diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 07e4282b4a..e49c9a3c90 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
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-  "generatedAt": "2026-10-24T18:22:39.055117+00:00",
+  "generatedAt": "2026-10-24T18:24:21.349579+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 29919196e5..727d03d12c 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-24T18:22:39.170751+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index b0c0f84a1f..8dbea7154b 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T18:22:39.170751+00:00",
+  "catalogUpdatedAt": "2026-10-24T18:24:21.463357+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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-  "generatedAt": "2026-10-24T18:22:45.124302+00:00",
+  "generatedAt": "2026-10-24T18:24:23.763002+00:00",
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@@ -150,13 +150,11 @@
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-        "text-to-image-generation",
-        "visual-multi-modal"
+        "text-generation"
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-      "updatedAt": "2026-10-24T18:01:00.316638+00:00"
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@@ -206,13 +204,27 @@
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       "updatedAt": "2026-10-24T18:12:35.361385+00:00"
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+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-24T15:07:00+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:24:21.747202+00:00"
+    },
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         "text-to-image-generation",
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       ],
-      "updatedAt": "2026-10-24T18:01:01.015167+00:00"
+      "updatedAt": "2026-10-24T18:24:23.266326+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T18:24:23.222599+00:00"
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@@ -222,19 +234,6 @@
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-      "updatedAt": "2026-10-24T17:51:50.436952+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Ascend_910-b4": {
+    "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": "2026-10-24T17:51:50.438187+00:00"
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@@ -340,6 +310,12 @@
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       "updatedAt": "2026-10-24T18:12:38.309832+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Biren_166m": {
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+      ],
+      "updatedAt": "2026-10-24T18:24:23.222311+00:00"
+    },
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@@ -388,6 +351,12 @@
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+      ],
+      "updatedAt": "2026-10-24T18:24:23.222224+00:00"
+    },
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-      "updatedAt": "2026-10-24T17:51:50.378735+00:00"
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@@ -442,15 +398,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T18:01:01.017099+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-b4": {
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Biren_166m": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
+        "text-generation"
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-      "updatedAt": "2026-10-24T17:51:50.437439+00:00"
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@@ -460,19 +414,6 @@
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@@ -508,13 +441,19 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|hygon_k100-ai": {
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         "text-to-image-generation",
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-      "updatedAt": "2026-10-24T18:01:00.494850+00:00"
+      "updatedAt": "2026-10-24T18:24:23.369765+00:00"
+    },
+    "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-24T07:25:05+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-24T18:24:22.021954+00:00"
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@@ -564,6 +503,20 @@
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       "updatedAt": "2026-10-24T18:12:35.885332+00:00"
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+    "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-24T07:25:05+00:00|hygon_k100-ai": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:24:22.076449+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Biren_166m": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T18:24:22.359504+00:00"
+    },
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@@ -593,13 +546,27 @@
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       "updatedAt": "2026-10-24T18:12:36.219100+00:00"
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+    "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": "2026-10-24T18:24:22.396906+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Ascend_910-b3": {
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         "text-to-image-generation",
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-      "updatedAt": "2026-10-24T18:01:00.669904+00:00"
+      "updatedAt": "2026-10-24T18:24:22.378723+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-24T18:24:22.338878+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|Cambricon_mlu-370-x4": {
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@@ -636,6 +603,20 @@
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       "updatedAt": "2026-10-24T18:12:36.212003+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|hygon_k100-ai": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:24:22.427544+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Biren_166m": {
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@@ -677,7 +658,13 @@
         "text-to-image-generation",
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Biren_166m": {
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@@ -714,13 +701,19 @@
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-      "updatedAt": "2026-10-24T18:01:00.487931+00:00"
+      "updatedAt": "2026-10-24T18:24:22.536436+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-24T12:32:08+00:00|Biren_166m": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T18:24:21.970746+00:00"
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@@ -770,13 +763,19 @@
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-    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Ascend_910-b3": {
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-      "updatedAt": "2026-10-24T18:01:00.368772+00:00"
+      "updatedAt": "2026-10-24T18:24:22.021505+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-24T13:52:02+00:00|Biren_166m": {
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@@ -826,6 +825,14 @@
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+    "https://modelscope.cn/models/cyankiwi/GLM-4.5-Air-Derestricted-AWQ-8bit|2026-10-21T19:09:20+00:00|hygon_k100-ai": {
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@@ -2227,21 +2291,21 @@
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@@ -2960,6 +2959,14 @@
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+    "https://modelscope.cn/models/michaltina/Qwen3.8-Flash-Next-Rulith-EXL3-GGUF|2026-10-22T03:51:50+00:00|Biren_166m": {
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+    "https://modelscope.cn/models/michaltina/Qwen3.8-Flash-Next-Rulith-EXL3-GGUF|2026-10-22T03:51:50+00:00|hygon_k100-ai": {
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         "text-to-image-generation",
         "visual-multi-modal"
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+    },
+    "https://modelscope.cn/models/nv-community/DeepSeek-V3.1-NVFP4|2026-10-21T20:02:42+00:00|Biren_166m": {
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@@ -5244,13 +5013,27 @@
       ],
       "updatedAt": "2026-10-24T18:12:36.558074+00:00"
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+    "https://modelscope.cn/models/nv-community/DeepSeek-V3.1-NVFP4|2026-10-21T20:02:42+00:00|hygon_k100-ai": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T18:24:22.892580+00:00"
+    },
     "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-22T12:07:29+00:00|Ascend_910-b3": {
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         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T18:01:00.809637+00:00"
+      "updatedAt": "2026-10-24T18:24:22.675873+00:00"
+    },
+    "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-22T12:07:29+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-24T18:24:22.619116+00:00"
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     "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-22T12:07:29+00:00|Cambricon_mlu-370-x4": {
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@@ -5287,13 +5070,27 @@
       ],
       "updatedAt": "2026-10-24T18:12:36.448867+00:00"
     },
+    "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-22T12:07:29+00:00|hygon_k100-ai": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-24T18:24:22.712086+00:00"
+    },
     "https://modelscope.cn/models/prithivMLmods/Ornith-1.5-122B-MTP-GGUF|2026-10-22T15:14:12+00:00|Ascend_910-b3": {
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         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T18:01:00.599491+00:00"
+      "updatedAt": "2026-10-24T18:24:22.338350+00:00"
+    },
+    "https://modelscope.cn/models/prithivMLmods/Ornith-1.5-122B-MTP-GGUF|2026-10-22T15:14:12+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-24T18:24:22.287567+00:00"
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     "https://modelscope.cn/models/prithivMLmods/Ornith-1.5-122B-MTP-GGUF|2026-10-22T15:14:12+00:00|Cambricon_mlu-370-x4": {
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@@ -5330,6 +5127,20 @@
       ],
       "updatedAt": "2026-10-24T18:12:36.103794+00:00"
     },
+    "https://modelscope.cn/models/prithivMLmods/Ornith-1.5-122B-MTP-GGUF|2026-10-22T15:14:12+00:00|hygon_k100-ai": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:24:22.371901+00:00"
+    },
+    "https://modelscope.cn/models/prithivMLmods/XHToken-Spark-X2.6-4B-GGUF|2026-10-21T18:27:55+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T18:24:23.159396+00:00"
+    },
     "https://modelscope.cn/models/prithivMLmods/XHToken-Spark-X2.6-4B-GGUF|2026-10-21T18:27:55+00:00|Cambricon_mlu-370-x4": {
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@@ -5338,19 +5149,6 @@
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-    "https://modelscope.cn/models/prithivMLmods/XHToken-Spark-X2.6-4B-GGUF|2026-10-21T18:27:55+00:00|Iluvatar_bi-150": {
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-        "asr",
-        "question_answering",
-        "reinforcement_learning",
-        "text-generation",
-        "text-to-image-generation",
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-      "updatedAt": "2026-10-24T17:51:50.378651+00:00"
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     "https://modelscope.cn/models/prithivMLmods/XHToken-Spark-X2.6-4B-GGUF|2026-10-21T18:27:55+00:00|Iluvatar_mrv-100": {
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@@ -5384,7 +5182,13 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T18:01:00.740471+00:00"
+      "updatedAt": "2026-10-24T18:24:22.661790+00:00"
+    },
+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-22T13:21:07+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T18:24:22.619023+00:00"
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     "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-22T13:21:07+00:00|Cambricon_mlu-370-x4": {
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@@ -5421,13 +5225,27 @@
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       "updatedAt": "2026-10-24T18:12:36.394482+00:00"
     },
+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-22T13:21:07+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:24:22.732248+00:00"
+    },
     "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Ascend_910-b3": {
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         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T18:01:00.669621+00:00"
+      "updatedAt": "2026-10-24T18:24:22.330793+00:00"
+    },
+    "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|Biren_166m": {
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+        "text-generation"
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+      "updatedAt": "2026-10-24T18:24:22.287631+00:00"
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@@ -5464,6 +5282,14 @@
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       "updatedAt": "2026-10-24T18:12:36.163175+00:00"
     },
+    "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:24:22.385106+00:00"
+    },
     "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX|2026-10-24T12:36:06+00:00|Vastai_va16": {
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@@ -5476,13 +5302,11 @@
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-    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|Ascend_910-b3": {
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-        "text-generation",
-        "text-to-image-generation",
-        "visual-multi-modal"
+        "text-generation"
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-      "updatedAt": "2026-10-24T18:01:00.444064+00:00"
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-    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Ascend_910-b3": {
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-GGUF|2026-10-24T13:14:03+00:00|hygon_k100-ai": {
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         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T18:01:00.444085+00:00"
+      "updatedAt": "2026-10-24T18:24:21.919393+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Biren_166m": {
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+        "text-generation"
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+      "updatedAt": "2026-10-24T18:24:21.970202+00:00"
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     "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|Cambricon_mlu-370-x4": {
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@@ -5588,13 +5418,19 @@
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-24T12:59:23+00:00|hygon_k100-ai": {
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         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T18:01:00.369089+00:00"
+      "updatedAt": "2026-10-24T18:24:22.021650+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Biren_166m": {
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     "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|Cambricon_mlu-370-x4": {
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@@ -5644,13 +5480,27 @@
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       "updatedAt": "2026-10-24T18:12:35.531640+00:00"
     },
+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:24:21.851535+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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         "text-generation",
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T18:01:00.740451+00:00"
+      "updatedAt": "2026-10-24T18:24:22.549562+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-24T18:24:22.501971+00:00"
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     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Cambricon_mlu-370-x4": {
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@@ -5687,13 +5537,27 @@
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       "updatedAt": "2026-10-24T18:12:36.340033+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": "2026-10-24T18:24:22.605760+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"
       ],
-      "updatedAt": "2026-10-24T18:01:00.740407+00:00"
+      "updatedAt": "2026-10-24T18:24:22.493802+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Biren_166m": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-24T18:24:22.453059+00:00"
     },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Cambricon_mlu-370-x4": {
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@@ -5730,6 +5594,14 @@
       ],
       "updatedAt": "2026-10-24T18:12:36.320837+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": "2026-10-24T18:24:22.543133+00:00"
+    },
     "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|Cambricon_mlu-370-x4": {
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         "text-generation",
@@ -5743,6 +5615,14 @@
         "text-generation"
       ],
       "updatedAt": "2026-10-24T18:12:35.993111+00:00"
+    },
+    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-24T00:34:29+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T18:24:22.152479+00:00"
     }
   },
   "taskTree": [
@@ -6425,6 +6305,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T18:22:39.170751+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T18:24:21.463357+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 3c3d19520b..92299379c1 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3782,6 +3782,18 @@
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diff --git a/manifest.json b/manifest.json
index 4999150167..4feb8a2cd1 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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