diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 2702d8b823..d9fdba9057 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -588,7 +588,7 @@
       "taskType": "text-generation"
     }
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-  "generatedAt": "2026-10-26T06:36:43.752231+00:00",
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 683c9d490b..f0631597ca 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-26T06:32:22.356955+00:00",
+  "communityAttemptedAt": "2026-10-26T06:38:55.355275+00:00",
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@@ -452,7 +452,7 @@
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-  "generatedAt": "2026-10-26T06:36:43.875721+00:00",
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 0b5c9196e0..948a6f81c5 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-26T06:36:43.875721+00:00",
+  "catalogUpdatedAt": "2026-10-26T06:38:55.355275+00:00",
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@@ -56,7 +56,7 @@
     "time-series-forecasting"
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-  "generatedAt": "2026-10-26T06:37:17.091709+00:00",
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@@ -246,6 +246,12 @@
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       "updatedAt": "2026-10-26T06:36:52.294623+00:00"
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.077336+00:00"
+    },
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@@ -260,6 +266,22 @@
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       "updatedAt": "2026-10-26T06:36:52.257740+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-25T15:27:45+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.194910+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-25T15:27:45+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.139084+00:00"
+    },
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@@ -268,6 +290,12 @@
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       "updatedAt": "2026-10-26T06:37:03.140791+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|Biren_166m": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-26T06:38:58.271495+00:00"
+    },
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@@ -282,6 +310,22 @@
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       "updatedAt": "2026-10-26T06:37:03.102721+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:58.388725+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Ling-3.0-flash-GGUF|2026-10-21T18:12:50+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:58.333433+00:00"
+    },
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@@ -290,6 +334,12 @@
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       "updatedAt": "2026-10-26T06:37:03.367280+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|Biren_166m": {
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+      "updatedAt": "2026-10-26T06:38:58.272639+00:00"
+    },
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@@ -304,6 +354,20 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-4B-GGUF|2026-10-21T18:04:19+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:58.333185+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|Biren_166m": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-26T06:38:58.271437+00:00"
+    },
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@@ -318,6 +382,14 @@
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       "updatedAt": "2026-10-26T06:37:03.096731+00:00"
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF|2026-10-21T18:16:46+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-26T06:38:58.324970+00:00"
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@@ -326,6 +398,12 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|Biren_166m": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-26T06:38:58.139829+00:00"
+    },
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@@ -340,6 +418,14 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-GGUF|2026-10-21T18:16:49+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-26T06:38:58.195305+00:00"
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@@ -348,6 +434,12 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|Biren_166m": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-26T06:38:58.272606+00:00"
+    },
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@@ -362,6 +454,22 @@
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+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|MetaX_c-500": {
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+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:58.380553+00:00"
+    },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-21T18:11:45+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:58.333243+00:00"
+    },
     "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|Ascend_910-b4": {
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@@ -464,6 +572,12 @@
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       "updatedAt": "2026-10-26T06:34:41.556541+00:00"
     },
+    "https://modelscope.cn/models/IFM/Jais-3-3.7B-FP8|2026-10-25T15:33:35+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.076337+00:00"
+    },
     "https://modelscope.cn/models/IFM/Jais-3-3.7B-FP8|2026-10-25T15:33:35+00:00|Iluvatar_bi-100": {
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@@ -472,6 +586,14 @@
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       "updatedAt": "2026-10-26T06:36:52.132564+00:00"
     },
+    "https://modelscope.cn/models/IFM/Jais-3-3.7B-FP8|2026-10-25T15:33:35+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.139007+00:00"
+    },
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@@ -480,6 +602,12 @@
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       "updatedAt": "2026-10-26T06:36:52.273621+00:00"
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+    "https://modelscope.cn/models/IFM/Jais-3-32B-FP8|2026-10-25T15:26:39+00:00|Biren_166m": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.077420+00:00"
+    },
     "https://modelscope.cn/models/IFM/Jais-3-32B-FP8|2026-10-25T15:26:39+00:00|Iluvatar_bi-100": {
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@@ -488,6 +616,20 @@
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       "updatedAt": "2026-10-26T06:36:52.311311+00:00"
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+    "https://modelscope.cn/models/IFM/Jais-3-32B-FP8|2026-10-25T15:26:39+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.139325+00:00"
+    },
+    "https://modelscope.cn/models/IFM/Jais-3-7B-FP8|2026-10-25T15:32:31+00:00|Biren_166m": {
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+        "text-generation"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.076557+00:00"
+    },
     "https://modelscope.cn/models/IFM/Jais-3-7B-FP8|2026-10-25T15:32:31+00:00|Iluvatar_bi-100": {
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@@ -496,6 +638,14 @@
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       "updatedAt": "2026-10-26T06:36:52.132866+00:00"
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+    "https://modelscope.cn/models/IFM/Jais-3-7B-FP8|2026-10-25T15:32:31+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.121845+00:00"
+    },
     "https://modelscope.cn/models/IFM/Jais-3-MoVA-36B-A4B-FP8|2026-10-25T15:10:11+00:00|Ascend_910-b4": {
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@@ -504,6 +654,12 @@
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       "updatedAt": "2026-10-26T06:36:53.116336+00:00"
     },
+    "https://modelscope.cn/models/IFM/Jais-3-MoVA-36B-A4B-FP8|2026-10-25T15:10:11+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.210064+00:00"
+    },
     "https://modelscope.cn/models/IFM/Jais-3-MoVA-36B-A4B-FP8|2026-10-25T15:10:11+00:00|Iluvatar_bi-100": {
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         "text-generation",
@@ -518,6 +674,14 @@
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       "updatedAt": "2026-10-26T06:36:53.083534+00:00"
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+    "https://modelscope.cn/models/IFM/Jais-3-MoVA-36B-A4B-FP8|2026-10-25T15:10:11+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.266602+00:00"
+    },
     "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-25T14:50:49+00:00|Ascend_910-b4": {
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         "text-generation",
@@ -526,6 +690,12 @@
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       "updatedAt": "2026-10-26T06:36:53.255016+00:00"
     },
+    "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-25T14:50:49+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.210095+00:00"
+    },
     "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-25T14:50:49+00:00|Iluvatar_bi-100": {
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         "text-generation",
@@ -540,6 +710,22 @@
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       "updatedAt": "2026-10-26T06:36:53.210216+00:00"
     },
+    "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-25T14:50:49+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.319498+00:00"
+    },
+    "https://modelscope.cn/models/ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF|2026-10-25T14:50:49+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.267138+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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@@ -556,6 +742,22 @@
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       "updatedAt": "2026-10-26T06:36:57.805055+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8|2026-10-22T14:14:09+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:57.477445+00:00"
+    },
+    "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": "2026-10-26T06:38:57.423533+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Ascend_910-b4": {
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@@ -564,6 +766,12 @@
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       "updatedAt": "2026-10-26T06:36:57.795949+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|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
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+      "updatedAt": "2026-10-26T06:38:57.423507+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|Iluvatar_bi-100": {
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@@ -578,6 +786,22 @@
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       "updatedAt": "2026-10-26T06:36:57.750190+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|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:57.520633+00:00"
+    },
+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q4_K_M-GGUF|2026-10-22T14:15:13+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:57.484529+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Ascend_910-b4": {
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@@ -586,6 +810,12 @@
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       "updatedAt": "2026-10-26T06:36:57.748625+00:00"
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Biren_166m": {
+      "taskTypes": [
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+      ],
+      "updatedAt": "2026-10-26T06:38:57.351627+00:00"
+    },
     "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|Iluvatar_bi-100": {
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@@ -600,6 +830,14 @@
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+    "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF|2026-10-22T14:16:42+00:00|MetaX_c-500": {
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+        "text-generation",
+        "visual-multi-modal"
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+      "updatedAt": "2026-10-26T06:38:57.423457+00:00"
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@@ -3020,12 +2922,26 @@
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+    "https://modelscope.cn/models/cyankiwi/MiMo-V2-Flash-AWQ-4bit|2026-10-21T18:58:16+00:00|hygon_k100-ai": {
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@@ -5104,6 +4770,22 @@
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+    "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-25T12:07:28+00:00|MetaX_c-500": {
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+    },
+    "https://modelscope.cn/models/peonist-ai/halogen-qwen3.8-flash-next|2026-10-25T12:07:28+00:00|hygon_k100-ai": {
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@@ -5112,6 +4794,12 @@
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+    "https://modelscope.cn/models/primitive-ai/Nanbeige4.3-33B-FP8|2026-10-25T18:35:45+00:00|Biren_166m": {
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@@ -5126,6 +4814,22 @@
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+    "https://modelscope.cn/models/rapid-mlx/DeepSeek-V4.1-Flash-1017-MLX|2026-10-22T13:21:07+00:00|hygon_k100-ai": {
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+    "https://modelscope.cn/models/reflection-Community/Beam-1.0-501B-A23B-NVFP4|2026-10-22T14:57:57+00:00|hygon_k100-ai": {
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+    "https://modelscope.cn/models/siliconflow/DeepSeek-V4.1-Flash-SF-WFP4AFP8|2026-10-26T03:02:59+00:00|MetaX_c-500": {
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+    "https://modelscope.cn/models/siliconflow/DeepSeek-V4.1-Flash-SF-WFP4AFP8|2026-10-26T03:02:59+00:00|hygon_k100-ai": {
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+    "https://modelscope.cn/models/unsloth/LFM2.5-24B-A2B-Preview-GGUF|2026-10-25T13:04:40+00:00|hygon_k100-ai": {
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+    "https://modelscope.cn/models/unsloth/NVIDIA-Nemotron-3.5-Bolt-E4B-GGUF|2026-10-24T13:46:33+00:00|hygon_k100-ai": {
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+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-22T13:31:11+00:00|hygon_k100-ai": {
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+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|Biren_166m": {
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@@ -5552,6 +5474,22 @@
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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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+    "https://modelscope.cn/models/unsloth/flint-GGUF|2026-10-22T13:43:46+00:00|hygon_k100-ai": {
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@@ -5560,6 +5498,12 @@
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@@ -5574,6 +5518,22 @@
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+    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|MetaX_c-500": {
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+    "https://modelscope.cn/models/ustcliusaisai/DeepSeek-V4.1-Flash-1017-GSQ-RCO-IQ2_XXS-Strata|2026-10-24T11:36:54+00:00|hygon_k100-ai": {
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@@ -5582,6 +5542,14 @@
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       "updatedAt": "2026-10-26T06:36:55.102867+00:00"
     },
+    "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P|2026-10-25T11:26:46+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:56.745792+00:00"
+    },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-26T04:50:44+00:00|Ascend_910-b4": {
       "taskTypes": [
         "text-generation",
@@ -5590,6 +5558,12 @@
       ],
       "updatedAt": "2026-10-26T06:36:44.165348+00:00"
     },
+    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-26T04:50:44+00:00|Biren_166m": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-26T06:38:55.618991+00:00"
+    },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-26T04:50:44+00:00|Iluvatar_bi-100": {
       "taskTypes": [
         "text-generation",
@@ -5603,6 +5577,22 @@
         "text-generation"
       ],
       "updatedAt": "2026-10-26T06:36:44.095905+00:00"
+    },
+    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-26T04:50:44+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:55.737501+00:00"
+    },
+    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-26T04:50:44+00:00|hygon_k100-ai": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-26T06:38:55.680207+00:00"
     }
   },
   "taskTree": [
@@ -6285,6 +6275,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-26T06:36:43.875721+00:00",
+  "taskTreeUpdatedAt": "2026-10-26T06:38:55.355275+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 14c3c8adc8..aa7dddacd8 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3912,6 +3912,18 @@
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diff --git a/manifest.json b/manifest.json
index cb59fb12e8..a4d1bf07fe 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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 }