diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 3b869b28c4..974e9eff91 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": "2026-10-25T05:24:48.740866+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index c27b0e15b8..55beb7fbda 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-25T05:24:48.859092+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index f0be826e2d..cb652738b2 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T05:24:48.859092+00:00",
+  "catalogUpdatedAt": "2026-10-25T05:26:29.454470+00:00",
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@@ -56,7 +56,7 @@
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-  "generatedAt": "2026-10-25T05:24:53.350895+00:00",
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@@ -285,6 +285,15 @@
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       "updatedAt": "2026-10-25T05:24:50.860425+00:00"
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-25T05:26:30.379013+00:00"
+    },
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@@ -368,6 +377,15 @@
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       "updatedAt": "2026-10-25T05:24:50.860473+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Iluvatar_mrv-100": {
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+        "text-to-image-generation",
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+      "updatedAt": "2026-10-25T05:26:30.378801+00:00"
+    },
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@@ -409,6 +427,15 @@
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       "updatedAt": "2026-10-25T05:24:50.860495+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Iluvatar_mrv-100": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-25T05:26:30.378471+00:00"
+    },
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@@ -622,12 +649,29 @@
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       "updatedAt": "2026-10-25T05:24:49.308718+00:00"
     },
+    "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-24T07:25:05+00:00|Iluvatar_mrv-100": {
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+      "updatedAt": "2026-10-25T05:26:29.664987+00:00"
+    },
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       ],
       "updatedAt": "2026-10-25T05:22:48.386134+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Ascend_910-b4": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-25T05:26:29.954519+00:00"
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@@ -655,6 +699,15 @@
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       "updatedAt": "2026-10-25T05:24:49.689631+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Iluvatar_mrv-100": {
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@@ -696,12 +749,29 @@
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     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Iluvatar_mrv-100": {
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+      "updatedAt": "2026-10-25T05:26:29.894389+00:00"
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       ],
       "updatedAt": "2026-10-25T05:22:49.376199+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Ascend_910-b4": {
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+      "updatedAt": "2026-10-25T05:26:29.954461+00:00"
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@@ -729,6 +799,15 @@
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       "updatedAt": "2026-10-25T05:24:49.602049+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Iluvatar_mrv-100": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-25T05:26:29.894367+00:00"
+    },
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@@ -770,6 +849,15 @@
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       "updatedAt": "2026-10-25T05:24:49.786384+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Iluvatar_mrv-100": {
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+      "updatedAt": "2026-10-25T05:26:29.954493+00:00"
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@@ -961,6 +1049,15 @@
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       "updatedAt": "2026-10-25T05:24:49.786457+00:00"
     },
+    "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-25T05:26:29.955165+00:00"
+    },
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@@ -1563,6 +1660,15 @@
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       "updatedAt": "2026-10-25T05:24:50.025626+00:00"
     },
+    "https://modelscope.cn/models/ManniX-ITA/JackOD-9B-Coder-MTP-GGUF|2026-10-22T12:49:50+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T05:26:30.024269+00:00"
+    },
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@@ -1833,6 +1939,15 @@
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       "updatedAt": "2026-10-25T05:24:50.296083+00:00"
     },
+    "https://modelscope.cn/models/RecursiveSI/flint-int4|2026-10-22T01:37:07+00:00|Iluvatar_mrv-100": {
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+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T05:26:30.141928+00:00"
+    },
     "https://modelscope.cn/models/RecursiveSI/flint-int4|2026-10-22T01:37:07+00:00|Vastai_va16": {
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@@ -1874,6 +1989,15 @@
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       "updatedAt": "2026-10-25T05:24:49.421169+00:00"
     },
+    "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|Iluvatar_mrv-100": {
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+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T05:26:29.727992+00:00"
+    },
     "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|Vastai_va16": {
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@@ -1915,6 +2039,15 @@
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       "updatedAt": "2026-10-25T05:24:49.421139+00:00"
     },
+    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-25T05:26:29.674190+00:00"
+    },
     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|Vastai_va16": {
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@@ -1956,6 +2089,15 @@
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       "updatedAt": "2026-10-25T05:24:49.441347+00:00"
     },
+    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|Iluvatar_mrv-100": {
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+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T05:26:29.804077+00:00"
+    },
     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|Vastai_va16": {
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@@ -2189,6 +2331,15 @@
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       "updatedAt": "2026-10-25T05:24:50.296062+00:00"
     },
+    "https://modelscope.cn/models/baidu-aicapx/GLM-5.3-Flash-W8A8-INT8-Dynamic|2026-10-22T03:10:27+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T05:26:30.141668+00:00"
+    },
     "https://modelscope.cn/models/baidu-aicapx/GLM-5.3-Flash-W8A8-INT8-Dynamic|2026-10-22T03:10:27+00:00|Vastai_va16": {
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@@ -2353,28 +2504,6 @@
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       "updatedAt": "2026-10-25T05:21:13.197880+00:00"
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-    "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit|2026-10-21T15:40:57+00:00|Iluvatar_bi-150": {
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-      "updatedAt": "2026-10-25T05:20:47.612210+00:00"
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-    "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit|2026-10-21T15:40:57+00:00|Iluvatar_mrv-100": {
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     "https://modelscope.cn/models/cyankiwi/AgentCPM-Report-AWQ-4bit|2026-10-21T14:41:08+00:00|Cambricon_mlu-370-x4": {
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@@ -2540,44 +2669,6 @@
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-    "https://modelscope.cn/models/cyankiwi/DASD-4B-Thinking-AWQ-8bit|2026-10-21T15:03:47+00:00|Cambricon_mlu-370-x4": {
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-    "https://modelscope.cn/models/cyankiwi/DASD-4B-Thinking-AWQ-8bit|2026-10-21T15:03:47+00:00|Iluvatar_bi-150": {
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-        "reinforcement_learning",
-        "text-generation",
-        "text-to-image-generation",
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-    "https://modelscope.cn/models/cyankiwi/DASD-4B-Thinking-AWQ-8bit|2026-10-21T15:03:47+00:00|Iluvatar_mrv-100": {
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-      "updatedAt": "2026-10-25T05:20:51.363545+00:00"
-    },
-    "https://modelscope.cn/models/cyankiwi/Devstral-Small-2507-AWQ-4bit|2026-10-21T14:56:41+00:00|Ascend_910-b4": {
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-      "updatedAt": "2026-10-25T05:20:51.379991+00:00"
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     "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit|2026-10-21T16:38:25+00:00|Biren_166m": {
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         "text-generation"
@@ -2791,6 +2882,15 @@
       ],
       "updatedAt": "2026-10-25T05:24:50.569649+00:00"
     },
+    "https://modelscope.cn/models/cyankiwi/GLM-4.5-Air-Derestricted-AWQ-8bit|2026-10-21T19:09:20+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T05:26:30.242009+00:00"
+    },
     "https://modelscope.cn/models/cyankiwi/GLM-4.5-Air-Derestricted-AWQ-8bit|2026-10-21T19:09:20+00:00|Vastai_va16": {
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         "text-generation"
@@ -3150,6 +3250,15 @@
       ],
       "updatedAt": "2026-10-25T05:24:50.396973+00:00"
     },
+    "https://modelscope.cn/models/cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-8bit|2026-10-21T19:49:11+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T05:26:30.216793+00:00"
+    },
     "https://modelscope.cn/models/cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-8bit|2026-10-21T19:49:11+00:00|Vastai_va16": {
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@@ -3162,15 +3271,6 @@
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-    "https://modelscope.cn/models/cyankiwi/Jan-v1-4B-AWQ-4bit|2026-10-21T15:27:56+00:00|Iluvatar_mrv-100": {
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     "https://modelscope.cn/models/cyankiwi/Jan-v1-4B-AWQ-8bit|2026-10-21T14:42:38+00:00|Cambricon_mlu-370-x4": {
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@@ -3320,31 +3420,6 @@
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-    "https://modelscope.cn/models/cyankiwi/Kimi-Dev-72B-AWQ-8bit|2026-10-21T15:39:54+00:00|Ascend_910-b4": {
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-      "updatedAt": "2026-10-25T05:20:48.055441+00:00"
-    },
-    "https://modelscope.cn/models/cyankiwi/Kimi-Dev-72B-AWQ-8bit|2026-10-21T15:39:54+00:00|Cambricon_mlu-370-x4": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-25T05:20:47.978245+00:00"
-    },
-    "https://modelscope.cn/models/cyankiwi/Kimi-Dev-72B-AWQ-8bit|2026-10-21T15:39:54+00:00|Iluvatar_mrv-100": {
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     "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit|2026-10-21T16:31:51+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
@@ -3376,6 +3451,15 @@
       ],
       "updatedAt": "2026-10-25T05:24:50.522201+00:00"
     },
+    "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit|2026-10-21T19:08:10+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
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+      "updatedAt": "2026-10-25T05:26:29.810431+00:00"
+    },
     "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Vastai_va16": {
       "taskTypes": [
         "text-generation"
@@ -6140,6 +6107,15 @@
       ],
       "updatedAt": "2026-10-25T05:24:49.913237+00:00"
     },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T05:26:30.017953+00:00"
+    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Vastai_va16": {
       "taskTypes": [
         "text-generation"
@@ -6181,6 +6157,15 @@
       ],
       "updatedAt": "2026-10-25T05:24:49.835679+00:00"
     },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-25T05:26:30.017901+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Vastai_va16": {
       "taskTypes": [
         "text-generation"
@@ -6932,6 +6917,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T05:24:48.859092+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T05:26:29.454470+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 540ddf7d9d..7aef59b300 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3811,6 +3811,18 @@
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diff --git a/manifest.json b/manifest.json
index 400ebee9e3..74e53f821e 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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-  "phase": "cycle",
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+  "phase": "intent",
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 }