diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 331316ffe1..67e0df6bd8 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -506,7 +506,7 @@
       "taskType": "text-generation"
     }
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-  "generatedAt": "2026-10-23T23:31:17.164609+00:00",
+  "generatedAt": "2026-10-23T23:33:04.667347+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 024a2ebb14..c83f88eca1 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-23T23:31:17.265495+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index c346c730e7..fbc5eb1a54 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T23:31:17.265495+00:00",
+  "catalogUpdatedAt": "2026-10-23T23:33:04.761422+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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-  "generatedAt": "2026-10-23T23:31:23.248896+00:00",
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@@ -212,6 +212,14 @@
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       "updatedAt": "2026-10-23T23:31:19.823909+00:00"
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+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.159500+00:00"
+    },
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@@ -225,6 +233,14 @@
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       "updatedAt": "2026-10-23T23:31:19.911441+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-23T14:44:56+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.301973+00:00"
+    },
     "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Ascend_910-b3": {
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@@ -241,6 +257,14 @@
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       "updatedAt": "2026-10-23T23:29:21.377105+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:06.408938+00:00"
+    },
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@@ -270,6 +294,14 @@
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     },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:06.409472+00:00"
+    },
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@@ -284,6 +316,14 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-23T23:33:06.342236+00:00"
+    },
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@@ -305,6 +345,14 @@
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       "updatedAt": "2026-10-23T23:29:20.751545+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-23T23:33:06.333460+00:00"
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@@ -327,6 +375,14 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|MetaX_c-500": {
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+        "text-generation",
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@@ -428,6 +484,14 @@
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       "updatedAt": "2026-10-23T23:29:14.277727+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",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-23T23:33:05.805857+00:00"
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@@ -465,6 +529,14 @@
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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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@@ -494,6 +566,14 @@
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       "updatedAt": "2026-10-23T23:29:13.972800+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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+        "text-generation",
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@@ -516,6 +596,14 @@
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       "updatedAt": "2026-10-23T23:29:14.358526+00:00"
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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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+        "text-generation",
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@@ -553,6 +641,14 @@
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       "updatedAt": "2026-10-23T23:31:20.392100+00:00"
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+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-23T23:33:05.583584+00:00"
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@@ -590,6 +686,14 @@
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       "updatedAt": "2026-10-23T23:31:19.851931+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.160382+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|Mthreads_s4000": {
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@@ -603,6 +707,14 @@
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       "updatedAt": "2026-10-23T23:31:19.998087+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.302029+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|Ascend_910-b3": {
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@@ -625,7 +737,7 @@
         "text-generation",
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-      "updatedAt": "2026-10-23T23:09:59.351696+00:00"
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@@ -664,6 +776,14 @@
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       "updatedAt": "2026-10-23T23:29:14.574636+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": "2026-10-23T23:33:05.899965+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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@@ -1247,6 +1367,14 @@
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       "updatedAt": "2026-10-23T23:29:15.381193+00:00"
     },
+    "https://modelscope.cn/models/ManniX-ITA/JackOD-9B-Coder-MTP-GGUF|2026-10-22T12:49:50+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.993729+00:00"
+    },
     "https://modelscope.cn/models/ManniX-ITA/JackOD-9B-Coder-MTP-GGUF|2026-10-22T12:49:50+00:00|Mthreads_s4000": {
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@@ -1314,6 +1442,28 @@
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       "updatedAt": "2026-10-23T23:27:02.667235+00:00"
     },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-23T15:25:45+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.028868+00:00"
+    },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-23T15:25:45+00:00|Vastai_va16": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.071541+00:00"
+    },
+    "https://modelscope.cn/models/RecursiveSI/flint-int4|2026-10-22T01:37:07+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:06.168985+00:00"
+    },
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@@ -1351,6 +1501,14 @@
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       "updatedAt": "2026-10-23T23:31:20.054844+00:00"
     },
+    "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": "2026-10-23T23:33:05.468977+00:00"
+    },
     "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|Mthreads_s4000": {
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@@ -1364,6 +1522,14 @@
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       "updatedAt": "2026-10-23T23:31:20.285245+00:00"
     },
+    "https://modelscope.cn/models/SargeDev/Solar-Decision-JEV-27B-GGUF|2026-10-23T13:33:04+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.581556+00:00"
+    },
     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|Ascend_910-b3": {
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@@ -1380,6 +1546,14 @@
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       "updatedAt": "2026-10-23T23:31:19.860938+00:00"
     },
+    "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": "2026-10-23T23:33:05.159929+00:00"
+    },
     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|Mthreads_s4000": {
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@@ -1393,6 +1567,14 @@
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       "updatedAt": "2026-10-23T23:31:19.938013+00:00"
     },
+    "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-GGUF|2026-10-23T13:53:07+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.270299+00:00"
+    },
     "https://modelscope.cn/models/SargeDev/Solar-JEV-27B-R32-GGUF|2026-10-23T13:11:10+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -1409,6 +1591,14 @@
       ],
       "updatedAt": "2026-10-23T23:31:20.267805+00:00"
     },
+    "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": "2026-10-23T23:33:05.472567+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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@@ -1529,6 +1719,14 @@
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       "updatedAt": "2026-10-23T23:31:19.876046+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-23T14:46:05+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.159158+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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         "text-generation",
@@ -1542,6 +1740,14 @@
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       "updatedAt": "2026-10-23T23:31:20.084693+00:00"
     },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-23T14:46:05+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.302000+00:00"
+    },
     "https://modelscope.cn/models/baidu-aicapx/GLM-5.3-Flash-W8A8-INT8-Dynamic|2026-10-22T03:10:27+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -1558,6 +1764,14 @@
       ],
       "updatedAt": "2026-10-23T23:29:15.964227+00:00"
     },
+    "https://modelscope.cn/models/baidu-aicapx/GLM-5.3-Flash-W8A8-INT8-Dynamic|2026-10-22T03:10:27+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:06.093417+00:00"
+    },
     "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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@@ -1649,44 +1863,6 @@
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       "updatedAt": "2026-10-23T23:26:49.556846+00:00"
     },
-    "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit|2026-10-21T15:40:57+00:00|Ascend_910-b3": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-23T23:26:41.979308+00:00"
-    },
-    "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit|2026-10-21T15:40:57+00:00|Iluvatar_mrv-100": {
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-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
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-    },
-    "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit|2026-10-21T15:40:57+00:00|MetaX_c-500": {
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-    "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit|2026-10-21T15:40:57+00:00|Mthreads_s4000": {
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@@ -5377,6 +5364,14 @@
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@@ -5548,6 +5543,14 @@
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@@ -5585,6 +5588,14 @@
       ],
       "updatedAt": "2026-10-23T23:29:11.987950+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-23T13:27:57+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.469129+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-23T13:27:57+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
@@ -5598,6 +5609,14 @@
       ],
       "updatedAt": "2026-10-23T23:29:12.086121+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-23T13:27:57+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.581489+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",
@@ -5614,6 +5633,14 @@
       ],
       "updatedAt": "2026-10-23T23:29:15.169556+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",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T23:33:05.900020+00:00"
+    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
@@ -5651,6 +5678,14 @@
       ],
       "updatedAt": "2026-10-23T23:29:14.558939+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": "2026-10-23T23:33:05.899992+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Mthreads_s4000": {
       "taskTypes": [
         "text-generation",
@@ -6353,6 +6388,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T23:31:17.265495+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T23:33:04.761422+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index b0e7b00dfa..b745d4ce08 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3733,6 +3733,18 @@
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diff --git a/manifest.json b/manifest.json
index 9319500de7..1856579c8f 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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 }