diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 498d6446a3..4487331868 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -628,7 +628,7 @@
       "taskType": "text-generation"
     }
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-  "generatedAt": "2026-10-21T21:18:45.017320+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index d01836271a..55aa2ffd93 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-21T21:18:45.156787+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index ab06bfb507..9f452fe758 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-21T21:18:45.156787+00:00",
+  "catalogUpdatedAt": "2026-10-21T21:20:43.566679+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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@@ -244,6 +244,240 @@
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+        "visual-multi-modal"
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+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-21T18:19:17+00:00|Ascend_910-b4": {
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+        "visual-multi-modal"
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+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-21T18:19:17+00:00|Iluvatar_mrv-100": {
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+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-21T18:19:17+00:00|Kunlunxin_p-800": {
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+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-21T18:19:17+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T21:20:44.997857+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-21T18:19:17+00:00|hygon_k100-ai": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T21:20:44.868897+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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+      "updatedAt": "2026-10-21T21:20:44.815563+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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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T21:20:44.971899+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-21T21:20:45.063693+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|MetaX_c-500": {
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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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+      "updatedAt": "2026-10-21T21:20:44.860351+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Ascend_910-b4": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T21:20:45.089158+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Iluvatar_mrv-100": {
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+        "visual-multi-modal"
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+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Kunlunxin_p-800": {
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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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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T21:20:45.273101+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Ascend_910-b4": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:44.814895+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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+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Kunlunxin_p-800": {
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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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+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Iluvatar_mrv-100": {
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+      "updatedAt": "2026-10-21T21:20:44.879488+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": "2026-10-21T21:20:44.990400+00:00"
+    },
+    "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": "2026-10-21T21:20:45.051344+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:45.380077+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:45.079746+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+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/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T21:20:45.254906+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:45.313026+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:45.132331+00:00"
+    },
     "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|Ascend_910-b3": {
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@@ -383,7 +617,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
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@@ -393,53 +627,6 @@
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-21T15:15:24+00:00|Ascend_910-b4": {
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-21T15:15:24+00:00|Iluvatar_mrv-100": {
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-21T15:15:24+00:00|Kunlunxin_p-800": {
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-21T15:15:24+00:00|MetaX_c-500": {
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-    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-21T15:15:24+00:00|hygon_k100-ai": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-21T21:17:09.498957+00:00"
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@@ -477,7 +664,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-21T20:58:18.911191+00:00"
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@@ -516,7 +703,7 @@
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-21T20:58:18.406622+00:00"
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     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-21T16:16:40+00:00|MetaX_c-500": {
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@@ -524,7 +711,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T20:58:18.471815+00:00"
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@@ -559,6 +746,20 @@
       ],
       "updatedAt": "2026-10-21T21:18:56.351049+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-21T16:37:11+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T21:20:46.185574+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-21T16:37:11+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T21:20:46.241286+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-21T16:37:11+00:00|hygon_k100-ai": {
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@@ -604,7 +805,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T20:58:18.580382+00:00"
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@@ -1293,6 +1494,29 @@
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       "updatedAt": "2026-10-21T21:17:23.682244+00:00"
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+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-21T19:25:59+00:00|Iluvatar_mrv-100": {
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+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:43.779257+00:00"
+    },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-21T19:25:59+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T21:20:43.813213+00:00"
+    },
+    "https://modelscope.cn/models/Mungert/s1-mini-GGUF|2026-10-21T19:25:59+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:43.879543+00:00"
+    },
     "https://modelscope.cn/models/OpenBMB/MiniCPM-V-4.7-1B-DSpark-gguf|2026-10-20T05:58:12+00:00|Iluvatar_mrv-100": {
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@@ -1378,6 +1602,53 @@
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       "updatedAt": "2026-10-21T21:17:23.306747+00:00"
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+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-21T18:22:49+00:00|Ascend_910-b3": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:44.760393+00:00"
+    },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-21T18:22:49+00:00|Ascend_910-b4": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:44.301477+00:00"
+    },
+    "https://modelscope.cn/models/agentionai/Qwen3.8-Flash-Next-ROCmFP4-FAST-imatrix-GGUF|2026-10-21T18:22:49+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/ibm-granite/granitelib-core-r1.0|2026-10-21T18:58:33+00:00|hygon_k100-ai": {
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         "text-generation",
@@ -5644,6 +5612,53 @@
       ],
       "updatedAt": "2026-10-21T21:17:19.119585+00:00"
     },
+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-21T17:33:39+00:00|Ascend_910-b3": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T21:20:45.387920+00:00"
+    },
+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-21T17:33:39+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:45.097366+00:00"
+    },
+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-21T17:33:39+00:00|Iluvatar_mrv-100": {
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+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-21T17:33:39+00:00|Kunlunxin_p-800": {
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+        "text-generation"
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+      "updatedAt": "2026-10-21T21:20:45.263261+00:00"
+    },
+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-21T17:33:39+00:00|MetaX_c-500": {
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+        "visual-multi-modal"
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+    },
+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-21T17:33:39+00:00|hygon_k100-ai": {
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@@ -5848,100 +5863,6 @@
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     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-20T21:14:24+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -5989,6 +5910,53 @@
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       "updatedAt": "2026-10-21T21:17:24.233562+00:00"
     },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-21T18:59:23+00:00|Ascend_910-b3": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:44.485304+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-21T18:59:23+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:43.962973+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-21T18:59:23+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:44.172953+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-21T18:59:23+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T21:20:44.312333+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-21T18:59:23+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:44.384382+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-21T18:59:23+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T21:20:44.081879+00:00"
+    },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -6717,6 +6685,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-21T21:18:45.156787+00:00",
+  "taskTreeUpdatedAt": "2026-10-21T21:20:43.566679+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 83aecf5bd2..57a0a2a090 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3698,6 +3698,18 @@
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diff --git a/manifest.json b/manifest.json
index edab409fd7..996051c450 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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 }