diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 9e5b668ae1..2d46acb992 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
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-  "generatedAt": "2026-10-24T06:14:00.662990+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 7d2b585fe9..36d98cc6e7 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-24T06:14:00.759123+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 731d3ab169..18046b402d 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T06:14:00.759123+00:00",
+  "catalogUpdatedAt": "2026-10-24T06:15:54.370353+00:00",
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@@ -56,7 +56,7 @@
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@@ -174,6 +174,15 @@
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+        "text-to-image-generation",
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+      "updatedAt": "2026-10-24T06:15:55.355311+00:00"
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@@ -674,6 +683,15 @@
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       "updatedAt": "2026-10-24T06:11:40.581361+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|Iluvatar_mrv-100": {
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+      "updatedAt": "2026-10-24T06:15:55.449950+00:00"
+    },
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@@ -749,6 +767,15 @@
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       "updatedAt": "2026-10-24T06:11:42.054649+00:00"
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+    "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-Base|2026-10-23T12:11:46+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T06:15:55.763296+00:00"
+    },
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@@ -1371,6 +1398,15 @@
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       "updatedAt": "2026-10-24T06:11:39.707108+00:00"
     },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-23T15:25:45+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
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+      "updatedAt": "2026-10-24T06:15:54.667906+00:00"
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@@ -1431,6 +1467,15 @@
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       "updatedAt": "2026-10-24T06:11:40.827267+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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+        "text-generation",
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+      "updatedAt": "2026-10-24T06:15:55.550435+00:00"
+    },
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@@ -1468,6 +1513,15 @@
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       "updatedAt": "2026-10-24T06:11:40.581127+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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+      "updatedAt": "2026-10-24T06:15:55.349424+00:00"
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@@ -1505,6 +1559,15 @@
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       "updatedAt": "2026-10-24T06:11:41.365245+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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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T06:15:55.670437+00:00"
+    },
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@@ -1625,6 +1688,15 @@
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       "updatedAt": "2026-10-24T06:11:40.580368+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-23T14:46:05+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T06:15:55.254092+00:00"
+    },
     "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-23T14:46:05+00:00|Mthreads_s4000": {
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@@ -2270,27 +2342,6 @@
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@@ -2649,36 +2700,6 @@
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-    "https://modelscope.cn/models/cyankiwi/Jan-v1-4B-AWQ-4bit|2026-10-21T15:27:56+00:00|Vastai_va16": {
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@@ -2951,6 +2972,15 @@
       ],
       "updatedAt": "2026-10-24T06:11:40.864361+00:00"
     },
+    "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4|2026-10-23T13:31:06+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T06:15:55.465584+00:00"
+    },
     "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4|2026-10-23T13:31:06+00:00|Mthreads_s4000": {
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@@ -3129,36 +3159,6 @@
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-    "https://modelscope.cn/models/cyankiwi/MiniMax-M2.1-AWQ-4bit|2026-10-21T15:33:30+00:00|Vastai_va16": {
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@@ -3684,12 +3684,6 @@
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-    "https://modelscope.cn/models/cyankiwi/Nemotron-Orchestrator-8B-AWQ-8bit|2026-10-21T15:22:24+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-24T06:09:01.459398+00:00"
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     "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit|2026-10-21T17:04:56+00:00|Ascend_910-b3": {
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@@ -3763,27 +3757,6 @@
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       "updatedAt": "2026-10-24T06:12:04.231927+00:00"
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-    "https://modelscope.cn/models/cyankiwi/OmniCoder-9B-AWQ-BF16-INT4|2026-10-21T15:32:58+00:00|Ascend_910-b3": {
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-      "updatedAt": "2026-10-24T06:09:00.473582+00:00"
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-    "https://modelscope.cn/models/cyankiwi/OmniCoder-9B-AWQ-BF16-INT4|2026-10-21T15:32:58+00:00|Mthreads_s4000": {
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-      "updatedAt": "2026-10-24T06:09:00.566486+00:00"
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-    "https://modelscope.cn/models/cyankiwi/OmniCoder-9B-AWQ-BF16-INT4|2026-10-21T15:32:58+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-24T06:09:00.666435+00:00"
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     "https://modelscope.cn/models/cyankiwi/OmniCoder-9B-AWQ-BF16-INT8|2026-10-21T17:21:19+00:00|Ascend_910-b3": {
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@@ -4040,12 +4013,6 @@
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       "updatedAt": "2026-10-24T06:09:10.871058+00:00"
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-    "https://modelscope.cn/models/cyankiwi/Qwen3-Coder-Next-AWQ-4bit|2026-10-21T15:20:38+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-24T06:09:01.964517+00:00"
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     "https://modelscope.cn/models/cyankiwi/Qwen3-Coder-Next-AWQ-8bit|2026-10-21T14:49:39+00:00|Vastai_va16": {
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@@ -4318,52 +4285,6 @@
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       "updatedAt": "2026-10-24T06:09:04.684644+00:00"
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-    "https://modelscope.cn/models/cyankiwi/Trinity-Mini-AWQ-8bit|2026-10-21T15:22:00+00:00|Ascend_910-b3": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T06:09:01.856579+00:00"
-    },
-    "https://modelscope.cn/models/cyankiwi/Trinity-Mini-AWQ-8bit|2026-10-21T15:22:00+00:00|Ascend_910-b4": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T06:09:01.755499+00:00"
-    },
-    "https://modelscope.cn/models/cyankiwi/Trinity-Mini-AWQ-8bit|2026-10-21T15:22:00+00:00|Iluvatar_bi-100": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T06:09:02.067060+00:00"
-    },
-    "https://modelscope.cn/models/cyankiwi/Trinity-Mini-AWQ-8bit|2026-10-21T15:22:00+00:00|Iluvatar_mrv-100": {
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-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T06:09:01.985424+00:00"
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-    "https://modelscope.cn/models/cyankiwi/Trinity-Mini-AWQ-8bit|2026-10-21T15:22:00+00:00|Mthreads_s4000": {
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-      "updatedAt": "2026-10-24T06:09:01.889671+00:00"
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-    "https://modelscope.cn/models/cyankiwi/Trinity-Mini-AWQ-8bit|2026-10-21T15:22:00+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-24T06:09:01.954162+00:00"
-    },
     "https://modelscope.cn/models/cyankiwi/command-a-reasoning-08-2025-AWQ-4bit|2026-10-21T17:00:11+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -4936,6 +4857,14 @@
       ],
       "updatedAt": "2026-10-24T06:09:26.460681+00:00"
     },
+    "https://modelscope.cn/models/kakarotter/calix|2026-10-24T04:12:02+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T06:15:54.583855+00:00"
+    },
     "https://modelscope.cn/models/kakarotter/calix|2026-10-24T04:12:02+00:00|Iluvatar_bi-100": {
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         "text-generation",
@@ -4944,6 +4873,28 @@
       ],
       "updatedAt": "2026-10-24T06:11:39.706311+00:00"
     },
+    "https://modelscope.cn/models/kakarotter/calix|2026-10-24T04:12:02+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T06:15:54.857967+00:00"
+    },
+    "https://modelscope.cn/models/kakarotter/calix|2026-10-24T04:12:02+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T06:15:54.658428+00:00"
+    },
+    "https://modelscope.cn/models/kakarotter/calix|2026-10-24T04:12:02+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T06:15:54.779355+00:00"
+    },
     "https://modelscope.cn/models/leanv9/models|2026-10-23T07:22:36+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -5647,6 +5598,15 @@
       ],
       "updatedAt": "2026-10-24T06:11:41.068291+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-23T13:27:57+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T06:15:55.548841+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-23T13:27:57+00:00|Mthreads_s4000": {
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         "text-generation",
@@ -5660,6 +5620,22 @@
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       "updatedAt": "2026-10-24T06:11:41.017959+00:00"
     },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-23T18:27:01+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T06:15:54.686521+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-23T18:27:01+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T06:15:54.584319+00:00"
+    },
     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-23T18:27:01+00:00|Iluvatar_bi-100": {
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         "text-generation",
@@ -5668,6 +5644,28 @@
       ],
       "updatedAt": "2026-10-24T06:11:39.706868+00:00"
     },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-23T18:27:01+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T06:15:54.955635+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-23T18:27:01+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T06:15:54.772143+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-23T18:27:01+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T06:15:54.872075+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",
@@ -5760,6 +5758,14 @@
       ],
       "updatedAt": "2026-10-24T06:14:10.386354+00:00"
     },
+    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T06:15:54.584132+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",
@@ -5767,6 +5773,19 @@
         "visual-multi-modal"
       ],
       "updatedAt": "2026-10-24T06:11:39.706607+00:00"
+    },
+    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T06:15:54.667538+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"
+      ],
+      "updatedAt": "2026-10-24T06:15:54.763579+00:00"
     }
   },
   "taskTree": [
@@ -6449,6 +6468,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T06:14:00.759123+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T06:15:54.370353+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 1b073cc5b1..f6241927f6 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3747,6 +3747,18 @@
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diff --git a/manifest.json b/manifest.json
index 348862e745..46775564e4 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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+  "phase": "intent",
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-  "updatedAt": "2026-10-24T06:14:22.624347+00:00",
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 }