diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index b511627128..fcf4d726a7 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T15:09:49.148974+00:00",
+  "generatedAt": "2026-10-24T15:11:52.771406+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 7a0016c73a..e957a3f188 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T15:09:49.258007+00:00",
+  "generatedAt": "2026-10-24T15:11:52.858846+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 144f4f068d..49fa66cae5 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T15:09:49.258007+00:00",
+  "catalogUpdatedAt": "2026-10-24T15:11:52.858846+00:00",
   "configuredTaskTypes": [
     "text-generation"
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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   "errors": [],
-  "generatedAt": "2026-10-24T15:10:14.700774+00:00",
+  "generatedAt": "2026-10-24T15:12:01.634909+00:00",
   "gpuCatalog": {
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       "canVerify": true,
@@ -246,6 +246,28 @@
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       "updatedAt": "2026-10-24T15:09:58.492417+00:00"
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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": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:59.907092+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:59.868953+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:59.812941+00:00"
+    },
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@@ -274,7 +296,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T15:07:19.534588+00:00"
+      "updatedAt": "2026-10-24T15:12:00.138369+00:00"
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@@ -282,7 +304,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T15:07:19.497127+00:00"
+      "updatedAt": "2026-10-24T15:12:00.104964+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:12:00.051140+00:00"
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@@ -298,6 +326,28 @@
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       "updatedAt": "2026-10-24T15:09:58.777350+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:59.849605+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:59.812904+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:59.770252+00:00"
+    },
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@@ -320,6 +370,28 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:59.855925+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:59.813154+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:59.771223+00:00"
+    },
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@@ -348,7 +420,21 @@
         "text-to-image-generation",
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       ],
-      "updatedAt": "2026-10-24T15:07:19.472501+00:00"
+      "updatedAt": "2026-10-24T15:11:59.979827+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:59.950416+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:59.915024+00:00"
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@@ -482,6 +568,14 @@
       ],
       "updatedAt": "2026-10-24T15:09:52.109396+00:00"
     },
+    "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-24T07:25:05+00:00|Iluvatar_bi-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:57.988009+00:00"
+    },
     "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-24T07:25:05+00:00|Kunlunxin_p-800": {
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@@ -510,6 +604,28 @@
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       "updatedAt": "2026-10-24T15:09:53.373495+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.627459+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.588207+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.524768+00:00"
+    },
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@@ -532,6 +648,28 @@
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       "updatedAt": "2026-10-24T15:09:53.251491+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Cambricon_mlu-370-x4": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.636463+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.588302+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Kunlunxin_p-800": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.524724+00:00"
+    },
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@@ -554,6 +692,28 @@
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Cambricon_mlu-370-x4": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.518034+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.481422+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Kunlunxin_p-800": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.404021+00:00"
+    },
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@@ -576,6 +736,28 @@
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       "updatedAt": "2026-10-24T15:09:53.509545+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.682648+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.636943+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.587934+00:00"
+    },
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@@ -598,6 +780,28 @@
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       "updatedAt": "2026-10-24T15:09:50.551192+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.532753+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.499886+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.419332+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|MetaX_c-500": {
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@@ -620,6 +824,28 @@
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       "updatedAt": "2026-10-24T15:09:49.531786+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.383106+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.274785+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.157255+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|MetaX_c-500": {
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@@ -648,7 +874,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T15:07:26.480916+00:00"
+      "updatedAt": "2026-10-24T15:12:01.560291+00:00"
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     "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|Iluvatar_bi-100": {
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@@ -656,13 +882,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T15:07:26.445479+00:00"
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     "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|Kunlunxin_p-800": {
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-24T15:07:26.409042+00:00"
+      "updatedAt": "2026-10-24T15:12:01.376557+00:00"
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     "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|MetaX_c-500": {
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@@ -686,6 +912,28 @@
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       "updatedAt": "2026-10-24T15:09:53.519960+00:00"
     },
+    "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.740605+00:00"
+    },
+    "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.689367+00:00"
+    },
+    "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.636525+00:00"
+    },
     "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -708,6 +956,22 @@
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       "updatedAt": "2026-10-24T15:09:50.693246+00:00"
     },
+    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-Base|2026-10-24T12:07:57+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.554231+00:00"
+    },
+    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-Base|2026-10-24T12:07:57+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.499783+00:00"
+    },
     "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-Base|2026-10-24T12:07:57+00:00|Vastai_va16": {
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         "text-generation"
@@ -1190,6 +1454,28 @@
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       "updatedAt": "2026-10-24T15:09:54.282489+00:00"
     },
+    "https://modelscope.cn/models/ManniX-ITA/JackOD-9B-Coder-MTP-GGUF|2026-10-22T12:49:50+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
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+    },
+    "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Kunlunxin_p-800": {
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@@ -5314,12 +5204,28 @@
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+    "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX|2026-10-24T13:56:05+00:00|Iluvatar_bi-100": {
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+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.274839+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.155695+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
@@ -5356,6 +5284,28 @@
       ],
       "updatedAt": "2026-10-24T15:09:50.469612+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.482729+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.383519+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.274531+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
@@ -5378,6 +5328,28 @@
       ],
       "updatedAt": "2026-10-24T15:09:49.878762+00:00"
     },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.372968+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.274817+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:53.180967+00:00"
+    },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
@@ -5400,6 +5372,28 @@
       ],
       "updatedAt": "2026-10-24T15:09:54.057252+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": "2026-10-24T15:11:58.811211+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": "2026-10-24T15:11:58.768946+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.709767+00:00"
+    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
@@ -5422,6 +5416,28 @@
       ],
       "updatedAt": "2026-10-24T15:09:53.819150+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": "2026-10-24T15:11:58.804304+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": "2026-10-24T15:11:58.768973+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.708048+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|MetaX_c-500": {
       "taskTypes": [
         "feature_emb",
@@ -5436,6 +5452,22 @@
       ],
       "updatedAt": "2026-10-24T15:09:53.788137+00:00"
     },
+    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|Cambricon_mlu-370-x4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:58.021946+00:00"
+    },
+    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|Iluvatar_bi-100": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T15:11:57.988369+00:00"
+    },
     "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|Vastai_va16": {
       "taskTypes": [
         "text-generation"
@@ -6167,6 +6199,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T15:09:49.258007+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T15:11:52.858846+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/outcome_checkpoint.json b/.modelhub_state/outcome_checkpoint.json
index eb3ab36412..c4ebcb48d3 100644
--- a/.modelhub_state/outcome_checkpoint.json
+++ b/.modelhub_state/outcome_checkpoint.json
@@ -1,6 +1,6 @@
 {
-  "generatedAt": "2026-10-24T12:21:40.140507+00:00",
-  "lastSyncTime": "2026-10-24T12:21:40.061493+00:00",
+  "generatedAt": "2026-10-24T15:11:52.673232+00:00",
+  "lastSyncTime": "2026-10-24T15:11:52.365238+00:00",
   "recentLimit": 300,
   "report": {
     "architectureCompatibilityBlocks": {
@@ -2650,30 +2650,30 @@
         "unresolvedFailureCount": 296
       },
       "Sunrise_pt-200-x1|vllm_fix_tokenizer|text-generation": {
-        "attributableFailureCount": 144,
-        "decisionFailureRate": 0.9863,
-        "decisionSuccessRate": 0.0137,
-        "decisionTotal": 146,
+        "attributableFailureCount": 145,
+        "decisionFailureRate": 0.9864,
+        "decisionSuccessRate": 0.0136,
+        "decisionTotal": 147,
         "failureBreakdown": {
           "ambiguous_runtime": 4,
           "backend_operator": 11,
           "framework_architecture_unsupported": 33,
           "memory_capacity": 1,
           "platform_infrastructure": 36,
-          "tokenizer_compatibility": 99,
+          "tokenizer_compatibility": 100,
           "参数/模板问题": 11
         },
-        "failureCount": 195,
-        "failureRate": 0.9898,
+        "failureCount": 196,
+        "failureRate": 0.9899,
         "framework": "vllm_fix_tokenizer",
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 36,
         "successCount": 2,
-        "successRate": 0.0102,
+        "successRate": 0.0101,
         "targetGpu": "Sunrise_pt-200-x1",
         "taskType": "text-generation",
-        "total": 197,
+        "total": 198,
         "unresolvedFailureCount": 15
       },
       "Sunrise_pt-200-x1|vllm|text-generation": {
@@ -3331,10 +3331,10 @@
         "unresolvedFailureCount": 60
       },
       "vllm_fix_tokenizer": {
-        "attributableFailureCount": 193,
-        "decisionFailureRate": 0.965,
-        "decisionSuccessRate": 0.035,
-        "decisionTotal": 200,
+        "attributableFailureCount": 194,
+        "decisionFailureRate": 0.9652,
+        "decisionSuccessRate": 0.0348,
+        "decisionTotal": 201,
         "failureBreakdown": {
           "ambiguous_runtime": 438,
           "backend_operator": 11,
@@ -3342,17 +3342,17 @@
           "memory_capacity": 11,
           "model_load": 13,
           "platform_infrastructure": 36,
-          "tokenizer_compatibility": 99,
+          "tokenizer_compatibility": 100,
           "参数/模板问题": 38
         },
-        "failureCount": 705,
+        "failureCount": 706,
         "failureRate": 0.9902,
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 36,
         "successCount": 7,
         "successRate": 0.0098,
-        "total": 712,
+        "total": 713,
         "unresolvedFailureCount": 476
       },
       "vllm_tokenizer_patch": {
@@ -3384,7 +3384,7 @@
         "unresolvedFailureCount": 344
       }
     },
-    "generatedAt": "2026-10-24T12:21:40.123260+00:00",
+    "generatedAt": "2026-10-24T15:11:52.658450+00:00",
     "gpuSummaries": {
       "Ascend_910-b3": {
         "attributableFailureCount": 133,
@@ -3721,10 +3721,10 @@
         "unresolvedFailureCount": 337
       },
       "Sunrise_pt-200-x1": {
-        "attributableFailureCount": 798,
-        "decisionFailureRate": 0.8827,
-        "decisionSuccessRate": 0.1173,
-        "decisionTotal": 904,
+        "attributableFailureCount": 799,
+        "decisionFailureRate": 0.8829,
+        "decisionSuccessRate": 0.1171,
+        "decisionTotal": 905,
         "failureBreakdown": {
           "ambiguous_runtime": 166,
           "architecture_compatibility": 44,
@@ -3735,18 +3735,18 @@
           "platform_infrastructure": 260,
           "repository_structure": 83,
           "runtime_memory": 1,
-          "tokenizer_compatibility": 284,
+          "tokenizer_compatibility": 285,
           "参数/模板问题": 235,
           "验证失败": 32
         },
-        "failureCount": 1491,
-        "failureRate": 0.9336,
+        "failureCount": 1492,
+        "failureRate": 0.9337,
         "pendingCount": 0,
         "pendingRate": 0.0,
         "platformFailureCount": 260,
         "successCount": 106,
-        "successRate": 0.0664,
-        "total": 1597,
+        "successRate": 0.0663,
+        "total": 1598,
         "unresolvedFailureCount": 433
       },
       "Vastai_va16": {
@@ -22284,14 +22284,14 @@
         "unresolvedFailureCount": 0
       },
       "Sunrise_pt-200-x1|vllm_fix_tokenizer|text-generation|lfm2|none": {
-        "attributableFailureCount": 1,
+        "attributableFailureCount": 2,
         "decisionFailureRate": 1.0,
         "decisionSuccessRate": 0.0,
-        "decisionTotal": 1,
+        "decisionTotal": 2,
         "failureBreakdown": {
-          "tokenizer_compatibility": 1
+          "tokenizer_compatibility": 2
         },
-        "failureCount": 1,
+        "failureCount": 2,
         "failureRate": 1.0,
         "framework": "vllm_fix_tokenizer",
         "modelType": "lfm2",
@@ -22303,7 +22303,7 @@
         "successRate": 0.0,
         "targetGpu": "Sunrise_pt-200-x1",
         "taskType": "text-generation",
-        "total": 1,
+        "total": 2,
         "unresolvedFailureCount": 0
       },
       "Sunrise_pt-200-x1|vllm_fix_tokenizer|text-generation|llama|awq": {
@@ -56408,6 +56408,30 @@
         "total": 1,
         "unresolvedFailureCount": 0
       },
+      "Sunrise_pt-200-x1|vllm_fix_tokenizer|text-generation|lfm2|none|29": {
+        "attributableFailureCount": 1,
+        "decisionFailureRate": 1.0,
+        "decisionSuccessRate": 0.0,
+        "decisionTotal": 1,
+        "failureBreakdown": {
+          "tokenizer_compatibility": 1
+        },
+        "failureCount": 1,
+        "failureRate": 1.0,
+        "framework": "vllm_fix_tokenizer",
+        "loadSizeLog2Bucket": 29,
+        "modelType": "lfm2",
+        "pendingCount": 0,
+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "quantizationMethod": "none",
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "Sunrise_pt-200-x1",
+        "taskType": "text-generation",
+        "total": 1,
+        "unresolvedFailureCount": 0
+      },
       "Sunrise_pt-200-x1|vllm_fix_tokenizer|text-generation|lfm2|none|30": {
         "attributableFailureCount": 1,
         "decisionFailureRate": 1.0,
@@ -61767,13 +61791,13 @@
         "unresolvedFailureCount": 0
       }
     },
-    "terminalRecords": 18014,
-    "totalRecords": 18558,
+    "terminalRecords": 18015,
+    "totalRecords": 18559,
     "totals": {
-      "attributableFailureCount": 6372,
+      "attributableFailureCount": 6373,
       "decisionFailureRate": 0.866,
       "decisionSuccessRate": 0.134,
-      "decisionTotal": 7358,
+      "decisionTotal": 7359,
       "failureBreakdown": {
         "ambiguous_runtime": 4673,
         "architecture_compatibility": 212,
@@ -61786,32 +61810,32 @@
         "platform_infrastructure": 972,
         "repository_structure": 742,
         "runtime_memory": 101,
-        "tokenizer_compatibility": 698,
+        "tokenizer_compatibility": 699,
         "参数/模板问题": 3616,
         "日志缺失": 719,
         "验证失败": 676
       },
-      "failureCount": 17028,
+      "failureCount": 17029,
       "failureRate": 0.9453,
       "pendingCount": 0,
       "pendingRate": 0.0,
       "platformFailureCount": 972,
       "successCount": 986,
       "successRate": 0.0547,
-      "total": 18014,
+      "total": 18015,
       "unresolvedFailureCount": 9684
     },
     "warnings": [
       "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 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 Iluvatar_bi-100 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 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 Mthreads_s4000 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 Sunrise_pt-200-x1 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 Kunlunxin_p-800 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 Biren_166m 本地统计失败率偏高（≥50%），建议重点关注。",
@@ -61822,11 +61846,11 @@
       "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 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_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 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-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 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 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 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 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 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 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_fix_tokenizer|text-generation 近期失败集中，建议降低该 GPU+框架的提交优先级。",
@@ -61841,6 +61865,7 @@
       "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 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_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 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 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 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 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。",
@@ -61857,11 +61882,10 @@
       "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 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 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 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-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 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。"
     ]
   },
   "storageMode": "decision_state_only",
-  "summarizedRecords": 18558,
+  "summarizedRecords": 18559,
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 878b0fab48..dcdd600d2d 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3775,6 +3775,18 @@
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 {"batchId": "a1efd748958249a4b2d0240e975379bf", "completedAt": "2026-10-24T15:10:18.464790+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T15:10:15.867262+00:00", "framework": "vllm_fix_tokenizer", "intentId": "f51e66bfc30c4d6191f254490086eb19", "repoId": "ukisai/Swift-1.5-4bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
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 {"batchId": "a1efd748958249a4b2d0240e975379bf", "completedAt": "2026-10-24T15:10:18.464784+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-24T15:10:15.867170+00:00", "framework": "vllm_fix_tokenizer", "intentId": "9a06828ac3cc4f839ecc6ec68876b976", "repoId": "ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 7e646a08d4..2dae87d607 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "8f473ab6899b8fbadd6f312e78f9a2233c47ecc4666d911518f7a5079c63385b",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "d85cd71aa6847daefd876854e715b27c6e156e4f65b1ef20a08377f066ee95d5",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "25f372b7b10f0b81727a11bdd87bc2ae3ff1287c8e42ebd877e5559e8a3b0e3b",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "3a2075e95fce303d5db6698d43e6b6c1034df70db11ceb420a6b72bbbb17263c",
-    ".modelhub_state/official_capabilities.json": "e81f18a01ba3d2d1ea684908ddddcc171792e8491a18d88d660becdc3ff695ad",
-    ".modelhub_state/outcome_checkpoint.json": "4715fd05d406082762d78151c94ce9c62e3302e583ef4108b66ab24e5148e10b",
+    ".modelhub_state/market_intelligence.json": "6beb13db7e9ebc9092927f5dc33324a41802b7359eaed52adad12bd039ac79f8",
+    ".modelhub_state/official_capabilities.json": "fa685f4b9b7eb32d30243e95492419d654ad8c259c3ea14e1789dcece3eb8503",
+    ".modelhub_state/outcome_checkpoint.json": "d33161922ae3bee07dd46e295ab7de0b83d03c4636d668c8dd976fb247737c02",
     ".modelhub_state/queue_cleanup_latest.json": "99abbae22ce15895ca831150f6da931212ed2fc87c11635fa302ff15cdd90da3",
     ".modelhub_state/recent_outcomes.jsonl": "16ba5a8104f0f564b78b84a4668279dee556fce668ab2dfdb86a779520d85162",
     ".modelhub_state/recovery_active_tasks.jsonl": "d8a32c76a4f91327a1e54cc25c99581f1a560cfd1e9b5fd89feaefd606e5a53c",
-    ".modelhub_state/recovery_intents.jsonl": "44f33d09da789154e388866a1446f208423f062e4039ddefe45578d2dd4cdd64",
+    ".modelhub_state/recovery_intents.jsonl": "a8e13b55aa10802e3f6d5189c4322d02a416f3559f5cd1926b6d691f6a1bce27",
     ".modelhub_state/routing_intelligence.json": "e5c244b2ba741c6635fa766f614935b583de082c2fa5453beea6352f9c48abbe",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "0202e6c82e987d7caeccc86b1ad515e3e6e72f5e974af0d95b2d6acc326133b6",
     "ledger/submissions.jsonl": "8eca01b62272d9e87ef663809a1da9a7813e283910085b9a588eb6a934e16377",
-    "outcomes/submissions.jsonl": "d01eecb8ef0b0bad265763eebcb02726c77de93b5488906c06acc653a22e6462"
+    "outcomes/submissions.jsonl": "69f076bf6c8d14e8d4662d939600a171e99b2ca3b95fc435a33627d9084fd2ac"
   },
-  "generation": 34058,
-  "phase": "cycle",
+  "generation": 34059,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T15:10:21.176381+00:00",
+  "updatedAt": "2026-10-24T15:12:02.832797+00:00",
   "writerId": "f3962e442a544d0aab4bb98889be6b76"
 }
diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index baa5f1a177..98cdf72522 100644
--- a/outcomes/submissions.jsonl
+++ b/outcomes/submissions.jsonl
@@ -106,7 +106,6 @@
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