updatedAt": "2026-10-25T22:02:46.224488+00:00"
     },
-    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Mthreads_s4000": {
-      "taskTypes": [
-        "text-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:41.054959+00:00"
-    },
-    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Vastai_va16": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-25T21:53:40.938427+00:00"
-    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -5855,14 +6138,6 @@
       ],
       "updatedAt": "2026-10-25T22:02:46.197295+00:00"
     },
-    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Ascend_910-b3": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:21.690624+00:00"
-    },
     "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Ascend_910-b4": {
       "taskTypes": [
         "text-generation",
@@ -5871,22 +6146,6 @@
       ],
       "updatedAt": "2026-10-25T21:59:22.662335+00:00"
     },
-    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Cambricon_mlu-370-x4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:21.762155+00:00"
-    },
-    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Iluvatar_bi-100": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:21.730404+00:00"
-    },
     "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Iluvatar_bi-150": {
       "taskTypes": [
         "asr",
@@ -5921,12 +6180,6 @@
       ],
       "updatedAt": "2026-10-25T21:59:22.716961+00:00"
     },
-    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Vastai_va16": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-25T21:53:21.609475+00:00"
-    },
     "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -5935,22 +6188,6 @@
       ],
       "updatedAt": "2026-10-25T22:02:45.426853+00:00"
     },
-    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-25T11:26:46+00:00|Cambricon_mlu-370-x4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:12.516943+00:00"
-    },
-    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-25T11:26:46+00:00|Iluvatar_bi-100": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:53:12.485727+00:00"
-    },
     "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-25T11:26:46+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
@@ -5966,14 +6203,6 @@
       ],
       "updatedAt": "2026-10-25T22:02:44.962819+00:00"
     },
-    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-25T18:47:22+00:00|Ascend_910-b3": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:52:35.185121+00:00"
-    },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-25T18:47:22+00:00|Ascend_910-b4": {
       "taskTypes": [
         "text-generation",
@@ -5982,22 +6211,6 @@
       ],
       "updatedAt": "2026-10-25T21:59:21.960451+00:00"
     },
-    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-25T18:47:22+00:00|Cambricon_mlu-370-x4": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:52:35.313935+00:00"
-    },
-    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-25T18:47:22+00:00|Iluvatar_bi-100": {
-      "taskTypes": [
-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
-      ],
-      "updatedAt": "2026-10-25T21:52:35.253029+00:00"
-    },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-25T18:47:22+00:00|Iluvatar_bi-150": {
       "taskTypes": [
         "asr",
@@ -6032,12 +6245,6 @@
       ],
       "updatedAt": "2026-10-25T21:59:22.013461+00:00"
     },
-    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-25T18:47:22+00:00|Vastai_va16": {
-      "taskTypes": [
-        "text-generation"
-      ],
-      "updatedAt": "2026-10-25T21:52:35.138314+00:00"
-    },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-25T18:47:22+00:00|hygon_k100-ai": {
       "taskTypes": [
         "text-generation",
@@ -6727,6 +6934,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T22:10:20.768243+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T22:12:32.045224+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/outcome_checkpoint.json b/.modelhub_state/outcome_checkpoint.json
index 205bf00ced..16a21a5261 100644
--- a/.modelhub_state/outcome_checkpoint.json
+++ b/.modelhub_state/outcome_checkpoint.json
@@ -1,6 +1,6 @@
 {
-  "generatedAt": "2026-10-25T22:04:33.498778+00:00",
-  "lastSyncTime": "2026-10-25T22:04:33.140633+00:00",
+  "generatedAt": "2026-10-25T22:11:59.707238+00:00",
+  "lastSyncTime": "2026-10-25T22:11:59.428035+00:00",
   "recentLimit": 300,
   "report": {
     "architectureCompatibilityBlocks": {
@@ -2385,14 +2385,14 @@
         "decisionSuccessRate": 0.0,
         "decisionTotal": 14,
         "failureBreakdown": {
-          "ambiguous_runtime": 2,
+          "ambiguous_runtime": 3,
           "backend_operator": 2,
           "context_length": 1,
           "framework_architecture_unsupported": 7,
           "model_load": 4,
           "参数/模板问题": 43
         },
-        "failureCount": 59,
+        "failureCount": 60,
         "failureRate": 1.0,
         "framework": "vllm_tokenizer_patch",
         "pendingCount": 0,
@@ -2402,8 +2402,8 @@
         "successRate": 0.0,
         "targetGpu": "MetaX_c-500",
         "taskType": "text-generation",
-        "total": 59,
-        "unresolvedFailureCount": 45
+        "total": 60,
+        "unresolvedFailureCount": 46
       },
       "MetaX_c-500|vllm|feature_emb": {
         "attributableFailureCount": 1,
@@ -3404,7 +3404,7 @@
         "decisionSuccessRate": 0.0524,
         "decisionTotal": 191,
         "failureBreakdown": {
-          "ambiguous_runtime": 221,
+          "ambiguous_runtime": 222,
           "backend_operator": 17,
           "context_length": 10,
           "framework_architecture_unsupported": 117,
@@ -3416,18 +3416,18 @@
           "tokenizer_compatibility": 2,
           "参数/模板问题": 140
         },
-        "failureCount": 545,
+        "failureCount": 546,
         "failureRate": 0.982,
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 3,
         "successCount": 10,
         "successRate": 0.018,
-        "total": 555,
-        "unresolvedFailureCount": 361
+        "total": 556,
+        "unresolvedFailureCount": 362
       }
     },
-    "generatedAt": "2026-10-25T22:04:33.484691+00:00",
+    "generatedAt": "2026-10-25T22:11:59.693065+00:00",
     "gpuSummaries": {
       "Ascend_910-b3": {
         "attributableFailureCount": 134,
@@ -3708,7 +3708,7 @@
         "decisionSuccessRate": 0.1756,
         "decisionTotal": 837,
         "failureBreakdown": {
-          "ambiguous_runtime": 309,
+          "ambiguous_runtime": 310,
           "architecture_compatibility": 21,
           "backend_operator": 45,
           "context_length": 60,
@@ -3723,15 +3723,15 @@
           "日志缺失": 15,
           "验证失败": 48
         },
-        "failureCount": 1527,
+        "failureCount": 1528,
         "failureRate": 0.9122,
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 5,
         "successCount": 147,
         "successRate": 0.0878,
-        "total": 1674,
-        "unresolvedFailureCount": 832
+        "total": 1675,
+        "unresolvedFailureCount": 833
       },
       "Mthreads_s4000": {
         "attributableFailureCount": 98,
@@ -20339,6 +20339,29 @@
         "total": 1,
         "unresolvedFailureCount": 0
       },
+      "MetaX_c-500|vllm_tokenizer_patch|text-generation|granite|none": {
+        "attributableFailureCount": 0,
+        "decisionFailureRate": 0.0,
+        "decisionSuccessRate": 0.0,
+        "decisionTotal": 0,
+        "failureBreakdown": {
+          "ambiguous_runtime": 1
+        },
+        "failureCount": 1,
+        "failureRate": 1.0,
+        "framework": "vllm_tokenizer_patch",
+        "modelType": "granite",
+        "pendingCount": 0,
+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "quantizationMethod": "none",
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "MetaX_c-500",
+        "taskType": "text-generation",
+        "total": 1,
+        "unresolvedFailureCount": 1
+      },
       "MetaX_c-500|vllm_tokenizer_patch|text-generation|k2_horizon|compressed-tensors": {
         "attributableFailureCount": 2,
         "decisionFailureRate": 1.0,
@@ -54459,6 +54482,30 @@
         "total": 1,
         "unresolvedFailureCount": 0
       },
+      "MetaX_c-500|vllm_tokenizer_patch|text-generation|granite|none|32": {
+        "attributableFailureCount": 0,
+        "decisionFailureRate": 0.0,
+        "decisionSuccessRate": 0.0,
+        "decisionTotal": 0,
+        "failureBreakdown": {
+          "ambiguous_runtime": 1
+        },
+        "failureCount": 1,
+        "failureRate": 1.0,
+        "framework": "vllm_tokenizer_patch",
+        "loadSizeLog2Bucket": 32,
+        "modelType": "granite",
+        "pendingCount": 0,
+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "quantizationMethod": "none",
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "MetaX_c-500",
+        "taskType": "text-generation",
+        "total": 1,
+        "unresolvedFailureCount": 1
+      },
       "MetaX_c-500|vllm_tokenizer_patch|text-generation|k2_horizon|compressed-tensors|32": {
         "attributableFailureCount": 2,
         "decisionFailureRate": 1.0,
@@ -63378,15 +63425,15 @@
         "unresolvedFailureCount": 0
       }
     },
-    "terminalRecords": 18099,
-    "totalRecords": 18643,
+    "terminalRecords": 18100,
+    "totalRecords": 18644,
     "totals": {
       "attributableFailureCount": 6388,
       "decisionFailureRate": 0.8663,
       "decisionSuccessRate": 0.1337,
       "decisionTotal": 7374,
       "failureBreakdown": {
-        "ambiguous_runtime": 4701,
+        "ambiguous_runtime": 4702,
         "architecture_compatibility": 212,
         "attention_backend": 3,
         "backend_operator": 137,
@@ -63402,20 +63449,21 @@
         "日志缺失": 719,
         "验证失败": 676
       },
-      "failureCount": 17113,
+      "failureCount": 17114,
       "failureRate": 0.9455,
       "pendingCount": 0,
       "pendingRate": 0.0,
       "platformFailureCount": 972,
       "successCount": 986,
       "successRate": 0.0545,
-      "total": 18099,
-      "unresolvedFailureCount": 9753
+      "total": 18100,
+      "unresolvedFailureCount": 9754
     },
     "warnings": [
-      "GPU Vastai_va16 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU Iluvatar_bi-100 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU Mthreads_s4000 本地统计失败率偏高（≥50%），建议重点关注。",
+      "GPU Iluvatar_bi-150 本地统计失败率偏高（≥50%），建议重点关注。",
+      "GPU Ascend_910-b3 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU Kunlunxin_p-800 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU hygon_k100-ai 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU Iluvatar_mrv-100 本地统计失败率偏高（≥50%），建议重点关注。",
@@ -63424,8 +63472,7 @@
       "GPU Sunrise_pt-200-x1 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU Cambricon_mlu-370-x4 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU MetaX_c-500 本地统计失败率偏高（≥50%），建议重点关注。",
-      "GPU Ascend_910-b3 本地统计失败率偏高（≥50%），建议重点关注。",
-      "GPU Iluvatar_bi-150 本地统计失败率偏高（≥50%），建议重点关注。",
+      "GPU Vastai_va16 本地统计失败率偏高（≥50%），建议重点关注。",
       "GPU Biren_166m 本地统计失败率偏高（≥50%），建议重点关注。",
       "组合 Iluvatar_bi-150|transformers|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
       "组合 Cambricon_mlu-370-x8|vllm-mlu|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
@@ -63473,6 +63520,6 @@
     ]
   },
   "storageMode": "decision_state_only",
-  "summarizedRecords": 18643,
+  "summarizedRecords": 18644,
   "version": 1
 }
diff --git a/.modelhub_state/queue_cleanup_latest.json b/.modelhub_state/queue_cleanup_latest.json
index ef26d74c6f..78ebd47c00 100644
--- a/.modelhub_state/queue_cleanup_latest.json
+++ b/.modelhub_state/queue_cleanup_latest.json
@@ -33,11 +33,21 @@
       "vllm",
       "vllm_tokenizer_patch"
     ],
+    "biren_166m|text-generation": [
+      "vllm",
+      "vllm_fix_tokenizer",
+      "vllm_tokenizer_patch"
+    ],
     "cambricon_mlu-370-x4|text-generation": [
       "vllm",
       "vllm-customized",
       "vllm-mlu"
     ],
+    "cambricon_mlu-370-x8|text-generation": [
+      "vllm",
+      "vllm-customized",
+      "vllm-mlu"
+    ],
     "hygon_k100-ai|text-generation": [
       "llamacpp",
       "vllm",
@@ -53,6 +63,15 @@
       "vllm_fix_tokenizer",
       "vllm_tokenizer_patch"
     ],
+    "iluvatar_mrv-100|text-generation": [
+      "transformers",
+      "vllm"
+    ],
+    "kunlunxin_p-800|text-generation": [
+      "vllm",
+      "vllm_fix_tokenizer",
+      "vllm_tokenizer_patch"
+    ],
     "metax_c-500|text-generation": [
       "vllm",
       "vllm_tokenizer_patch"
@@ -61,6 +80,15 @@
       "llamacpp",
       "vllm",
       "vllm_tokenizer_patch"
+    ],
+    "sunrise_pt-200-x1|text-generation": [
+      "sglang",
+      "vllm",
+      "vllm_fix_tokenizer"
+    ],
+    "vastai_va16|text-generation": [
+      "vllm",
+      "vllm_fix_tokenizer"
     ]
   },
   "architectureFrameworkCatalogErrors": {},
@@ -86,7 +114,7 @@
     "z-lab/Qwen3.8-27B-DFlash2-GGUF": "HttpJsonError: HTTP request failed for https://modelscope.cn/models/z-lab/Qwen3.8-27B-DFlash2-GGUF/resolve/master/config.json (status=404)"
   },
   "architectureModelConfigsComplete": 27,
-  "architectureOnly": true,
+  "architectureOnly": false,
   "architecturePolicySkipped": {
     "frameworkCatalogUnknown": 0,
     "frameworkContextUnknown": 32,
@@ -131,13 +159,15 @@
   "policyNoLongerAppliesTasks": [],
   "recentModelDays": 7,
   "recentModelReserveSlots": 5,
-  "repositorySizeErrors": {},
-  "repositorySizesComplete": 0,
+  "repositorySizeErrors": {
+    "huihui-ai/Huihui-CyberStrike-OffSec-35B-abliterated": "recursive_repository_size_incomplete"
+  },
+  "repositorySizesComplete": 360,
   "skipped": {
-    "fitsKnownCapacity": 0,
+    "fitsKnownCapacity": 1199,
     "gpuCapacityUnknown": 0,
-    "repositorySizeUnknown": 0
+    "repositorySizeUnknown": 1
   },
   "stopErrors": [],
-  "uniqueModels": 363
+  "uniqueModels": 361
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 5c3e1f5fda..26649a25bc 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3880,6 +3880,104 @@
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diff --git a/manifest.json b/manifest.json
index 235e5aa043..922f073789 100644
--- a/manifest.json
+++ b/manifest.json
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+    ".modelhub_state/outcome_checkpoint.json": "d0e63bf77829d505de257fe5deb00ff2cd9d8a98db92e26700a086c298c71065",
+    ".modelhub_state/queue_cleanup_latest.json": "e28c26157427a928ee747fd89a457485ab99701e42241159c4874e2f1c2f0aa7",
     ".modelhub_state/recent_outcomes.jsonl": "02b2d4db248c32e5d1c9b496faf7c6d82bf9100f0350d1dfb1cd2c1461078c10",
     ".modelhub_state/recovery_active_tasks.jsonl": "69b24941b7f2995a65660f410b7e5c2ce8fc889e730d5858218410f217e236c1",
-    ".modelhub_state/recovery_intents.jsonl": "dd97838f25628c34845749d98254199c77a0917a65a58c68b1e7cc1fb4d1f668",
+    ".modelhub_state/recovery_intents.jsonl": "f574f277fdd0e4d879235738bb891728cdfdcc0646f4bab3e4cd0259b74fd548",
     ".modelhub_state/routing_intelligence.json": "cc1ca4b31a1c4f1fda383b2c7470306ae2cb52374e82d3c6813ae4322ff75c41",
     ".modelhub_state/submission_exclusions.jsonl": "3db506f4d37bc78a9069d6022969e3718fa3eb1dad129907c99f63d5a7300ba1",
     ".modelhub_state/worker_crashes.jsonl": "0fc6c3913ba6a3ff00019bfaff56ce222acc4b192a4ed26e7f61a0bec8699b05",
     "ledger/submissions.jsonl": "362d86926e391c23cd361fd3ac6b8ebd02ddde090f45a8668de8c02a4505da59",
-    "outcomes/submissions.jsonl": "5f8040e4f2a76756f8dbeb958403221b513e7f2653c997192afb424207ed14c3"
+    "outcomes/submissions.jsonl": "fbaeacb72aa76bdc1d238edde6e9b050669a1e51c83e058451490d1648081e8d"
   },
-  "generation": 37216,
-  "phase": "cycle",
+  "generation": 37217,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T22:10:26.648548+00:00",
+  "updatedAt": "2026-10-25T22:13:43.114979+00:00",
   "writerId": "7ff73e6204284f23bc2b88b7c29d21d9"
 }
diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index 3a2f0637f6..893ed9ce05 100644
--- a/outcomes/submissions.jsonl
+++ b/outcomes/submissions.jsonl
@@ -294,7 +294,6 @@
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 {"failReason": null, "framework": "vllm_tokenizer_patch", "lastSyncTime": "2026-10-06T16:58:45.347912+00:00", "modelId": "mlx-community/Hemmingway-1-OptiQ-4bit", "modelProfile": {"architectures": ["Qwen3_5ForCausalLM"], "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 18966599842, "estimatedRequiredGiB": 21.22, "gpuMemoryEvidence": {"memoryGiB": 64.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 64.0, "maximumRepositorySizeGiB": 53.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "qwen3_5_text", "modelscopeFileSize": 18986905904, "modelscopeLicense": "apache-2.0", "modelscopeParams": null, "modelscopeTags": ["license:apache-2.0", "model_type:qwen3_5_text", "library:mlx", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:mlx", "custom_tag:quantized", "custom_tag:mixed-precision", "custom_tag:4bit", "custom_tag:8bit", "custom_tag:optiq", "custom_tag:apple-silicon", "custom_tag:text-generation", "custom_tag:qwen3.5", "custom_tag:writing"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 18986905904}, "outcome": "pending", "status": "waiting", "submitTime": "2026-10-06T08:52:25.748983+00:00", "targetGpu": "MetaX_c-500", "taskId": "5319954", "taskType": "text-generation", "verifyResult": null}
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