diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 76d6d17672..e8e1b6837b 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -1033,7 +1033,7 @@
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index f7b0a847c8..5f54589d72 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 79f3a7f137..5d56f75abb 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
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@@ -150,6 +150,22 @@
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T08:49:01.840157+00:00"
+    },
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+    "https://modelscope.cn/models/0xSero/DeepSeek-V4.1-Flash-1017-EXL3-2.7bpw|2026-10-19T17:18:25+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-21T08:48:51.546787+00:00"
+    },
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-21T08:46:45.655717+00:00"
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@@ -462,33 +372,13 @@
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-      "updatedAt": "2026-10-21T08:46:45.463067+00:00"
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         "visual-multi-modal"
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@@ -582,6 +464,22 @@
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T08:48:52.341110+00:00"
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+    "https://modelscope.cn/models/Haodong07/Qwen3-32B-TwinQuant-W4A4|2026-10-20T08:50:37+00:00|Ascend_910-b4": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T08:48:52.373802+00:00"
+    },
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@@ -598,6 +496,12 @@
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       "updatedAt": "2026-10-21T08:46:51.458648+00:00"
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+    "https://modelscope.cn/models/Haodong07/Qwen3-32B-TwinQuant-W4A4|2026-10-20T08:50:37+00:00|Kunlunxin_p-800": {
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+      ],
+      "updatedAt": "2026-10-21T08:48:52.461473+00:00"
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@@ -698,14 +594,6 @@
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@@ -2948,6 +2566,12 @@
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@@ -2956,6 +2580,22 @@
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+    "https://modelscope.cn/models/cpatonn-mirror/Qwen3-Next-80B-A3B-Instruct-AWQ-8bit|2026-10-19T16:42:31+00:00|Ascend_910-b3": {
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+    "https://modelscope.cn/models/cpatonn-mirror/Qwen3-Next-80B-A3B-Instruct-AWQ-8bit|2026-10-19T16:42:31+00:00|Ascend_910-b4": {
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@@ -2972,6 +2612,12 @@
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+    "https://modelscope.cn/models/cpatonn-mirror/Qwen3-Next-80B-A3B-Thinking-AWQ-4bit|2026-10-19T18:19:51+00:00|Kunlunxin_p-800": {
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@@ -2996,6 +2656,14 @@
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@@ -3020,6 +2688,12 @@
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+    "https://modelscope.cn/models/cpatonn-mirror/Qwen3-Next-80B-A3B-Thinking-AWQ-8bit|2026-10-19T17:00:47+00:00|Kunlunxin_p-800": {
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@@ -3028,6 +2702,14 @@
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+    "https://modelscope.cn/models/cpatonn-mirror/Seed-OSS-36B-Instruct-AWQ-4bit|2026-10-19T18:03:45+00:00|Ascend_910-b3": {
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@@ -3044,6 +2726,12 @@
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+    "https://modelscope.cn/models/cpatonn-mirror/Seed-OSS-36B-Instruct-AWQ-4bit|2026-10-19T18:03:45+00:00|Kunlunxin_p-800": {
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@@ -3052,6 +2740,14 @@
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@@ -3156,6 +2908,28 @@
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+    "https://modelscope.cn/models/cyankiwi/Agents-A1-AWQ-INT4|2026-10-20T13:32:09+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-21T08:48:51.289900+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/Agents-A1-AWQ-NVFP4|2026-10-19T21:32:10+00:00|Ascend_910-b3": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T08:48:53.026421+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/Agents-A1-AWQ-NVFP4|2026-10-19T21:32:10+00:00|Ascend_910-b4": {
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+      "updatedAt": "2026-10-21T08:48:53.073149+00:00"
+    },
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@@ -3172,6 +2946,12 @@
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+    "https://modelscope.cn/models/cyankiwi/Agents-A1-AWQ-NVFP4|2026-10-19T21:32:10+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-21T08:48:53.161467+00:00"
+    },
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@@ -3196,6 +2976,14 @@
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       "updatedAt": "2026-10-21T08:46:46.747404+00:00"
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+      "updatedAt": "2026-10-21T08:48:51.429640+00:00"
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-    "https://modelscope.cn/models/cyankiwi/GLM-5.3-AWQ-INT4|2026-10-20T14:35:45+00:00|Ascend_910-b4": {
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-    "https://modelscope.cn/models/cyankiwi/GLM-5.3-AWQ-INT4|2026-10-20T14:35:45+00:00|hygon_k100-ai": {
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@@ -3260,6 +3036,20 @@
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       "updatedAt": "2026-10-21T08:46:46.220067+00:00"
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+    "https://modelscope.cn/models/cyankiwi/Hy3-AWQ-NVFP4|2026-10-20T14:28:53+00:00|Kunlunxin_p-800": {
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+    },
+    "https://modelscope.cn/models/cyankiwi/KAT-Coder-V2.5-Dev-AWQ-INT4|2026-10-19T17:56:37+00:00|Ascend_910-b3": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T08:48:55.742007+00:00"
+    },
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@@ -3268,6 +3058,20 @@
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+    "https://modelscope.cn/models/cyankiwi/KAT-Coder-V2.5-Dev-AWQ-INT4|2026-10-19T17:56:37+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-21T08:49:00.068298+00:00"
+    },
+    "https://modelscope.cn/models/cyankiwi/Nex-N2-mini-AWQ-INT4|2026-10-19T17:49:37+00:00|Ascend_910-b3": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T08:48:58.120364+00:00"
+    },
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@@ -3284,6 +3088,12 @@
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       "updatedAt": "2026-10-21T08:46:54.655629+00:00"
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+    "https://modelscope.cn/models/cyankiwi/Nex-N2-mini-AWQ-INT4|2026-10-19T17:49:37+00:00|Kunlunxin_p-800": {
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+    },
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@@ -3316,6 +3126,12 @@
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+    "https://modelscope.cn/models/cyankiwi/Ornith-1.0-35B-AWQ-FP8|2026-10-20T14:01:12+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-21T08:48:50.406958+00:00"
+    },
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@@ -3340,6 +3156,12 @@
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       "updatedAt": "2026-10-21T08:46:48.938736+00:00"
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+    "https://modelscope.cn/models/cyankiwi/Ornith-1.0-35B-AWQ-INT4|2026-10-20T13:37:13+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-21T08:48:50.849498+00:00"
+    },
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@@ -3372,6 +3194,12 @@
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+    "https://modelscope.cn/models/cyankiwi/Ornith-1.0-9B-AWQ-FP8|2026-10-20T12:49:10+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-21T08:48:51.713710+00:00"
+    },
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@@ -3380,6 +3208,14 @@
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+    "https://modelscope.cn/models/cyankiwi/Ornith-1.0-9B-AWQ-INT4|2026-10-19T16:08:11+00:00|Ascend_910-b3": {
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+        "text-to-image-generation",
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@@ -3450,6 +3286,12 @@
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+    "https://modelscope.cn/models/cyankiwi/Qwen-AgentWorld-35B-A3B-AWQ-FP8|2026-10-20T13:33:43+00:00|Kunlunxin_p-800": {
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+    },
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@@ -3458,6 +3300,12 @@
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       "updatedAt": "2026-10-21T08:46:48.955435+00:00"
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+    "https://modelscope.cn/models/cyankiwi/Qwen-AgentWorld-35B-A3B-AWQ-INT4|2026-10-20T14:24:28+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-21T08:48:49.690860+00:00"
+    },
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@@ -3472,7 +3320,7 @@
         "text-to-image-generation",
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@@ -3480,7 +3328,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-        "text-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-21T08:44:48.751813+00:00"
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@@ -3526,7 +3366,7 @@
         "text-to-image-generation",
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@@ -3534,7 +3374,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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@@ -3558,7 +3398,7 @@
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@@ -3566,7 +3406,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-21T08:46:44.214860+00:00"
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-    "https://modelscope.cn/models/siliconflow/DeepSeek-V4.1-Flash-1017-SF-Int8|2026-10-21T00:27:59+00:00|hygon_k100-ai": {
+    "https://modelscope.cn/models/siliconflow/DeepSeek-V4.1-Flash-1017-SF-Int8|2026-10-21T00:27:59+00:00|Kunlunxin_p-800": {
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-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
+        "text-generation"
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-      "updatedAt": "2026-10-21T08:46:44.154139+00:00"
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@@ -5602,7 +5440,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T08:44:49.752464+00:00"
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@@ -5610,7 +5448,7 @@
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@@ -5632,15 +5470,7 @@
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-    "https://modelscope.cn/models/siliconflow/DeepSeek-V4.1-Flash-1017-SF-WFP4AFP8|2026-10-19T06:27:49+00:00|MetaX_c-500": {
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-        "text-generation",
-        "visual-multi-modal"
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@@ -5682,6 +5512,12 @@
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       "updatedAt": "2026-10-21T08:46:47.206798+00:00"
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+    "https://modelscope.cn/models/skt/A.X-K2|2026-10-20T14:08:22+00:00|Kunlunxin_p-800": {
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+      "updatedAt": "2026-10-21T08:48:49.850061+00:00"
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@@ -5722,6 +5558,12 @@
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       "updatedAt": "2026-10-21T08:46:51.966845+00:00"
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+    "https://modelscope.cn/models/skyai/GLM-5.3-W4A8|2026-10-20T02:12:31+00:00|Kunlunxin_p-800": {
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@@ -5730,6 +5572,14 @@
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       "updatedAt": "2026-10-21T08:46:51.901954+00:00"
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+    "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX|2026-10-20T13:13:54+00:00|Ascend_910-b3": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-21T08:48:51.520205+00:00"
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@@ -5824,6 +5666,12 @@
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-20T14:18:28+00:00|Kunlunxin_p-800": {
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@@ -5864,6 +5712,12 @@
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       "updatedAt": "2026-10-21T08:46:48.176775+00:00"
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-20T14:03:56+00:00|Kunlunxin_p-800": {
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-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-20T21:14:24+00:00|Cambricon_mlu-370-x8": {
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T08:46:44.597664+00:00"
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-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-20T21:14:24+00:00|hygon_k100-ai": {
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-20T21:14:24+00:00|Kunlunxin_p-800": {
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-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
+        "text-generation"
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-      "updatedAt": "2026-10-21T08:46:44.556095+00:00"
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@@ -5902,7 +5754,7 @@
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T08:44:50.210273+00:00"
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@@ -5910,7 +5762,7 @@
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T08:44:50.258937+00:00"
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@@ -5932,15 +5784,7 @@
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-    "https://modelscope.cn/models/yuyuyu223/DeepSeek-V4.1-Flash-1017-EXL3-3bpw-2xRTXPRO6000|2026-10-18T16:45:40+00:00|MetaX_c-500": {
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-        "text-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-21T08:44:50.461901+00:00"
+      "updatedAt": "2026-10-21T08:49:05.990718+00:00"
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     "https://modelscope.cn/models/yuyuyu223/DeepSeek-V4.1-Flash-1017-EXL3-3bpw-2xRTXPRO6000|2026-10-18T16:45:40+00:00|hygon_k100-ai": {
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@@ -5982,6 +5826,12 @@
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       "updatedAt": "2026-10-21T08:46:51.166709+00:00"
     },
+    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T08:48:52.295537+00:00"
+    },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|hygon_k100-ai": {
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         "text-generation",
@@ -6671,6 +6521,6 @@
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     }
   ],
-  "taskTreeUpdatedAt": "2026-10-21T08:46:35.482809+00:00",
+  "taskTreeUpdatedAt": "2026-10-21T08:48:46.572159+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 4985f06577..fec0af79d2 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3664,6 +3664,18 @@
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diff --git a/manifest.json b/manifest.json
index 4f5de65b25..1d629b6bca 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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 }