diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 5bc36d0dbe..63fe68e83f 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": "2026-10-23T06:43:52.566306+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index bd5346f33f..922110e7d3 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -423,7 +423,7 @@
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-  "generatedAt": "2026-10-23T06:44:16.620876+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index c1ab1db810..1a213bbc0c 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T06:44:16.620876+00:00",
+  "catalogUpdatedAt": "2026-10-23T06:46:31.853489+00:00",
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@@ -56,7 +56,7 @@
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+  "generatedAt": "2026-10-23T06:47:05.754244+00:00",
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@@ -242,6 +242,14 @@
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       "updatedAt": "2026-10-23T06:45:05.567044+00:00"
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+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:32.846256+00:00"
+    },
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@@ -250,6 +258,36 @@
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+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-22T15:10:12+00:00|Iluvatar_mrv-100": {
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+      ],
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+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-22T15:10:12+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T06:46:33.150897+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-22T15:10:12+00:00|Mthreads_s4000": {
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+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:32.882128+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-22T15:10:12+00:00|hygon_k100-ai": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:33.063692+00:00"
+    },
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@@ -266,6 +304,21 @@
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       "updatedAt": "2026-10-23T05:45:59.157895+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:43.673351+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": "2026-10-23T06:46:43.757856+00:00"
+    },
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@@ -273,6 +326,14 @@
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       "updatedAt": "2026-10-23T05:45:59.053912+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|hygon_k100-ai": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-23T06:46:43.640866+00:00"
+    },
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@@ -281,6 +342,21 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:43.821567+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Kunlunxin_p-800": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T06:46:43.884059+00:00"
+    },
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@@ -289,6 +365,21 @@
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+    "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-generation",
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-23T06:46:43.378559+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Kunlunxin_p-800": {
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+      ],
+      "updatedAt": "2026-10-23T06:46:43.461852+00:00"
+    },
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@@ -304,6 +395,21 @@
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       "updatedAt": "2026-10-23T05:45:58.951778+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:43.062552+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Kunlunxin_p-800": {
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+      ],
+      "updatedAt": "2026-10-23T06:46:43.101957+00:00"
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@@ -320,6 +426,21 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Iluvatar_mrv-100": {
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+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:43.775935+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Kunlunxin_p-800": {
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+      ],
+      "updatedAt": "2026-10-23T06:46:43.869417+00:00"
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-23T05:43:45.186517+00:00"
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-    "https://modelscope.cn/models/DavidAU/Llama3.1-MOE-4X8B-Gated-IQ-Multi-Tier-COGITO-Deep-Reasoning-32B-GGUF|2026-10-20T15:18:51+00:00|hygon_k100-ai": {
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@@ -457,6 +525,44 @@
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       "updatedAt": "2026-10-23T05:45:51.923706+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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+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:34.365881+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": "2026-10-23T06:46:34.457444+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:34.189912+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:34.275361+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:34.163352+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Ascend_910-b4": {
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@@ -465,6 +571,36 @@
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       "updatedAt": "2026-10-23T05:45:51.959123+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|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:34.465967+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T06:46:34.554218+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:34.259897+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|hygon_k100-ai": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-23T06:46:34.357289+00:00"
+    },
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@@ -473,6 +609,29 @@
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       "updatedAt": "2026-10-23T05:45:51.600723+00:00"
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+    "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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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:34.067833+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T06:46:34.157386+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Ascend_910-b3": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-23T06:46:34.614365+00:00"
+    },
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@@ -481,6 +640,36 @@
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-23T06:46:34.754600+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
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+      "updatedAt": "2026-10-23T06:46:34.795356+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Mthreads_s4000": {
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+      "updatedAt": "2026-10-23T06:46:34.658103+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|hygon_k100-ai": {
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+      "updatedAt": "2026-10-23T06:46:34.708675+00:00"
+    },
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@@ -3069,6 +2807,21 @@
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@@ -3184,6 +2898,21 @@
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@@ -3191,6 +2920,14 @@
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+    "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-4bit|2026-10-21T16:58:14+00:00|hygon_k100-ai": {
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+    "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-8bit|2026-10-21T17:19:37+00:00|Kunlunxin_p-800": {
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@@ -3214,6 +2966,14 @@
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+    "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-8bit|2026-10-21T17:19:37+00:00|hygon_k100-ai": {
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@@ -3230,6 +2990,14 @@
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+    "https://modelscope.cn/models/cyankiwi/Kimi-Dev-72B-AWQ-4bit|2026-10-21T16:43:24+00:00|hygon_k100-ai": {
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@@ -3247,6 +3015,15 @@
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+    "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4|2026-10-22T13:57:14+00:00|Mthreads_s4000": {
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+    "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4|2026-10-22T13:57:14+00:00|hygon_k100-ai": {
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@@ -3307,6 +3104,21 @@
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+    "https://modelscope.cn/models/cyankiwi/MiMo-V2-Flash-AWQ-4bit|2026-10-21T18:58:16+00:00|Iluvatar_mrv-100": {
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+    "https://modelscope.cn/models/cyankiwi/MiMo-V2-Flash-AWQ-4bit|2026-10-21T18:58:16+00:00|Kunlunxin_p-800": {
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@@ -3314,6 +3126,14 @@
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+    "https://modelscope.cn/models/cyankiwi/MiMo-V2-Flash-AWQ-4bit|2026-10-21T18:58:16+00:00|hygon_k100-ai": {
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@@ -3322,6 +3142,12 @@
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+    "https://modelscope.cn/models/cyankiwi/MiniCPM-SALA-AWQ-4bit|2026-10-21T17:03:19+00:00|Kunlunxin_p-800": {
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+    "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit|2026-10-21T16:49:53+00:00|hygon_k100-ai": {
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+    "https://modelscope.cn/models/cyankiwi/Orchestrator-8B-AWQ-4bit|2026-10-21T17:24:35+00:00|Kunlunxin_p-800": {
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+    "https://modelscope.cn/models/cyankiwi/Orchestrator-8B-AWQ-4bit|2026-10-21T17:24:35+00:00|hygon_k100-ai": {
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+    "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX|2026-10-22T13:58:47+00:00|Mthreads_s4000": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-23T06:46:34.862895+00:00"
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         "text-generation",
@@ -5697,6 +5688,13 @@
       ],
       "updatedAt": "2026-10-23T05:45:53.282168+00:00"
     },
+    "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX|2026-10-22T13:17:57+00:00|Mthreads_s4000": {
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+        "text-generation",
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+      "updatedAt": "2026-10-23T06:46:36.615898+00:00"
+    },
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         "text-generation",
@@ -5713,6 +5711,44 @@
       ],
       "updatedAt": "2026-10-23T05:45:53.456569+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-22T13:06:40+00:00|Iluvatar_mrv-100": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-23T06:46:37.055260+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-22T13:06:40+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T06:46:37.156801+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-22T13:06:40+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:36.936732+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-22T13:06:40+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:36.972238+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-22T14:19:59+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-23T06:46:33.655597+00:00"
+    },
     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-22T14:19:59+00:00|Ascend_910-b4": {
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         "text-generation",
@@ -5721,6 +5757,44 @@
       ],
       "updatedAt": "2026-10-23T05:45:51.571712+00:00"
     },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-22T14:19:59+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:33.756357+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-22T14:19:59+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T06:46:33.791728+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-22T14:19:59+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:33.689369+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-22T14:19:59+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:33.723060+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",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:36.364878+00:00"
+    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Ascend_910-b4": {
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         "text-generation",
@@ -5729,6 +5803,36 @@
       ],
       "updatedAt": "2026-10-23T05:45:53.179128+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": "2026-10-23T06:46:36.615707+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": "2026-10-23T06:46:36.657529+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:36.470740+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:36.558931+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -5745,6 +5849,36 @@
       ],
       "updatedAt": "2026-10-23T05:45:53.154507+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": "2026-10-23T06:46:36.257797+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-23T06:46:36.356091+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:36.066529+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-23T06:46:36.158808+00:00"
+    },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|Ascend_910-b3": {
       "taskTypes": [
         "text-generation",
@@ -6472,6 +6606,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T06:44:16.620876+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T06:46:31.853489+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 19b7a87e60..b65d29f7b0 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3730,6 +3730,18 @@
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diff --git a/manifest.json b/manifest.json
index c903fa7ec5..cf09cb9224 100644
--- a/manifest.json
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 }
diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index 192a251b05..df12a5d4bf 100644
--- a/outcomes/submissions.jsonl
+++ b/outcomes/submissions.jsonl
@@ -1086,7 +1086,7 @@
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