diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 4c75046020..3c01d1dc11 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -487,7 +487,7 @@
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 15fb704b61..b93fe6fabd 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
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+  "communityAttemptedAt": "2026-10-22T23:27:11.062366+00:00",
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@@ -452,7 +452,7 @@
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index de807599a2..a691a1f0fe 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
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@@ -56,7 +56,7 @@
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@@ -200,6 +200,14 @@
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+        "visual-multi-modal"
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T23:27:11.436413+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": "2026-10-22T23:27:13.579808+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Ascend_910-b3": {
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       "updatedAt": "2026-10-22T23:24:26.375577+00:00"
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T23:27:12.564640+00:00"
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@@ -676,6 +665,14 @@
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+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-22T14:22:58+00:00|Ascend_910-b3": {
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+        "text-to-image-generation",
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+      "updatedAt": "2026-10-22T23:27:11.569108+00:00"
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@@ -725,7 +716,7 @@
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@@ -738,20 +729,20 @@
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-      "updatedAt": "2026-10-22T23:12:49.072097+00:00"
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-      "updatedAt": "2026-10-22T23:12:46.399651+00:00"
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-      "updatedAt": "2026-10-22T23:12:46.270380+00:00"
+      "updatedAt": "2026-10-22T23:27:15.154987+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-8bit|2026-10-21T19:49:11+00:00|Ascend_910-b3": {
+      "taskTypes": [
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+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T23:27:13.088324+00:00"
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     "https://modelscope.cn/models/cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-8bit|2026-10-21T19:49:11+00:00|Ascend_910-b4": {
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-      "updatedAt": "2026-10-22T22:30:37.018719+00:00"
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-      "updatedAt": "2026-10-22T23:12:55.653005+00:00"
+      "updatedAt": "2026-10-22T23:27:17.282850+00:00"
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-      "updatedAt": "2026-10-22T23:12:55.590063+00:00"
+      "updatedAt": "2026-10-22T23:27:17.082843+00:00"
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@@ -2957,14 +2891,14 @@
         "vision_classification",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T23:12:45.797361+00:00"
+      "updatedAt": "2026-10-22T23:27:14.484771+00:00"
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T22:30:38.512089+00:00"
+      "updatedAt": "2026-10-22T23:27:14.406810+00:00"
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         "vision_classification",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T23:12:45.585697+00:00"
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-      "updatedAt": "2026-10-22T22:30:37.376619+00:00"
+      "updatedAt": "2026-10-22T23:27:13.852063+00:00"
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     "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-8bit|2026-10-21T17:19:37+00:00|Vastai_va16": {
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@@ -3066,7 +3000,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T23:12:53.856595+00:00"
+      "updatedAt": "2026-10-22T23:27:16.885113+00:00"
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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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@@ -3074,20 +3008,20 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T23:12:53.561023+00:00"
+      "updatedAt": "2026-10-22T23:27:16.654517+00:00"
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     "https://modelscope.cn/models/cyankiwi/Kimi-Dev-72B-AWQ-8bit|2026-10-21T15:39:54+00:00|Mthreads_s4000": {
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         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T23:12:53.895652+00:00"
+      "updatedAt": "2026-10-22T23:27:16.983297+00:00"
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     "https://modelscope.cn/models/cyankiwi/Kimi-Dev-72B-AWQ-8bit|2026-10-21T15:39:54+00:00|Vastai_va16": {
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       ],
-      "updatedAt": "2026-10-22T23:12:53.756023+00:00"
+      "updatedAt": "2026-10-22T23:27:16.809928+00:00"
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     "https://modelscope.cn/models/cyankiwi/Kimi-Dev-72B-AWQ-8bit|2026-10-21T15:39:54+00:00|hygon_k100-ai": {
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@@ -3095,7 +3029,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-22T23:12:53.662946+00:00"
+      "updatedAt": "2026-10-22T23:27:16.774929+00:00"
     },
     "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit|2026-10-21T16:31:51+00:00|Ascend_910-b3": {
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@@ -3111,6 +3045,14 @@
       ],
       "updatedAt": "2026-10-22T23:24:57.262429+00:00"
     },
+    "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit|2026-10-21T19:08:10+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T23:27:13.311839+00:00"
+    },
     "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit|2026-10-21T19:08:10+00:00|Vastai_va16": {
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@@ -3151,14 +3093,14 @@
         "vision_classification",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T23:12:45.688551+00:00"
+      "updatedAt": "2026-10-22T23:27:14.494442+00:00"
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     "https://modelscope.cn/models/cyankiwi/LFM2-8B-A1B-AWQ-4bit|2026-10-21T17:00:21+00:00|Mthreads_s4000": {
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         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T22:30:38.440333+00:00"
+      "updatedAt": "2026-10-22T23:27:14.406330+00:00"
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     "https://modelscope.cn/models/cyankiwi/LFM2-8B-A1B-AWQ-4bit|2026-10-21T17:00:21+00:00|Vastai_va16": {
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@@ -3172,6 +3114,21 @@
       ],
       "updatedAt": "2026-10-22T23:21:58.648043+00:00"
     },
+    "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4|2026-10-22T13:57:14+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T23:27:12.165022+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4|2026-10-22T13:57:14+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T23:27:12.266355+00:00"
+    },
     "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4|2026-10-22T13:57:14+00:00|Vastai_va16": {
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@@ -3190,7 +3147,15 @@
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-      "updatedAt": "2026-10-22T23:12:46.281381+00:00"
+      "updatedAt": "2026-10-22T23:27:15.155737+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/MiMo-V2-Flash-AWQ-4bit|2026-10-21T18:58:16+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T23:27:13.477151+00:00"
     },
     "https://modelscope.cn/models/cyankiwi/MiMo-V2-Flash-AWQ-4bit|2026-10-21T18:58:16+00:00|Ascend_910-b4": {
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@@ -3211,14 +3176,14 @@
         "vision_classification",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-22T23:12:45.482431+00:00"
+      "updatedAt": "2026-10-22T23:27:13.663078+00:00"
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     "https://modelscope.cn/models/cyankiwi/MiMo-V2-Flash-AWQ-4bit|2026-10-21T18:58:16+00:00|Mthreads_s4000": {
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         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-22T22:30:37.165330+00:00"
+      "updatedAt": "2026-10-22T23:27:13.578406+00:00"
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     "https://modelscope.cn/models/cyankiwi/MiMo-V2-Flash-AWQ-4bit|2026-10-21T18:58:16+00:00|Vastai_va16": {
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@@ -3247,7 +3212,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-22T22:30:38.440252+00:00"
+      "updatedAt": "2026-10-22T23:27:14.286619+00:00"
     },
     "https://modelscope.cn/models/cyankiwi/MiniCPM-SALA-AWQ-4bit|2026-10-21T17:03:19+00:00|Vastai_va16": {
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@@ -3261,7 +3226,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-22T23:12:48.966698+00:00"
+      "updatedAt": "2026-10-22T23:27:15.724366+00:00"
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     "https://modelscope.cn/models/cyankiwi/MiniMax-M2-AWQ-4bit|2026-10-21T16:06:05+00:00|Ascend_910-b4": {
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@@ -3269,20 +3234,20 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-22T23:12:48.656521+00:00"
+      "updatedAt": "2026-10-22T23:27:15.455513+00:00"
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     "https://modelscope.cn/models/cyankiwi/MiniMax-M2-AWQ-4bit|2026-10-21T16:06:05+00:00|Mthreads_s4000": {
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+    },
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@@ -3679,6 +3610,14 @@
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+    "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit|2026-10-21T17:18:20+00:00|Ascend_910-b3": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+    },
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@@ -3708,12 +3647,20 @@
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     },
+    "https://modelscope.cn/models/cyankiwi/NVIDIA-Nemotron-3-Super-120B-A12B-AWQ-4bit|2026-10-21T19:51:23+00:00|Ascend_910-b3": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T23:27:13.062872+00:00"
+    },
     "https://modelscope.cn/models/cyankiwi/NVIDIA-Nemotron-3-Super-120B-A12B-AWQ-4bit|2026-10-21T19:51:23+00:00|Mthreads_s4000": {
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@@ -3734,7 +3681,7 @@
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@@ -3781,25 +3728,25 @@
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-      "updatedAt": "2026-10-22T23:12:50.459928+00:00"
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-      "updatedAt": "2026-10-22T23:12:50.661886+00:00"
+      "updatedAt": "2026-10-22T23:27:16.265425+00:00"
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-      "updatedAt": "2026-10-22T23:12:50.558432+00:00"
+      "updatedAt": "2026-10-22T23:27:16.171658+00:00"
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         "vision_classification",
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-      "updatedAt": "2026-10-22T22:30:38.368052+00:00"
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@@ -3856,7 +3803,7 @@
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     "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit|2026-10-21T16:41:10+00:00|Mthreads_s4000": {
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-      "updatedAt": "2026-10-22T22:30:38.683493+00:00"
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@@ -3978,7 +3925,7 @@
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-      "updatedAt": "2026-10-22T23:12:50.151827+00:00"
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-22T13:06:40+00:00|Ascend_910-b3": {
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-22T14:19:59+00:00|Ascend_910-b3": {
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+      "updatedAt": "2026-10-22T23:27:11.895509+00:00"
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@@ -6019,18 +5841,12 @@
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@@ -6038,6 +5854,22 @@
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-22T14:19:59+00:00|hygon_k100-ai": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T23:27:11.759969+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Ascend_910-b3": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T23:27:12.382276+00:00"
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-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Iluvatar_bi-150": {
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T23:12:44.898587+00:00"
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@@ -6073,6 +5899,14 @@
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       "updatedAt": "2026-10-22T23:24:27.754376+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",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T23:27:12.165510+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Ascend_910-b4": {
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@@ -6081,18 +5915,12 @@
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     },
-    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Iluvatar_bi-150": {
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Mthreads_s4000": {
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-        "vision_classification",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-22T23:12:44.845689+00:00"
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     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Vastai_va16": {
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@@ -6839,6 +6667,6 @@
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   ],
-  "taskTreeUpdatedAt": "2026-10-22T23:24:20.249385+00:00",
+  "taskTreeUpdatedAt": "2026-10-22T23:27:11.062366+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index bdfbbcc0f7..bbed164904 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3727,6 +3727,18 @@
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diff --git a/manifest.json b/manifest.json
index 0f626b0e78..3953bbbea8 100644
--- a/manifest.json
+++ b/manifest.json
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