diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index dc98ddef05..09a7f1cacd 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -315,25 +315,6 @@
       "targetGpu": "Cambricon_mlu-370-x4",
       "taskType": "text-generation"
     },
-    "cambricon_mlu-370-x8|vllm-customized|text-generation|model_type:gemma4_unified": {
-      "architectureSignature": "model_type:gemma4_unified",
-      "architectures": [],
-      "evidenceCount": 1,
-      "expiresAt": "2026-10-21T07:04:01.182302+00:00",
-      "framework": "vllm-customized",
-      "latestFailureAt": "2026-09-21T07:04:01.182302+00:00",
-      "latestSuccessfulAt": null,
-      "matchType": "model_type",
-      "modelType": "gemma4_unified",
-      "sourceModelIds": [
-        "mlx-community/gemma-4-12B-it-qat-OptiQ-4bit"
-      ],
-      "sourceTaskIds": [
-        "4995699"
-      ],
-      "targetGpu": "Cambricon_mlu-370-x8",
-      "taskType": "text-generation"
-    },
     "cambricon_mlu-370-x8|vllm-customized|text-generation|model_type:nemotron_h": {
       "architectureSignature": "model_type:nemotron_h",
       "architectures": [],
@@ -1071,9 +1052,9 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-21T07:03:36.674245+00:00",
+  "generatedAt": "2026-10-21T07:05:31.830737+00:00",
   "summary": {
-    "activeBlockCount": 52,
+    "activeBlockCount": 51,
     "byGpuFramework": {
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       "Ascend_910-b3|vllm_tokenizer_patch": 5,
@@ -1081,7 +1062,7 @@
       "Cambricon_mlu-370-x4|vllm": 2,
       "Cambricon_mlu-370-x4|vllm-customized": 2,
       "Cambricon_mlu-370-x4|vllm-mlu": 1,
-      "Cambricon_mlu-370-x8|vllm-customized": 2,
+      "Cambricon_mlu-370-x8|vllm-customized": 1,
       "Cambricon_mlu-370-x8|vllm-mlu": 3,
       "Iluvatar_bi-150|transformers": 1,
       "Iluvatar_bi-150|vllm": 1,
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index c260a0c007..a064a2acd4 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
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   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-21T07:03:36.781803+00:00",
+  "generatedAt": "2026-10-21T07:05:31.964519+00:00",
   "gpuStats": {
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index bb7d9c0e6e..1938cec11d 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-21T07:03:36.781803+00:00",
+  "catalogUpdatedAt": "2026-10-21T07:05:31.964519+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
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   "errors": [],
-  "generatedAt": "2026-10-21T07:03:54.147834+00:00",
+  "generatedAt": "2026-10-21T07:05:44.073031+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -156,7 +156,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-21T07:01:50.615804+00:00"
+      "updatedAt": "2026-10-21T07:05:38.102236+00:00"
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@@ -164,7 +164,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-21T07:01:50.671958+00:00"
+      "updatedAt": "2026-10-21T07:05:38.142138+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4.1-Flash-1017-EXL3-2.7bpw|2026-10-19T17:18:25+00:00|Cambricon_mlu-370-x8": {
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@@ -178,7 +178,7 @@
       "taskTypes": [
         "text-generation"
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-      "updatedAt": "2026-10-21T07:01:50.763251+00:00"
+      "updatedAt": "2026-10-21T07:05:38.190560+00:00"
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@@ -186,7 +186,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T07:01:50.855672+00:00"
+      "updatedAt": "2026-10-21T07:05:38.230157+00:00"
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     "https://modelscope.cn/models/0xSero/DeepSeek-V4.1-Flash-1017-EXL3-2.7bpw|2026-10-19T17:18:25+00:00|hygon_k100-ai": {
       "taskTypes": [
@@ -220,6 +220,12 @@
       ],
       "updatedAt": "2026-10-21T07:03:42.996153+00:00"
     },
+    "https://modelscope.cn/models/Aleph-Alpha/Kolibri-1|2026-10-20T12:54:20+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T07:05:35.165125+00:00"
+    },
     "https://modelscope.cn/models/Aleph-Alpha/Kolibri-1|2026-10-20T12:54:20+00:00|MetaX_c-500": {
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@@ -242,7 +248,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T07:01:57.310138+00:00"
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     "https://modelscope.cn/models/AtomicChat/Beam-1.0-501B-A23B-GGUF|2026-10-17T07:00:49+00:00|Ascend_910-b4": {
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@@ -250,7 +256,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-21T07:01:57.354698+00:00"
+      "updatedAt": "2026-10-21T07:05:43.753037+00:00"
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     "https://modelscope.cn/models/AtomicChat/Beam-1.0-501B-A23B-GGUF|2026-10-17T07:00:49+00:00|Cambricon_mlu-370-x8": {
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@@ -264,7 +270,7 @@
       "taskTypes": [
         "text-generation"
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-      "updatedAt": "2026-10-21T07:01:57.389962+00:00"
+      "updatedAt": "2026-10-21T07:05:43.782021+00:00"
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     "https://modelscope.cn/models/AtomicChat/Beam-1.0-501B-A23B-GGUF|2026-10-17T07:00:49+00:00|MetaX_c-500": {
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@@ -272,7 +278,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T07:01:57.447141+00:00"
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     "https://modelscope.cn/models/AtomicChat/Beam-1.0-501B-A23B-GGUF|2026-10-17T07:00:49+00:00|hygon_k100-ai": {
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@@ -282,14 +288,6 @@
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-    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-20T15:30:29+00:00|Ascend_910-b3": {
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-        "visual-multi-modal"
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-      "updatedAt": "2026-10-21T07:03:39.992019+00:00"
-    },
     "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-20T15:30:29+00:00|Ascend_910-b4": {
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         "text-generation",
@@ -306,6 +304,12 @@
       ],
       "updatedAt": "2026-10-21T07:03:40.152021+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-20T15:30:29+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T07:05:33.300834+00:00"
+    },
     "https://modelscope.cn/models/AtomicChat/LFM2.5-24B-A2B-GGUF|2026-10-20T15:30:29+00:00|MetaX_c-500": {
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@@ -322,22 +326,6 @@
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|Ascend_910-b3": {
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-      "updatedAt": "2026-10-21T07:03:39.962276+00:00"
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-    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|Ascend_910-b4": {
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     "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|Cambricon_mlu-370-x8": {
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@@ -346,6 +334,12 @@
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       "updatedAt": "2026-10-21T07:03:40.106513+00:00"
     },
+    "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T07:05:33.249523+00:00"
+    },
     "https://modelscope.cn/models/AtomicChat/Qwen3.8-Flash-Next-GGUF|2026-10-20T15:37:26+00:00|MetaX_c-500": {
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@@ -368,7 +362,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T07:01:51.883841+00:00"
+      "updatedAt": "2026-10-21T07:05:39.308337+00:00"
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Ascend_910-b4": {
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@@ -376,7 +370,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T07:01:51.958989+00:00"
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|Cambricon_mlu-370-x8": {
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@@ -390,7 +384,7 @@
       "taskTypes": [
         "text-generation"
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|MetaX_c-500": {
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@@ -398,7 +392,7 @@
         "text-generation",
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     "https://modelscope.cn/models/Cactus-Compute/needle3|2026-10-19T15:53:35+00:00|hygon_k100-ai": {
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@@ -432,6 +426,12 @@
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       "updatedAt": "2026-10-21T07:03:40.448536+00:00"
     },
+    "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T07:05:33.502875+00:00"
+    },
     "https://modelscope.cn/models/DavidAU/DarkForest-20B-V3-Ultra-Quality-ImatP2-GGUF|2026-10-20T15:16:03+00:00|MetaX_c-500": {
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@@ -460,7 +460,7 @@
       "taskTypes": [
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-      "updatedAt": "2026-10-21T07:01:55.363962+00:00"
+      "updatedAt": "2026-10-21T07:05:42.104951+00:00"
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     "https://modelscope.cn/models/DavidAU/LFM2.5-2.6B-Qwen3.8-Turbo-Brilliance-Power-X12-NEO-MAX-GGUF|2026-10-18T14:39:44+00:00|MetaX_c-500": {
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@@ -468,7 +468,7 @@
         "text-generation",
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-      "updatedAt": "2026-10-21T07:01:55.463786+00:00"
+      "updatedAt": "2026-10-21T07:05:42.152125+00:00"
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     "https://modelscope.cn/models/DavidAU/Llama3.1-MOE-4X8B-Gated-IQ-Multi-Tier-COGITO-Deep-Reasoning-32B-GGUF|2026-10-20T15:18:51+00:00|Cambricon_mlu-370-x8": {
       "taskTypes": [
@@ -476,6 +476,12 @@
       ],
       "updatedAt": "2026-10-21T07:03:40.262410+00:00"
     },
+    "https://modelscope.cn/models/DavidAU/Llama3.1-MOE-4X8B-Gated-IQ-Multi-Tier-COGITO-Deep-Reasoning-32B-GGUF|2026-10-20T15:18:51+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T07:05:33.501246+00:00"
+    },
     "https://modelscope.cn/models/DavidAU/Llama3.1-MOE-4X8B-Gated-IQ-Multi-Tier-COGITO-Deep-Reasoning-32B-GGUF|2026-10-20T15:18:51+00:00|MetaX_c-500": {
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@@ -494,7 +500,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T07:01:54.866465+00:00"
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     "https://modelscope.cn/models/DevQuasar/reflection.Beam-1.0-501B-A23B-GGUF|2026-10-18T16:49:58+00:00|Ascend_910-b4": {
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@@ -502,7 +508,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T07:01:54.976791+00:00"
+      "updatedAt": "2026-10-21T07:05:41.781024+00:00"
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     "https://modelscope.cn/models/DevQuasar/reflection.Beam-1.0-501B-A23B-GGUF|2026-10-18T16:49:58+00:00|Cambricon_mlu-370-x8": {
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@@ -516,7 +522,7 @@
       "taskTypes": [
         "text-generation"
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-      "updatedAt": "2026-10-21T07:01:55.053377+00:00"
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     "https://modelscope.cn/models/DevQuasar/reflection.Beam-1.0-501B-A23B-GGUF|2026-10-18T16:49:58+00:00|MetaX_c-500": {
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@@ -524,7 +530,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T07:01:55.095134+00:00"
+      "updatedAt": "2026-10-21T07:05:41.885591+00:00"
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     "https://modelscope.cn/models/DevQuasar/reflection.Beam-1.0-501B-A23B-GGUF|2026-10-18T16:49:58+00:00|hygon_k100-ai": {
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@@ -570,7 +576,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-10-21T07:01:47.791069+00:00"
+      "updatedAt": "2026-10-21T07:05:35.889936+00:00"
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     "https://modelscope.cn/models/Haodong07/Qwen3-32B-TwinQuant-W4A4|2026-10-20T08:50:37+00:00|Ascend_910-b4": {
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@@ -578,7 +584,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T07:01:47.867345+00:00"
+      "updatedAt": "2026-10-21T07:05:35.976768+00:00"
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     "https://modelscope.cn/models/Haodong07/Qwen3-32B-TwinQuant-W4A4|2026-10-20T08:50:37+00:00|Cambricon_mlu-370-x8": {
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@@ -592,7 +598,7 @@
       "taskTypes": [
         "text-generation"
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-      "updatedAt": "2026-10-21T07:01:47.963424+00:00"
+      "updatedAt": "2026-10-21T07:05:36.040449+00:00"
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     "https://modelscope.cn/models/Haodong07/Qwen3-32B-TwinQuant-W4A4|2026-10-20T08:50:37+00:00|MetaX_c-500": {
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@@ -600,7 +606,7 @@
         "text-generation",
         "visual-multi-modal"
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-      "updatedAt": "2026-10-21T07:01:48.053639+00:00"
+      "updatedAt": "2026-10-21T07:05:36.091664+00:00"
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     "https://modelscope.cn/models/Haodong07/Qwen3-32B-TwinQuant-W4A4|2026-10-20T08:50:37+00:00|hygon_k100-ai": {
       "taskTypes": [
@@ -1150,6 +1156,22 @@
       ],
       "updatedAt": "2026-10-21T07:03:51.976940+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-20T13:07:49+00:00|Ascend_910-b3": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T07:05:35.121785+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-20T13:07:49+00:00|Ascend_910-b4": {
+      "taskTypes": [
+        "text-generation",
+        "text-to-image-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T07:05:35.154033+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-20T13:07:49+00:00|Cambricon_mlu-370-x8": {
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         "text-generation",
@@ -1158,6 +1180,20 @@
       ],
       "updatedAt": "2026-10-21T07:03:42.539540+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-20T13:07:49+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T07:05:35.211308+00:00"
+    },
+    "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-20T13:07:49+00:00|MetaX_c-500": {
+      "taskTypes": [
+        "feature_emb",
+        "text-generation",
+        "visual-multi-modal"
+      ],
+      "updatedAt": "2026-10-21T07:05:35.246660+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/GLM-5.3-W4A16|2026-10-20T13:07:49+00:00|hygon_k100-ai": {
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         "text-generation",
@@ -1190,6 +1226,12 @@
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       "updatedAt": "2026-10-21T07:03:41.355693+00:00"
     },
+    "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-20T14:07:42+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T07:05:34.189494+00:00"
+    },
     "https://modelscope.cn/models/JANGQ-AI/Hy3-preview-JANGTQ_K|2026-10-20T14:07:42+00:00|MetaX_c-500": {
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         "feature_emb",
@@ -1212,7 +1254,7 @@
         "text-to-image-generation",
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@@ -5618,6 +5484,12 @@
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+      ],
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@@ -5680,6 +5552,14 @@
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@@ -5766,6 +5646,12 @@
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@@ -5806,6 +5692,12 @@
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-    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-20T21:14:24+00:00|hygon_k100-ai": {
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+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-20T21:14:24+00:00|Kunlunxin_p-800": {
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+    },
+    "https://modelscope.cn/models/unsloth/Ornith-1.5-122B-GGUF|2026-10-20T21:14:24+00:00|MetaX_c-500": {
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+        "text-generation",
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     "https://modelscope.cn/models/yuyuyu223/DeepSeek-V4.1-Flash-1017-EXL3-3bpw-2xRTXPRO6000|2026-10-18T16:45:40+00:00|Ascend_910-b3": {
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@@ -5844,7 +5750,7 @@
         "text-to-image-generation",
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@@ -5852,7 +5758,7 @@
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@@ -5874,7 +5780,7 @@
         "text-generation",
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@@ -5908,6 +5814,12 @@
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       "updatedAt": "2026-10-21T07:03:43.551919+00:00"
     },
+    "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|Kunlunxin_p-800": {
+      "taskTypes": [
+        "text-generation"
+      ],
+      "updatedAt": "2026-10-21T07:05:35.683244+00:00"
+    },
     "https://modelscope.cn/models/zhuanglin/ComfyUI-Workflow-Suite|2026-10-20T09:51:22+00:00|MetaX_c-500": {
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@@ -6605,6 +6517,6 @@
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   ],
-  "taskTreeUpdatedAt": "2026-10-21T07:03:36.781803+00:00",
+  "taskTreeUpdatedAt": "2026-10-21T07:05:31.964519+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index ca459d41de..115e1cc578 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3660,6 +3660,18 @@
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diff --git a/manifest.json b/manifest.json
index 33a694919c..d6c2782a99 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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-    ".modelhub_state/architecture_compatibility_blacklist.json": "55a8ffdfb00493b1c412002a57ad799309410a677d7d54e06aa83db25e3e5d3c",
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-    ".modelhub_state/recovery_intents.jsonl": "80e64d6bb953c7cd320aff76f8a9ef79dc5824013ee55135239489136f2c4227",
+    ".modelhub_state/recovery_intents.jsonl": "0a91195fb86335df05298b0ade96c00a40829e020f0e7f1d20adf747e5b6b96a",
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-  "phase": "cycle",
+  "generation": 26374,
+  "phase": "intent",
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-  "updatedAt": "2026-10-21T07:04:00.301294+00:00",
+  "updatedAt": "2026-10-21T07:05:45.594775+00:00",
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 }