diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 952285887f..1ca9cb57f8 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
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-  "generatedAt": "2026-10-22T13:52:11.253753+00:00",
+  "generatedAt": "2026-10-22T13:54:15.382851+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 381740aea8..3fab36c444 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-22T13:52:11.361008+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index e3db7c2662..c64140cf5f 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-22T13:52:11.361008+00:00",
+  "catalogUpdatedAt": "2026-10-22T13:54:15.461853+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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-  "generatedAt": "2026-10-22T13:52:36.258978+00:00",
+  "generatedAt": "2026-10-22T13:54:19.979264+00:00",
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@@ -270,6 +270,28 @@
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       "updatedAt": "2026-10-22T13:52:18.881399+00:00"
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+        "question_answering",
+        "reinforcement_learning",
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+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T13:54:17.844624+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-21T18:19:17+00:00|Iluvatar_mrv-100": {
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+        "text-to-image-generation",
+        "visual-multi-modal"
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+    },
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@@ -300,6 +322,28 @@
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       "updatedAt": "2026-10-22T13:52:19.450877+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Iluvatar_bi-150": {
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+        "asr",
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+        "reinforcement_learning",
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+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T13:54:17.987431+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": "2026-10-22T13:54:18.058118+00:00"
+    },
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@@ -322,6 +366,28 @@
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       "updatedAt": "2026-10-22T13:52:19.558501+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Iluvatar_bi-150": {
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+        "vision_classification",
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+      "updatedAt": "2026-10-22T13:54:17.987388+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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+        "text-generation",
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T13:54:18.084328+00:00"
+    },
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@@ -344,6 +410,28 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Iluvatar_bi-150": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T13:54:17.845115+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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+      "updatedAt": "2026-10-22T13:54:17.890631+00:00"
+    },
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@@ -366,6 +454,28 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Iluvatar_bi-150": {
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+      "updatedAt": "2026-10-22T13:54:17.844944+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Iluvatar_mrv-100": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T13:54:17.899147+00:00"
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@@ -396,6 +506,28 @@
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       "updatedAt": "2026-10-22T13:52:19.508510+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Iluvatar_bi-150": {
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T13:54:17.987458+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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+      "updatedAt": "2026-10-22T13:54:18.076878+00:00"
+    },
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@@ -574,58 +706,6 @@
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@@ -656,6 +736,58 @@
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       "updatedAt": "2026-10-22T13:52:14.164447+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T13:52:57+00:00|Ascend_910-b3": {
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+      "updatedAt": "2026-10-22T13:54:16.096363+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T13:52:57+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T13:54:16.054581+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T13:52:57+00:00|Iluvatar_bi-150": {
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+        "question_answering",
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+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
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+      "updatedAt": "2026-10-22T13:54:16.256977+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T13:52:57+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T13:54:16.373338+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T13:52:57+00:00|Kunlunxin_p-800": {
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+      ],
+      "updatedAt": "2026-10-22T13:54:16.135892+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T13:52:57+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T13:54:16.188569+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T04:17:02+00:00|Ascend_910-b4": {
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@@ -664,6 +796,28 @@
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       "updatedAt": "2026-10-22T13:52:13.868768+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T04:17:02+00:00|Iluvatar_bi-150": {
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+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T13:54:17.369028+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T04:17:02+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T13:54:17.403561+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T04:17:02+00:00|Kunlunxin_p-800": {
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@@ -678,6 +832,58 @@
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       "updatedAt": "2026-10-22T13:52:13.977896+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T12:38:25+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T13:54:16.884559+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T12:38:25+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T13:54:16.848407+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T12:38:25+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T13:54:17.150953+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T12:38:25+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T13:54:17.193454+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T12:38:25+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-22T13:54:16.951295+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T12:38:25+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T13:54:17.070397+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-22T12:45:12+00:00|Ascend_910-b3": {
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         "text-generation",
@@ -694,6 +900,28 @@
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       "updatedAt": "2026-10-22T13:52:12.045729+00:00"
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+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-22T12:45:12+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T13:54:16.680379+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-22T12:45:12+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-22T13:54:16.762468+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-22T12:45:12+00:00|Kunlunxin_p-800": {
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@@ -724,6 +952,28 @@
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       "updatedAt": "2026-10-22T13:52:27.672364+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-21T16:37:11+00:00|Iluvatar_bi-150": {
+      "taskTypes": [
+        "asr",
+        "question_answering",
+        "reinforcement_learning",
+        "text-generation",
+        "text-to-image-generation",
+        "text_classification",
+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T13:54:18.811228+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-21T16:37:11+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T13:54:18.888530+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-21T16:37:11+00:00|Kunlunxin_p-800": {
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@@ -754,6 +1004,28 @@
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       "updatedAt": "2026-10-22T13:52:32.792691+00:00"
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+    "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|Iluvatar_bi-150": {
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+        "text-to-image-generation",
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+        "vision_classification",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-22T13:54:19.522163+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
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@@ -2514,6 +2843,19 @@
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@@ -3493,6 +3803,19 @@
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@@ -3509,6 +3832,28 @@
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@@ -3545,6 +3890,15 @@
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@@ -3575,6 +3929,28 @@
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@@ -3668,7 +3992,7 @@
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@@ -3693,6 +4017,15 @@
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-    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Kunlunxin_p-800": {
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-      "updatedAt": "2026-10-22T13:49:24.857859+00:00"
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-    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|MetaX_c-500": {
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-  "taskTreeUpdatedAt": "2026-10-22T13:52:11.361008+00:00",
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diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index fc3e469366..0ab56157a2 100644
--- a/.modelhub_state/recovery_intents.jsonl
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diff --git a/manifest.json b/manifest.json
index dd2e0f18fd..6769ccd410 100644
--- a/manifest.json
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 }