diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index b2d000104f..8343a7217d 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
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-  "generatedAt": "2026-10-25T15:08:22.413162+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index f868f0a17f..df460458c2 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-25T15:08:22.534483+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index e61755eaff..0090991a77 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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@@ -194,6 +194,14 @@
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       "updatedAt": "2026-10-25T15:08:23.760055+00:00"
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:25.001403+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": {
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-      "updatedAt": "2026-10-25T14:49:13.095676+00:00"
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@@ -273,14 +265,6 @@
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@@ -372,14 +356,6 @@
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@@ -422,7 +398,7 @@
         "text-generation",
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-      "updatedAt": "2026-10-25T14:49:13.157538+00:00"
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@@ -430,28 +406,12 @@
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@@ -717,6 +677,14 @@
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       "updatedAt": "2026-10-25T15:08:24.460435+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|MetaX_c-500": {
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+        "text-generation",
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+      ],
+      "updatedAt": "2026-10-25T15:09:25.251142+00:00"
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@@ -780,6 +748,14 @@
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       "updatedAt": "2026-10-25T14:58:18.511954+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:25.251114+00:00"
+    },
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@@ -835,6 +811,14 @@
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       "updatedAt": "2026-10-25T14:58:18.431673+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|MetaX_c-500": {
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@@ -891,6 +875,14 @@
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|MetaX_c-500": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-25T15:09:25.302834+00:00"
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@@ -904,6 +896,14 @@
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       "updatedAt": "2026-10-25T14:58:18.631460+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-25T14:36:59+00:00|Ascend_910-b3": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:24.763637+00:00"
+    },
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@@ -912,6 +912,23 @@
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       "updatedAt": "2026-10-25T15:08:23.295065+00:00"
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+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-25T14:36:59+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:24.725650+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-25T14:36:59+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:24.847781+00:00"
+    },
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@@ -969,6 +986,14 @@
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       "updatedAt": "2026-10-25T15:08:23.295388+00:00"
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+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-25T14:07:13+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:24.726105+00:00"
+    },
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@@ -1078,6 +1103,14 @@
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       "updatedAt": "2026-10-25T14:58:18.702499+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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+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:25.302857+00:00"
+    },
     "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Mthreads_s4000": {
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@@ -1178,6 +1211,14 @@
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       "updatedAt": "2026-10-25T15:08:23.522606+00:00"
     },
+    "https://modelscope.cn/models/ManniX-ITA/JackOD-9B-Coder-MTP-GGUF|2026-10-25T13:37:26+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:24.818887+00:00"
+    },
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@@ -1214,6 +1255,14 @@
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       "updatedAt": "2026-10-25T15:08:23.758529+00:00"
     },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-24T15:44:50+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:24.952156+00:00"
+    },
     "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-24T15:44:50+00:00|Sunrise_pt-200-x1": {
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@@ -1226,14 +1275,6 @@
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       "updatedAt": "2026-10-25T15:00:12.676743+00:00"
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-    "https://modelscope.cn/models/RecursiveSI/flint-int4|2026-10-22T01:37:07+00:00|Cambricon_mlu-370-x4": {
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@@ -1327,6 +1368,14 @@
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       "updatedAt": "2026-10-25T14:58:18.140216+00:00"
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+    "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:25.106952+00:00"
+    },
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@@ -1390,6 +1439,14 @@
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       "updatedAt": "2026-10-25T14:58:18.123641+00:00"
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+    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:25.106932+00:00"
+    },
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@@ -1453,6 +1510,14 @@
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       "updatedAt": "2026-10-25T14:58:18.204797+00:00"
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+    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:25.106971+00:00"
+    },
     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|Mthreads_s4000": {
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@@ -1510,6 +1575,14 @@
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       "updatedAt": "2026-10-25T15:08:23.813089+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:25.001447+00:00"
+    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-AP-GGUF|2026-10-24T14:59:06+00:00|Mthreads_s4000": {
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@@ -1567,6 +1640,14 @@
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       "updatedAt": "2026-10-25T15:08:23.813543+00:00"
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+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-24T14:43:12+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:25.001608+00:00"
+    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-24T14:43:12+00:00|Mthreads_s4000": {
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@@ -1588,28 +1669,12 @@
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-    "https://modelscope.cn/models/baidu-aicapx/GLM-5.3-Flash-W8A8-INT8-Dynamic|2026-10-22T03:10:27+00:00|Ascend_910-b4": {
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-    "https://modelscope.cn/models/baidu-aicapx/GLM-5.3-Flash-W8A8-INT8-Dynamic|2026-10-22T03:10:27+00:00|Cambricon_mlu-370-x4": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-25T14:49:12.591196+00:00"
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     "https://modelscope.cn/models/baidu-aicapx/GLM-5.3-Flash-W8A8-INT8-Dynamic|2026-10-22T03:10:27+00:00|Iluvatar_bi-100": {
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@@ -1652,7 +1717,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-25T14:49:12.678016+00:00"
+      "updatedAt": "2026-10-25T15:09:26.001281+00:00"
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     "https://modelscope.cn/models/baidu-aicapx/GLM-5.3-Flash-W8A8-INT8-Dynamic|2026-10-22T03:10:27+00:00|Mthreads_s4000": {
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@@ -1717,6 +1782,14 @@
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       "updatedAt": "2026-10-25T14:58:17.956457+00:00"
     },
+    "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:25.054442+00:00"
+    },
     "https://modelscope.cn/models/bartowski/Beam-1.0-501B-A23B-GGUF|2026-10-24T13:39:02+00:00|Mthreads_s4000": {
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@@ -2238,28 +2311,12 @@
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-    "https://modelscope.cn/models/cyankiwi/GLM-4.5-Air-Derestricted-AWQ-8bit|2026-10-21T19:09:20+00:00|Ascend_910-b4": {
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@@ -5663,6 +5648,14 @@
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@@ -5726,6 +5719,14 @@
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     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Biren_166m": {
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         "text-generation"
       ],
       "updatedAt": "2026-10-25T15:00:12.553903+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": "2026-10-25T14:49:12.531418+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",
@@ -5811,7 +5796,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-25T14:49:12.625753+00:00"
+      "updatedAt": "2026-10-25T15:09:25.932737+00:00"
     },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Mthreads_s4000": {
       "taskTypes": [
@@ -5876,6 +5861,14 @@
       ],
       "updatedAt": "2026-10-25T14:58:18.702729+00:00"
     },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:25.932476+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
@@ -5939,6 +5932,14 @@
       ],
       "updatedAt": "2026-10-25T14:58:18.016924+00:00"
     },
+    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T15:09:25.057916+00:00"
+    },
     "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
@@ -6648,6 +6649,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T15:08:22.534483+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T15:09:24.557741+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index a209ca7294..3e6b08d346 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3835,6 +3835,18 @@
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diff --git a/manifest.json b/manifest.json
index eb30c9d687..1acfe30104 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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-    ".modelhub_state/architecture_compatibility_blacklist.json": "e099fc9761ce24a2dda9f7496d46fa5ec175db416353b7a2bd08bafdbc60c73f",
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+    ".modelhub_state/market_intelligence.json": "19dd27868068025bf829da4c40f7eab84d954f27fa480d8aa42c6a0a6e99c956",
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-    ".modelhub_state/recovery_intents.jsonl": "e338442b2369eda015c15171941f1f886548d25742fcaffe35c5bbcdd32522aa",
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   },
-  "generation": 36573,
-  "phase": "cycle",
+  "generation": 36574,
+  "phase": "intent",
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-  "updatedAt": "2026-10-25T15:08:37.980879+00:00",
+  "updatedAt": "2026-10-25T15:09:27.692257+00:00",
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 }
diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index 096ab1a168..06a217adf8 100644
--- a/outcomes/submissions.jsonl
+++ b/outcomes/submissions.jsonl
@@ -1085,7 +1085,7 @@
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