diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 06e5ba229b..fc82e0d67d 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,7 +443,7 @@
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index ce9dc35bea..cd04bb8c88 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-09T22:20:35.676649+00:00",
+  "catalogUpdatedAt": "2026-10-09T22:23:54.564480+00:00",
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@@ -56,7 +56,7 @@
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-  "generatedAt": "2026-10-09T22:20:53.388172+00:00",
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@@ -185,7 +185,7 @@
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@@ -237,7 +237,7 @@
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@@ -290,6 +290,15 @@
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       "updatedAt": "2026-10-09T22:14:11.397625+00:00"
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@@ -341,6 +350,15 @@
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@@ -398,6 +416,15 @@
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@@ -528,6 +564,15 @@
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@@ -579,6 +624,15 @@
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@@ -630,6 +684,15 @@
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@@ -681,6 +744,15 @@
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@@ -732,6 +804,15 @@
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       "updatedAt": "2026-10-09T22:13:55.455927+00:00"
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+    "https://modelscope.cn/models/IFM/LoopedLM-P1-dense-middle-prelude-injection-336b|2026-10-03T06:19:08+00:00|Iluvatar_mrv-100": {
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+    },
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@@ -783,6 +864,15 @@
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       "updatedAt": "2026-10-09T22:13:56.258320+00:00"
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+    "https://modelscope.cn/models/IFM/LoopedLM-P1-dense-ouro-raw-injection-336b|2026-10-03T06:06:47+00:00|Iluvatar_mrv-100": {
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@@ -834,6 +924,15 @@
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       "updatedAt": "2026-10-09T22:13:56.159013+00:00"
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+    "https://modelscope.cn/models/IFM/LoopedLM-P1-dense-shared-hl-336b|2026-10-03T06:09:56+00:00|Iluvatar_mrv-100": {
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@@ -885,6 +984,15 @@
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       "updatedAt": "2026-10-09T22:13:55.354205+00:00"
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+    "https://modelscope.cn/models/IFM/LoopedLM-P1-dense-split-hl-336b|2026-10-03T06:24:06+00:00|Iluvatar_mrv-100": {
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+    },
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@@ -936,6 +1044,15 @@
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       "updatedAt": "2026-10-09T22:13:56.153451+00:00"
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+    },
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@@ -987,6 +1104,15 @@
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       "updatedAt": "2026-10-09T22:13:51.661287+00:00"
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+    "https://modelscope.cn/models/IFM/LoopedLM-P2-d4-m|2026-10-06T14:35:40+00:00|Iluvatar_mrv-100": {
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@@ -1038,6 +1164,15 @@
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       "updatedAt": "2026-10-09T22:13:51.986440+00:00"
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+    "https://modelscope.cn/models/IFM/LoopedLM-P2-d4-s|2026-10-06T14:30:37+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
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+        "visual-multi-modal"
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+      "updatedAt": "2026-10-09T22:23:56.821857+00:00"
+    },
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@@ -1089,6 +1224,15 @@
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       "updatedAt": "2026-10-09T22:13:50.453380+00:00"
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+    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-l-fixed-pln5|2026-10-06T14:51:22+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-09T22:23:56.145860+00:00"
+    },
     "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-l-fixed-pln5|2026-10-06T14:51:22+00:00|Kunlunxin_p-800": {
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@@ -1140,6 +1284,15 @@
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       "updatedAt": "2026-10-09T22:13:50.451941+00:00"
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+    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-l-fixed-r5|2026-10-06T14:52:33+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
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+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-09T22:23:56.130775+00:00"
+    },
     "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-l-fixed-r5|2026-10-06T14:52:33+00:00|Kunlunxin_p-800": {
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@@ -1191,6 +1344,15 @@
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       "updatedAt": "2026-10-09T22:13:50.985720+00:00"
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+    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-m-fixed-pln5|2026-10-06T14:43:57+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-09T22:23:56.431072+00:00"
+    },
     "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-m-fixed-pln5|2026-10-06T14:43:57+00:00|Kunlunxin_p-800": {
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@@ -1242,6 +1404,15 @@
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       "updatedAt": "2026-10-09T22:13:50.988985+00:00"
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+    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-m-fixed-r5|2026-10-06T14:44:12+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-09T22:23:56.430787+00:00"
+    },
     "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-m-fixed-r5|2026-10-06T14:44:12+00:00|Kunlunxin_p-800": {
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@@ -1285,13 +1456,14 @@
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-    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-m-huginn-linear|2026-10-06T14:59:42+00:00|Ascend_910-b4": {
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         "text-generation",
         "text-to-image-generation",
         "visual-multi-modal"
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     "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-m-huginn-linear|2026-10-06T14:59:42+00:00|Kunlunxin_p-800": {
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@@ -1307,42 +1479,20 @@
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-    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-m-huginn-linear|2026-10-06T14:59:42+00:00|hygon_k100-ai": {
+    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-m-learned-entropy0p01|2026-10-06T15:00:27+00:00|Iluvatar_mrv-100": {
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-        "text-to-image-generation",
-        "visual-multi-modal"
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-      "updatedAt": "2026-10-09T22:13:49.813560+00:00"
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@@ -1358,27 +1508,6 @@
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-        "visual-multi-modal"
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-    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-m-learned-entropy0p01|2026-10-06T15:00:27+00:00|Vastai_va16": {
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-    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-m-learned-entropy0p01|2026-10-06T15:00:27+00:00|hygon_k100-ai": {
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     "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-m-learned-entropy0|2026-10-06T14:41:43+00:00|Ascend_910-b3": {
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@@ -1395,6 +1524,15 @@
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       "updatedAt": "2026-10-09T22:13:51.052298+00:00"
     },
+    "https://modelscope.cn/models/IFM/LoopedLM-P2-huginn-m-learned-entropy0|2026-10-06T14:41:43+00:00|Iluvatar_mrv-100": {
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+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-09T22:23:56.431401+00:00"
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+    },
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@@ -3194,6 +3325,15 @@
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+    "https://modelscope.cn/models/bartowski/Mellum2.1-12B-A2.5B-Thinking-GGUF|2026-10-08T19:08:57+00:00|Iluvatar_mrv-100": {
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+      "updatedAt": "2026-10-09T22:23:55.243715+00:00"
+    },
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+    "https://modelscope.cn/models/bartowski/TheDrummer_Behemoth-X-123B-v2.2-GGUF|2026-10-07T21:28:50+00:00|Iluvatar_mrv-100": {
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-      "updatedAt": "2026-10-09T22:13:48.766551+00:00"
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-    "https://modelscope.cn/models/bravesoftware/Caracal-1|2026-10-06T18:39:26+00:00|Ascend_910-b3": {
+    "https://modelscope.cn/models/bravesoftware/Caracal-1|2026-10-06T18:39:26+00:00|Iluvatar_mrv-100": {
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-      "updatedAt": "2026-10-09T22:13:49.751222+00:00"
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@@ -3316,27 +3415,6 @@
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-    "https://modelscope.cn/models/bravesoftware/Caracal-1|2026-10-06T18:39:26+00:00|Vastai_va16": {
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-    "https://modelscope.cn/models/bravesoftware/Caracal-1|2026-10-06T18:39:26+00:00|hygon_k100-ai": {
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@@ -3367,6 +3445,15 @@
       ],
       "updatedAt": "2026-10-09T22:14:09.552226+00:00"
     },
+    "https://modelscope.cn/models/chenyumo/moziAI-27B-MTP|2026-09-25T03:59:57+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-09T22:23:59.118072+00:00"
+    },
     "https://modelscope.cn/models/chenyumo/moziAI-27B-MTP|2026-09-25T03:59:57+00:00|Kunlunxin_p-800": {
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@@ -3418,6 +3505,15 @@
       ],
       "updatedAt": "2026-10-09T22:14:09.852178+00:00"
     },
+    "https://modelscope.cn/models/chenyumo/moziAI-35B-A3B-MOE-MTP|2026-09-25T03:56:17+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-09T22:23:59.118333+00:00"
+    },
     "https://modelscope.cn/models/chenyumo/moziAI-35B-A3B-MOE-MTP|2026-09-25T03:56:17+00:00|Kunlunxin_p-800": {
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@@ -3460,7 +3556,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-09T22:07:52.299565+00:00"
+      "updatedAt": "2026-10-09T22:24:01.409095+00:00"
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     "https://modelscope.cn/models/cix/DeepSeek-R1-Distill-Qwen-7B-GGUF|2026-09-11T07:54:02+00:00|Kunlunxin_p-800": {
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@@ -3505,7 +3601,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-09T22:07:51.522738+00:00"
+      "updatedAt": "2026-10-09T22:24:00.566374+00:00"
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     "https://modelscope.cn/models/dealignai/Bonsai-2-27B-1bit-CRACK-GGUF|2026-09-18T13:05:43+00:00|Kunlunxin_p-800": {
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@@ -3565,7 +3661,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-09T22:07:51.325451+00:00"
+      "updatedAt": "2026-10-09T22:24:00.416246+00:00"
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     "https://modelscope.cn/models/dealignai/Bonsai-2-27B-Ternary-CRACK-GGUF|2026-09-18T14:52:28+00:00|Kunlunxin_p-800": {
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@@ -3618,6 +3714,15 @@
       ],
       "updatedAt": "2026-10-09T22:14:06.856667+00:00"
     },
+    "https://modelscope.cn/models/elejoai/offline-voice-model-packs|2026-09-28T09:46:06+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-09T22:23:58.566660+00:00"
+    },
     "https://modelscope.cn/models/elejoai/offline-voice-model-packs|2026-09-28T09:46:06+00:00|Kunlunxin_p-800": {
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@@ -3696,7 +3801,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-09T22:07:54.705662+00:00"
+      "updatedAt": "2026-10-09T22:24:03.353596+00:00"
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     "https://modelscope.cn/models/ewinregirgojr/Qwen3.8-19B-Pruned|2026-08-31T18:36:01+00:00|Kunlunxin_p-800": {
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@@ -3749,6 +3854,15 @@
       ],
       "updatedAt": "2026-10-09T22:13:54.058064+00:00"
     },
+    "https://modelscope.cn/models/facebook/OMol25|2026-10-05T12:16:59+00:00|Iluvatar_mrv-100": {
+      "taskTypes": [
+        "asr",
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-09T22:23:57.237343+00:00"
+    },
     "https://modelscope.cn/models/facebook/OMol25|2026-10-05T12:16:59+00:00|MetaX_c-500": {
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@@ -3801,7 +3915,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-09T22:07:53.222160+00:00"
+      "updatedAt": "2026-10-09T22:24:02.120485+00:00"
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     "https://modelscope.cn/models/geantendormi/Qwen3-8B-LoRA-abliteration-IQ3_XXS-GGUF|2026-09-08T04:52:32+00:00|Kunlunxin_p-800": {
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@@ -3867,7 +3981,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-09T22:07:54.466324+00:00"
+      "updatedAt": "2026-10-09T22:24:03.210179+00:00"
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     "https://modelscope.cn/models/hf/dzannotti-Qwen3.8-Flash-Next-MTP-GGUF|2026-09-01T12:53:26+00:00|Kunlunxin_p-800": {
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@@ -3933,7 +4047,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-09T22:07:51.971339+00:00"
+      "updatedAt": "2026-10-09T22:24:00.983170+00:00"
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     "https://modelscope.cn/models/icychick/Qwen3.5-text-0.8B-GGUF|2026-09-14T05:41:13+00:00|Kunlunxin_p-800": {
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@@ -4007,7 +4121,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-09T22:07:55.029650+00:00"
+      "updatedAt": "2026-10-09T22:24:03.568389+00:00"
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     "https://modelscope.cn/models/incoai/GLM-5.3-DFlash2|2026-08-29T14:34:37+00:00|Kunlunxin_p-800": {
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@@ -4067,7 +4181,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-09T22:07:54.838093+00:00"
+      "updatedAt": "2026-10-09T22:24:03.372312+00:00"
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     "https://modelscope.cn/models/incoai/GLM-5.3-Flash-DFlash2|2026-08-31T17:31:00+00:00|Kunlunxin_p-800": {
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@@ -4111,7 +4225,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-09T22:07:55.035135+00:00"
+      "updatedAt": "2026-10-09T22:24:03.568732+00:00"
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     "https://modelscope.cn/models/incoai/Qwen3.8-27B-DFlash2-GGUF|2026-08-29T14:19:11+00:00|Kunlunxin_p-800": {
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@@ -4133,21 +4247,14 @@
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-    "https://modelscope.cn/models/iyangqing/st-image|2026-10-09T09:44:25+00:00|Ascend_910-b3": {
+    "https://modelscope.cn/models/iyangqing/st-image|2026-10-09T09:44:25+00:00|Iluvatar_mrv-100": {
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@@ -5111,6 +5192,15 @@
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+    "https://modelscope.cn/models/prithivMLmods/Tev1-4B-experimental-GGUF|2026-09-24T18:27:47+00:00|Iluvatar_mrv-100": {
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+    "https://modelscope.cn/models/tsinghua-sigs-robot-lab/VeriLoop-E2-GGUF|2026-10-09T03:23:16+00:00|Iluvatar_mrv-100": {
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@@ -5255,6 +5354,12 @@
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+    "https://modelscope.cn/models/tsinghua-sigs-robot-lab/VeriLoop-E2-GGUF|2026-10-09T03:23:16+00:00|Vastai_va16": {
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+      "updatedAt": "2026-10-09T22:23:55.057310+00:00"
+    },
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@@ -5285,6 +5390,15 @@
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+    "https://modelscope.cn/models/ukisai/Swift-Bonsai-2-GGUF|2026-09-24T18:49:46+00:00|Iluvatar_mrv-100": {
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@@ -5378,7 +5464,7 @@
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+      "updatedAt": "2026-10-09T22:24:04.653095+00:00"
     },
     "https://modelscope.cn/models/voconly/nemotron-3.5-asr-streaming-0.6b-gguf|2026-08-26T04:39:25+00:00|Kunlunxin_p-800": {
       "taskTypes": [
@@ -5465,7 +5551,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-09T22:07:55.892807+00:00"
+      "updatedAt": "2026-10-09T22:24:04.467512+00:00"
     },
     "https://modelscope.cn/models/voconly/parakeet-unified-en-0.6b-gguf|2026-08-26T04:39:36+00:00|Kunlunxin_p-800": {
       "taskTypes": [
@@ -5494,7 +5580,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-09T22:07:55.870533+00:00"
+      "updatedAt": "2026-10-09T22:24:04.467315+00:00"
     },
     "https://modelscope.cn/models/voconly/whisper-large-v3-turbo-gguf|2026-08-26T04:39:43+00:00|Kunlunxin_p-800": {
       "taskTypes": [
@@ -5545,7 +5631,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-09T22:07:51.334151+00:00"
+      "updatedAt": "2026-10-09T22:24:00.415711+00:00"
     },
     "https://modelscope.cn/models/wufubaoa/Nlp_Polylm_Assistant_13B_Text_Generation-15B-GGUF|2026-09-19T02:53:32+00:00|Kunlunxin_p-800": {
       "taskTypes": [
@@ -5589,7 +5675,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-09T22:07:56.218204+00:00"
+      "updatedAt": "2026-10-09T22:24:04.739507+00:00"
     },
     "https://modelscope.cn/models/z-lab/Qwen3.8-27B-DFlash2-GGUF|2026-08-25T14:22:45+00:00|Kunlunxin_p-800": {
       "taskTypes": [
@@ -5609,7 +5695,7 @@
       "taskTypes": [
         "text-generation"
       ],
-      "updatedAt": "2026-10-09T22:07:55.970827+00:00"
+      "updatedAt": "2026-10-09T22:24:04.940421+00:00"
     },
     "https://modelscope.cn/models/zerodigest/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-YMQ-GGUF|2026-09-03T13:10:03+00:00|Kunlunxin_p-800": {
       "taskTypes": [
@@ -6304,6 +6390,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-09T22:20:35.676649+00:00",
+  "taskTreeUpdatedAt": "2026-10-09T22:23:54.564480+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 4b12e641c4..d3b4e5599d 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "bd853942363baa1c470afbb63d84acefffa6dab73bf3995d8a7bbc6c49e64d5c",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "7331647d13af470424efcd3a4a0dd843a58cb8ee821f2b9cd2a42c5115c9ab11",
-    ".modelhub_state/official_capabilities.json": "a274d796a5c38557279846aa8d8ff52b23804954b84eaf4090cda5ee95dd5e12",
+    ".modelhub_state/market_intelligence.json": "5ee564ac1969d17473045dfa60f8bdb27137be1ffcb1d0d385ac2815fb277c9d",
+    ".modelhub_state/official_capabilities.json": "86be9c130d07c4c4ea1e59d8b207151d7be3891070785a798593973af79f55aa",
     ".modelhub_state/outcome_checkpoint.json": "43d1b77674295573378d30446368fbf584cc02ba2196aeb7eb2cdd4c0f2096a1",
     ".modelhub_state/queue_cleanup_latest.json": "38724ad9092e337c52ce3db11395bc4c6d1b324caad99791ad032535d2606739",
     ".modelhub_state/recent_outcomes.jsonl": "c03b3c09427b1799a3ef8a23deb08c1658f8f8d957f322d99e70ff34c22d1afa",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "13a8b7956660c5f6b5acd752a903f3ac5d4c794641c04948024e3aab8bfadb56",
     "outcomes/submissions.jsonl": "3e7e1c37f562681b33c3a95a70c97f27124b10d6df92ea09c5bcb763fa7963d1"
   },
-  "generation": 22761,
+  "generation": 22762,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-09T22:20:59.814987+00:00",
+  "updatedAt": "2026-10-09T22:24:05.226171+00:00",
   "writerId": "43462b8a22de474db5c83d43b475a356"
 }