diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index eb46127cb6..576ac3b434 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T02:16:59.370695+00:00",
+  "generatedAt": "2026-10-24T02:20:39.052676+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 436a5def38..1d6318a5e0 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-24T02:17:33.063949+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index b5bedc5ce6..f2359d2283 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T02:17:33.063949+00:00",
+  "catalogUpdatedAt": "2026-10-24T02:20:39.158331+00:00",
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     "text-generation"
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@@ -56,7 +56,7 @@
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-  "generatedAt": "2026-10-24T02:18:45.064824+00:00",
+  "generatedAt": "2026-10-24T02:21:06.766891+00:00",
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-      "updatedAt": "2026-10-24T01:10:41.597979+00:00"
-    },
-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-23T14:44:56+00:00|Ascend_910-b4": {
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-      "updatedAt": "2026-10-24T01:10:41.486409+00:00"
-    },
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T01:10:41.451741+00:00"
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-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-23T14:44:56+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-24T01:10:41.558767+00:00"
-    },
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         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T01:08:39.600462+00:00"
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@@ -256,7 +227,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T01:08:39.489915+00:00"
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@@ -280,13 +251,13 @@
         "text-generation",
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-      "updatedAt": "2026-10-24T01:08:39.438857+00:00"
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       ],
-      "updatedAt": "2026-10-24T01:08:39.548210+00:00"
+      "updatedAt": "2026-10-24T02:20:49.669638+00:00"
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@@ -294,7 +265,7 @@
         "text-to-image-generation",
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-      "updatedAt": "2026-10-24T01:08:39.439260+00:00"
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         "text-to-image-generation",
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-      "updatedAt": "2026-10-24T01:08:39.202880+00:00"
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         "text-generation",
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-      "updatedAt": "2026-10-24T01:08:39.156583+00:00"
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-      "updatedAt": "2026-10-24T01:08:38.901769+00:00"
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         "text-to-image-generation",
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-      "updatedAt": "2026-10-24T01:08:39.548666+00:00"
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-      "updatedAt": "2026-10-24T01:08:39.498328+00:00"
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@@ -498,6 +469,22 @@
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       "updatedAt": "2026-10-24T02:18:36.654621+00:00"
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.283400+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Ascend_910-b4": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.150878+00:00"
+    },
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@@ -515,12 +502,35 @@
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       "updatedAt": "2026-10-24T01:10:43.257844+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|Mthreads_s4000": {
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+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.059964+00:00"
+    },
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         "text-generation"
       ],
       "updatedAt": "2026-10-24T01:10:43.190210+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-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:42.990219+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:42.815932+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Iluvatar_mrv-100": {
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@@ -538,12 +548,27 @@
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       "updatedAt": "2026-10-24T01:10:43.183166+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|Mthreads_s4000": {
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+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:42.786389+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Vastai_va16": {
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         "text-generation"
       ],
       "updatedAt": "2026-10-24T01:10:43.089881+00:00"
     },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:42.596392+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Iluvatar_mrv-100": {
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@@ -567,6 +592,22 @@
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       "updatedAt": "2026-10-24T01:10:43.063526+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.362466+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.310829+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Iluvatar_mrv-100": {
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@@ -584,28 +625,19 @@
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       "updatedAt": "2026-10-24T01:10:43.359646+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.168828+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5|2026-10-22T14:13:07+00:00|Vastai_va16": {
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-    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|Ascend_910-b3": {
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-    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|Ascend_910-b4": {
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     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|Iluvatar_mrv-100": {
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@@ -615,43 +647,6 @@
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-    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|MetaX_c-500": {
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-    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|Mthreads_s4000": {
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-    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-23T13:10:20+00:00|Vastai_va16": {
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-    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|Ascend_910-b3": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-24T01:10:41.891013+00:00"
-    },
-    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|Ascend_910-b4": {
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     "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|Iluvatar_mrv-100": {
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@@ -669,26 +664,13 @@
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-    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-23T13:42:15+00:00|Vastai_va16": {
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-      "updatedAt": "2026-10-24T01:10:41.851252+00:00"
-    },
     "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|Ascend_910-b3": {
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         "text-generation",
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-24T01:08:55.150803+00:00"
+      "updatedAt": "2026-10-24T02:21:06.774958+00:00"
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@@ -696,7 +678,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-24T01:08:55.078740+00:00"
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     "https://modelscope.cn/models/JANGQ-AI/MiniMax-M2.7-JANGTQ4|2026-10-21T15:57:28+00:00|Iluvatar_mrv-100": {
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@@ -720,13 +702,29 @@
         "text-generation",
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       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-24T01:08:55.109929+00:00"
+      "updatedAt": "2026-10-24T02:21:06.708496+00:00"
+    },
+    "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.501900+00:00"
+    },
+    "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.469420+00:00"
     },
     "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Iluvatar_mrv-100": {
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@@ -745,12 +743,27 @@
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       "updatedAt": "2026-10-24T01:10:43.459320+00:00"
     },
+    "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.383526+00:00"
+    },
     "https://modelscope.cn/models/JetBrains/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-22T13:53:53+00:00|Vastai_va16": {
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+    "https://modelscope.cn/models/elejoai/offline-voice-model-packs|2026-10-23T05:48:42+00:00|Ascend_910-b4": {
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+      "updatedAt": "2026-10-24T02:20:43.965754+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.862550+00:00"
+    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Iluvatar_mrv-100": {
       "taskTypes": [
         "asr",
@@ -5706,12 +5699,35 @@
       ],
       "updatedAt": "2026-10-24T01:10:43.569021+00:00"
     },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.793342+00:00"
+    },
     "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|Vastai_va16": {
       "taskTypes": [
         "text-generation"
       ],
       "updatedAt": "2026-10-24T01:10:43.470331+00:00"
     },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.862779+00:00"
+    },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.782505+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Iluvatar_mrv-100": {
       "taskTypes": [
         "asr",
@@ -5729,6 +5745,13 @@
       ],
       "updatedAt": "2026-10-24T01:10:43.577419+00:00"
     },
+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Mthreads_s4000": {
+      "taskTypes": [
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-24T02:20:43.749712+00:00"
+    },
     "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Vastai_va16": {
       "taskTypes": [
         "text-generation"
@@ -6445,6 +6468,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T02:17:33.063949+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T02:20:39.158331+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 091791d5f6..ced022c34d 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3737,6 +3737,18 @@
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diff --git a/manifest.json b/manifest.json
index 805bfe81c6..85178805b8 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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+    ".modelhub_state/recovery_intents.jsonl": "7fbfa50f0b34af1d30ff0198762aad0824833a1b701058fd86c2de6c3cf1946f",
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-  "generation": 32824,
-  "phase": "cycle",
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+  "phase": "intent",
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-  "updatedAt": "2026-10-24T02:19:06.510157+00:00",
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 }