diff --git a/conf/all_models.json b/conf/all_models.json
index c78e25dbf9..6c928f0c07 100644
--- a/conf/all_models.json
+++ b/conf/all_models.json
@@ -14,20 +14,22 @@
       "alias": [
         "abab6.5s"
       ],
-      "max_tokens": 245000,
       "model_types": [
         "chat"
-      ]
+      ],
+      "content_length": 245000,
+      "max_output": 245000
     },
     {
       "name": "abab7-chat-preview",
       "alias": [
         "abab7-preview"
       ],
-      "max_tokens": 245000,
       "model_types": [
         "chat"
-      ]
+      ],
+      "content_length": 245000,
+      "max_output": 245000
     },
     {
       "name": "ACE-Step/acestep-v15-xl-sft",
@@ -44,10 +46,11 @@
         "DeepCoder-14B-Preview",
         "Deepcoder 14B Preview"
       ],
-      "max_tokens": 131072,
       "model_types": [
         "chat"
-      ]
+      ],
+      "content_length": 131072,
+      "max_output": 131072
     },
     {
       "name": "ai21/jamba-large-1.7",
@@ -55,31 +58,35 @@
       "model_types": [
         "chat"
       ],
-      "max_tokens": 256000
+      "content_length": 256000,
+      "max_output": 256000
     },
     {
       "name": "ai_infer_test_1",
-      "max_tokens": 200000,
       "max_completion_tokens": 200000,
       "model_types": [
         "chat"
-      ]
+      ],
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "ai_infer_test_2",
-      "max_tokens": 200000,
       "max_completion_tokens": 200000,
       "model_types": [
         "chat"
-      ]
+      ],
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "ai_infer_test_3",
-      "max_tokens": 200000,
       "max_completion_tokens": 200000,
       "model_types": [
         "chat"
-      ]
+      ],
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "aion-labs/aion-1.0",
@@ -87,11 +94,12 @@
       "model_types": [
         "chat"
       ],
-      "max_tokens": 131072,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 131072,
+      "max_output": 131072
     },
     {
       "name": "aion-labs/aion-1.0-mini",
@@ -99,11 +107,12 @@
       "model_types": [
         "chat"
       ],
-      "max_tokens": 131072,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 131072,
+      "max_output": 131072
     },
     {
       "name": "aion-labs/aion-2.0",
@@ -111,11 +120,12 @@
       "model_types": [
         "chat"
       ],
-      "max_tokens": 131072,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 131072,
+      "max_output": 131072
     },
     {
       "name": "aion-labs/aion-rp-llama-3.1-8b",
@@ -123,7 +133,8 @@
       "model_types": [
         "chat"
       ],
-      "max_tokens": 32768
+      "content_length": 32768,
+      "max_output": 32768
     },
     {
       "name": "alibaba/wan2.6",
@@ -131,8 +142,7 @@
         "wan2.6",
         "wan-2-6"
       ],
-      "model_types": [
-      ]
+      "model_types": []
     },
     {
       "name": "alibaba/wan2.7",
@@ -140,77 +150,82 @@
         "wan2.7",
         "wan2-7"
       ],
-      "model_types": [
-      ]
+      "model_types": []
     },
     {
       "name": "allam-2-7b",
-      "max_tokens": 4096,
       "max_completion_tokens": 4096,
       "model_types": [
         "chat"
-      ]
+      ],
+      "content_length": 4096,
+      "max_output": 4096
     },
     {
       "name": "allenai/olmOCR-7B-0725-FP8",
       "alias": [
         "olmOCR-7B-0725-FP8"
       ],
-      "max_tokens": 16384,
       "model_types": [
         "chat",
         "image2text",
         "vision"
-      ]
+      ],
+      "content_length": 16384,
+      "max_output": 16384
     },
     {
       "name": "allenai/olmOCR-7B-0825",
       "alias": [
         "olmOCR-7B-0825"
       ],
-      "max_tokens": 16384,
       "model_types": [
         "chat",
         "image2text",
         "vision"
-      ]
+      ],
+      "content_length": 16384,
+      "max_output": 16384
     },
     {
       "name": "allenai/olmOCR-7B-1025",
       "alias": [
         "olmOCR-7B-1025"
       ],
-      "max_tokens": 16384,
       "model_types": [
         "chat",
         "image2text",
         "vision"
-      ]
+      ],
+      "content_length": 16384,
+      "max_output": 16384
     },
     {
       "name": "allenai/olmOCR-2",
       "alias": [
         "olmOCR-2"
       ],
-      "max_tokens": 16384,
       "model_types": [
         "chat",
         "image2text",
         "vision"
-      ]
+      ],
+      "content_length": 16384,
+      "max_output": 16384
     },
     {
       "name": "allenai/olmOCR-2-7B-1025",
       "alias": [
         "olmOCR-2-7B-1025"
       ],
-      "max_tokens": 16384,
       "model_types": [
         "chat",
         "image2text",
         "vision",
         "ocr"
-      ]
+      ],
+      "content_length": 16384,
+      "max_output": 16384
     },
     {
       "name": "allenai/Molmo-7B-D-0924",
@@ -218,10 +233,11 @@
         "Molmo-7B-D-0924",
         "Molmo 7B D 0924"
       ],
-      "max_tokens": 4096,
       "model_types": [
         "chat"
-      ]
+      ],
+      "content_length": 4096,
+      "max_output": 4096
     },
     {
       "name": "allenai/olmo-3-32b-think",
@@ -229,21 +245,23 @@
       "model_types": [
         "chat"
       ],
-      "max_tokens": 65536,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 65536,
+      "max_output": 65536
     },
     {
       "name": "allenai/Olmo-3.1-32B-Instruct",
       "alias": [
         "Olmo-3.1-32B-Instruct"
       ],
-      "max_tokens": 65536,
       "model_types": [
         "chat"
-      ]
+      ],
+      "content_length": 65536,
+      "max_output": 65536
     },
     {
       "name": "amazon/nova-2-lite-v1",
@@ -254,11 +272,12 @@
         "image2text",
         "video_understanding"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "amazon/nova-lite-v1",
@@ -271,7 +290,8 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 300000
+      "content_length": 300000,
+      "max_output": 5000
     },
     {
       "name": "amazon/nova-micro-v1",
@@ -282,7 +302,8 @@
       "model_types": [
         "chat"
       ],
-      "max_tokens": 300000
+      "content_length": 128000,
+      "max_output": 5000
     },
     {
       "name": "amazon/nova-premier-v1",
@@ -292,7 +313,8 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 1000000
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "amazon/nova-pro-v1",
@@ -304,7 +326,8 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 300000
+      "content_length": 300000,
+      "max_output": 5000
     },
     {
       "name": "amazon/titan-embed-text-v1",
@@ -312,9 +335,10 @@
       "model_types": [
         "embedding"
       ],
-      "max_tokens": 8192,
       "max_dimension": 1536,
-      "dimensions": []
+      "dimensions": [],
+      "content_length": 8192,
+      "max_output": 8192
     },
     {
       "name": "amazon/nova-2-Lite",
@@ -326,29 +350,28 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 1000000
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "amazon.titan-embed-text-v1",
-      "max_tokens": 8192,
       "model_types": [
         "embedding"
-      ]
+      ],
+      "content_length": 8192,
+      "max_output": 8192
     },
     {
       "name": "animate-anyone-detect-gen2",
-      "model_types": [
-      ]
+      "model_types": []
     },
     {
       "name": "animate-anyone-gen2",
-      "model_types": [
-      ]
+      "model_types": []
     },
     {
       "name": "animate-anyone-template-gen2",
-      "model_types": [
-      ]
+      "model_types": []
     },
     {
       "name": "anthracite-org/magnum-v4-72b",
@@ -356,7 +379,8 @@
       "model_types": [
         "chat"
       ],
-      "max_tokens": 32768
+      "content_length": 32768,
+      "max_output": 32768
     },
     {
       "name": "anthropic/claude-fable-5",
@@ -368,11 +392,12 @@
         "chat",
         "vision"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-mythos-5",
@@ -383,11 +408,12 @@
         "chat",
         "vision"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-sonnet-5",
@@ -417,7 +443,8 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-haiku-4-5-20251001",
@@ -432,11 +459,12 @@
         "chat",
         "vision"
       ],
-      "max_tokens": 200000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-sonnet-4-5-20250929",
@@ -448,11 +476,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-opus-4-1-20250805",
@@ -462,7 +491,8 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-opus-4-20250514",
@@ -472,11 +502,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-sonnet-4-20250514",
@@ -488,7 +519,8 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-opus-4",
@@ -500,11 +532,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-opus-4-1",
@@ -516,11 +549,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-opus-4-5",
@@ -533,11 +567,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-opus-4-6",
@@ -551,11 +586,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-opus-4-6-fast",
@@ -568,11 +604,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-opus-4-7",
@@ -585,11 +622,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-opus-4-7-fast",
@@ -602,11 +640,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-opus-4-8",
@@ -619,11 +658,12 @@
         "chat",
         "vision"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-opus-4-8-fast",
@@ -636,11 +676,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-sonnet-4",
@@ -652,11 +693,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-sonnet-4-5",
@@ -670,11 +712,12 @@
         "chat",
         "vision"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-sonnet-4-6",
@@ -688,11 +731,12 @@
         "chat",
         "vision"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-sonnet-4-7",
@@ -704,11 +748,12 @@
         "chat",
         "vision"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-3-7-sonnet-20250219",
@@ -718,7 +763,8 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-3-5-haiku-20241022",
@@ -730,7 +776,8 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000
+      "content_length": 200000,
+      "max_output": 8192
     },
     {
       "name": "anthropic/claude-3-5-sonnet-20241022",
@@ -743,7 +790,8 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000
+      "content_length": 200000,
+      "max_output": 8192
     },
     {
       "name": "anthropic/claude-3-haiku-20240307",
@@ -753,7 +801,8 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/Claude Mythos  Preview",
@@ -775,7 +824,8 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-3-haiku",
@@ -787,33 +837,36 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-4-opus",
       "alias": [
         "claude-4-opus"
       ],
-      "max_tokens": 200000,
       "model_types": [
         "chat",
         "image2text",
         "vision",
         "ocr"
-      ]
+      ],
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-4-sonnet",
       "alias": [
         "claude-4-sonnet"
       ],
-      "max_tokens": 200000,
       "model_types": [
         "chat",
         "image2text",
         "vision",
         "ocr"
-      ]
+      ],
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-fable-latest",
@@ -826,11 +879,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-haiku-latest",
@@ -843,11 +897,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 200000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 200000,
+      "max_output": 200000
     },
     {
       "name": "anthropic/claude-opus-latest",
@@ -860,11 +915,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "anthropic/claude-sonnet-latest",
@@ -877,11 +933,12 @@
         "vision",
         "image2text"
       ],
-      "max_tokens": 1000000,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 1000000,
+      "max_output": 1000000
     },
     {
       "name": "arcee-ai/coder-large",
@@ -889,7 +946,8 @@
       "model_types": [
         "chat"
       ],
-      "max_tokens": 32768
+      "content_length": 32768,
+      "max_output": 32768
     },
     {
       "name": "arcee-ai/trinity-large-thinking",
@@ -897,11 +955,12 @@
       "model_types": [
         "chat"
       ],
-      "max_tokens": 262144,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 262144,
+      "max_output": 262144
     },
     {
       "name": "arcee-ai/trinity-mini",
@@ -912,11 +971,12 @@
       "model_types": [
         "chat"
       ],
-      "max_tokens": 131072,
       "thinking": {
         "default_value": true,
         "clear_thinking": true
-      }
+      },
+      "content_length": 131072,
+      "max_output": 131072
     },
     {
       "name": "arcee-ai/virtuoso-large",
@@ -924,7 +984,8 @@
       "model_types": [
         "chat"
       ],
-      "max_tokens": 131072
+      "content_length": 131072,
+      "max_output": 131072
     },
     {
       "name": "arize-ai/qwen-2-1.5b-instruct",
@@ -932,17 +993,19 @@
         "qwen-2-1.5b-instruct",
         "Arize AI Qwen 2 1.5B Instruct"
       ],
-      "max_tokens": 32768,
       "model_types": [
         "chat"
-      ]
+      ],
+      "content_length": 32768,
+      "max_output": 32768
     },
     {
       "name": "ascend-tribe/pangu-pro-moe",
-      "max_tokens": 128000,
       "model_types": [
         "chat"
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@@ -959,10 +1022,11 @@
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@@ -970,20 +1034,22 @@
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@@ -991,28 +1057,30 @@
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@@ -1029,7 +1097,8 @@
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@@ -1037,19 +1106,21 @@
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@@ -1062,11 +1133,12 @@
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@@ -1076,20 +1148,22 @@
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@@ -1107,7 +1181,8 @@
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@@ -1119,7 +1194,8 @@
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@@ -1129,7 +1205,8 @@
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@@ -1139,7 +1216,8 @@
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@@ -1149,7 +1227,8 @@
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@@ -1161,7 +1240,8 @@
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@@ -1174,7 +1254,8 @@
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@@ -1184,7 +1265,8 @@
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@@ -1194,7 +1276,8 @@
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@@ -1206,12 +1289,13 @@
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@@ -1221,11 +1305,12 @@
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@@ -1235,11 +1320,12 @@
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@@ -1249,11 +1335,12 @@
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@@ -1263,11 +1350,12 @@
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@@ -1291,11 +1380,12 @@
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@@ -1312,7 +1402,8 @@
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@@ -1329,7 +1420,8 @@
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@@ -1349,7 +1442,8 @@
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@@ -1359,7 +1453,8 @@
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@@ -1369,7 +1464,8 @@
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@@ -1379,7 +1475,8 @@
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@@ -1389,7 +1486,8 @@
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@@ -1399,34 +1497,38 @@
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@@ -1436,77 +1538,85 @@
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@@ -1514,7 +1624,6 @@
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@@ -1524,18 +1633,21 @@
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@@ -1545,7 +1657,8 @@
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@@ -1555,7 +1668,8 @@
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@@ -1565,7 +1679,8 @@
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@@ -1575,11 +1690,11 @@
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@@ -1587,7 +1702,9 @@
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@@ -1597,7 +1714,8 @@
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@@ -1607,7 +1725,8 @@
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@@ -1617,7 +1736,8 @@
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@@ -1627,7 +1747,8 @@
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@@ -1637,19 +1758,21 @@
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@@ -1659,7 +1782,8 @@
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@@ -1669,7 +1793,8 @@
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@@ -1709,7 +1837,8 @@
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@@ -1720,8 +1849,9 @@
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@@ -1731,7 +1861,8 @@
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@@ -1741,11 +1872,11 @@
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@@ -1759,7 +1890,9 @@
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@@ -1770,7 +1903,8 @@
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@@ -3199,15 +3369,18 @@
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@@ -3228,72 +3400,81 @@
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@@ -3427,18 +3615,21 @@
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@@ -4018,28 +4250,30 @@
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@@ -4049,11 +4283,12 @@
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@@ -4064,22 +4299,24 @@
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@@ -4112,11 +4351,12 @@
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@@ -4980,20 +5296,23 @@
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@@ -5012,7 +5330,9 @@
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@@ -5031,7 +5350,9 @@
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@@ -5134,55 +5369,152 @@
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@@ -5195,28 +5527,33 @@
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@@ -5225,7 +5562,6 @@
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@@ -5291,14 +5631,15 @@
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@@ -5309,75 +5650,84 @@
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@@ -5449,11 +5801,12 @@
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@@ -5489,7 +5842,9 @@
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@@ -5507,41 +5861,47 @@
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@@ -5549,7 +5909,6 @@
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@@ -5628,7 +5993,8 @@
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@@ -5668,19 +6036,21 @@
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@@ -5693,7 +6063,6 @@
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@@ -5733,12 +6104,10 @@
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@@ -5887,7 +6266,6 @@
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@@ -5940,11 +6320,12 @@
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@@ -5960,22 +6341,24 @@
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@@ -6144,7 +6525,6 @@
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@@ -6153,11 +6533,12 @@
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@@ -6166,7 +6547,9 @@
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@@ -6176,23 +6559,24 @@
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@@ -6202,13 +6586,11 @@
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@@ -6218,65 +6600,71 @@
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@@ -6289,7 +6677,9 @@
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@@ -6349,17 +6739,19 @@
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@@ -6370,7 +6762,8 @@
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@@ -6384,25 +6777,26 @@
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@@ -6518,7 +6912,8 @@
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@@ -6630,10 +7025,11 @@
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@@ -6648,17 +7044,20 @@
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@@ -6674,7 +7073,6 @@
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@@ -6682,137 +7080,151 @@
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@@ -6822,36 +7234,40 @@
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@@ -6865,11 +7281,12 @@
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@@ -6883,7 +7300,9 @@
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@@ -6894,14 +7313,15 @@
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@@ -6911,31 +7331,35 @@
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@@ -6950,11 +7374,12 @@
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@@ -6967,7 +7392,8 @@
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@@ -7003,7 +7429,8 @@
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@@ -7018,11 +7445,12 @@
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@@ -7037,11 +7465,12 @@
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@@ -7057,7 +7486,8 @@
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@@ -7069,7 +7499,8 @@
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@@ -7085,11 +7516,12 @@
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@@ -7104,11 +7536,12 @@
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@@ -7135,11 +7568,12 @@
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@@ -7154,7 +7588,8 @@
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@@ -7169,11 +7604,12 @@
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@@ -7186,7 +7622,8 @@
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@@ -7203,11 +7640,12 @@
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@@ -7222,7 +7660,8 @@
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@@ -7240,11 +7679,12 @@
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@@ -10062,87 +10524,98 @@
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@@ -10150,7 +10623,9 @@
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@@ -10236,69 +10716,78 @@
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@@ -10308,15 +10797,18 @@
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@@ -10344,12 +10836,13 @@
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@@ -10377,10 +10870,11 @@
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@@ -10402,29 +10896,32 @@
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@@ -10458,14 +10955,15 @@
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@@ -10479,24 +10977,27 @@
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@@ -10524,27 +11025,28 @@
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@@ -10576,17 +11080,20 @@
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@@ -11490,18 +12031,15 @@
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@@ -11577,29 +12118,32 @@
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@@ -11607,32 +12151,36 @@
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@@ -13871,30 +14539,34 @@
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@@ -13905,15 +14577,15 @@
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@@ -13923,25 +14595,29 @@
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@@ -13954,7 +14630,6 @@
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@@ -13962,14 +14637,17 @@
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@@ -13991,18 +14669,15 @@
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@@ -14024,8 +14699,7 @@
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@@ -14035,8 +14709,7 @@
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@@ -14077,8 +14750,7 @@
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@@ -14093,8 +14765,7 @@
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@@ -14171,8 +14842,7 @@
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@@ -14180,8 +14850,7 @@
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@@ -14217,8 +14887,7 @@
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@@ -14236,32 +14905,28 @@
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@@ -14269,8 +14934,7 @@
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@@ -14401,8 +15065,7 @@
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@@ -14454,7 +15114,8 @@
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@@ -14528,87 +15190,97 @@
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@@ -14641,7 +15313,6 @@
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@@ -14651,18 +15322,21 @@
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@@ -14670,17 +15344,19 @@
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@@ -14717,7 +15393,8 @@
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@@ -14727,7 +15404,8 @@
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@@ -14738,7 +15416,8 @@
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@@ -14748,7 +15427,8 @@
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@@ -14764,7 +15444,8 @@
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@@ -14780,7 +15461,8 @@
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@@ -14790,11 +15472,12 @@
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@@ -14818,11 +15502,12 @@
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@@ -14832,11 +15517,12 @@
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@@ -14846,11 +15532,12 @@
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@@ -14860,11 +15547,12 @@
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@@ -14874,11 +15562,12 @@
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@@ -24087,7 +25242,9 @@
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@@ -24637,69 +25818,74 @@
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@@ -24707,20 +25893,22 @@
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@@ -24728,10 +25916,11 @@
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@@ -24750,53 +25940,58 @@
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@@ -35290,7 +37113,8 @@
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@@ -35301,7 +37125,8 @@
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@@ -35312,7 +37137,8 @@
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@@ -35323,7 +37149,8 @@
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@@ -35334,7 +37161,8 @@
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@@ -35345,7 +37173,8 @@
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@@ -35356,7 +37185,8 @@
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@@ -35367,7 +37197,8 @@
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@@ -35378,7 +37209,8 @@
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@@ -35389,7 +37221,8 @@
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@@ -35400,7 +37233,8 @@
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@@ -35411,7 +37245,8 @@
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@@ -35422,7 +37257,8 @@
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@@ -35433,7 +37269,8 @@
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@@ -35444,7 +37281,8 @@
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@@ -35455,7 +37293,8 @@
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@@ -35466,23 +37305,22 @@
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       "alias": [
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       "alias": [
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@@ -35498,8 +37336,7 @@
       "alias": [
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@@ -35518,11 +37355,12 @@
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@@ -35532,7 +37370,8 @@
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@@ -35568,8 +37407,7 @@
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@@ -35593,7 +37431,8 @@
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@@ -35605,7 +37444,8 @@
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@@ -35617,7 +37457,8 @@
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@@ -35628,7 +37469,8 @@
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@@ -35640,11 +37482,12 @@
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@@ -35654,7 +37497,8 @@
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@@ -35664,7 +37508,8 @@
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@@ -35674,7 +37519,8 @@
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@@ -35684,7 +37530,8 @@
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@@ -35730,7 +37577,8 @@
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@@ -35740,7 +37588,8 @@
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@@ -35761,7 +37610,8 @@
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@@ -35789,7 +37639,8 @@
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@@ -35799,7 +37650,8 @@
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@@ -35809,7 +37661,8 @@
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@@ -35819,7 +37672,8 @@
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@@ -35852,7 +37706,8 @@
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@@ -35862,7 +37717,8 @@
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@@ -35872,7 +37728,8 @@
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@@ -35883,7 +37740,8 @@
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@@ -35895,7 +37753,8 @@
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@@ -35907,7 +37766,8 @@
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@@ -35945,7 +37805,8 @@
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@@ -35953,7 +37814,8 @@
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@@ -35961,7 +37823,8 @@
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@@ -35969,33 +37832,35 @@
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@@ -36005,45 +37870,52 @@
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@@ -36051,10 +37923,11 @@
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@@ -36064,17 +37937,19 @@
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@@ -36122,24 +37997,27 @@
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@@ -36147,7 +38025,8 @@
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@@ -36155,64 +38034,72 @@
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@@ -36232,8 +38119,7 @@
         "vidu-2.0",
         "Vidu 2.0"
       ],
-      "model_types": [
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+      "model_types": []
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     {
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@@ -36241,24 +38127,21 @@
         "vidu-q1",
         "Vidu Q1"
       ],
-      "model_types": [
-      ]
+      "model_types": []
     },
     {
       "name": "vidu/vidu-q3",
       "alias": [
         "Vidu Q3"
       ],
-      "model_types": [
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+      "model_types": []
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     {
       "name": "vidu/vidu-q3-turbo",
       "alias": [
         "Vidu Q3 Turbo"
       ],
-      "model_types": [
-      ]
+      "model_types": []
     },
     {
       "name": "vidu-tts",
@@ -36268,18 +38151,15 @@
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     {
       "name": "vidu2.0",
-      "model_types": [
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+      "model_types": []
     },
     {
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     {
       "name": "viduq1-classic",
-      "model_types": [
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+      "model_types": []
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@@ -36297,18 +38177,15 @@
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     {
       "name": "viduq2-turbo",
-      "model_types": [
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+      "model_types": []
     },
     {
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+      "model_types": []
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@@ -36318,7 +38195,8 @@
       "model_types": [
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@@ -36328,7 +38206,8 @@
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@@ -36338,7 +38217,8 @@
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@@ -36346,7 +38226,8 @@
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@@ -36354,7 +38235,8 @@
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+        "chat"
+      ],
+      "content_length": 8192,
+      "max_output": 8192
+    },
+    {
+      "name": "poolside/laguna-xs-2.1",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 262144,
+      "max_output": 8192
+    },
+    {
+      "name": "thinkingmachines/inkling",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 8192,
+      "max_output": 8192
+    },
+    {
+      "name": "z-ai/glm-5.2",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 1000000,
+      "max_output": 128000
+    },
+    {
+      "name": "baichuan/baichuan2-13b-chat",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 196608,
+      "max_output": 8192
+    },
+    {
+      "name": "01-ai/yi-1.5-34b-chat",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 16384,
+      "max_output": 8192
+    },
+    {
+      "name": "01-ai/yi-1.5-9b-chat",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 16384,
+      "max_output": 8192
+    },
+    {
+      "name": "doubao-seed-1.6-flash",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 256000,
+      "max_output": 16384
+    },
+    {
+      "name": "doubao-seed-1.6",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 256000,
+      "max_output": 16384
+    },
+    {
+      "name": "doubao-seed-2.0-pro",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 256000,
+      "max_output": 16384
+    },
+    {
+      "name": "doubao-seed-2.0-lite",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 256000,
+      "max_output": 16384
+    },
+    {
+      "name": "doubao-seed-2.0-mini",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 256000,
+      "max_output": 16384
+    },
+    {
+      "name": "doubao-seed-2.0-code",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 256000,
+      "max_output": 16384
+    },
+    {
+      "name": "qwen2.5-max-2025-01-25",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 32768,
+      "max_output": 8192
+    },
+    {
+      "name": "Pro/deepseek-ai/DeepSeek-V4-Pro",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 1048576,
+      "max_output": 393216
+    },
+    {
+      "name": "Pro/deepseek-ai/DeepSeek-V4-Flash",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 1048576,
+      "max_output": 393216
+    },
+    {
+      "name": "Pro/moonshotai/Kimi-K2.6",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 262144,
+      "max_output": 65536
+    },
+    {
+      "name": "step-3.5-flash-paid",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 262144,
+      "max_output": 32768
+    },
+    {
+      "name": "step-1-256k",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 262144,
+      "max_output": 8192
+    },
+    {
+      "name": "step-1-128k",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 131072,
+      "max_output": 8192
+    },
+    {
+      "name": "step-1-32k",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 32768,
+      "max_output": 8192
+    },
+    {
+      "name": "step-1-8k",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 8192,
+      "max_output": 4096
+    },
+    {
+      "name": "step-1-flash",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 8192,
+      "max_output": 4096
+    },
+    {
+      "name": "claude-3-5-sonnet",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 200000,
+      "max_output": 8192
+    },
+    {
+      "name": "gemini-1.5-pro",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 2097152,
+      "max_output": 8192
+    },
+    {
+      "name": "gemini-1.5-flash",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 1048576,
+      "max_output": 8192
+    },
+    {
+      "name": "solar-pro",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 32768,
+      "max_output": 4096
+    },
+    {
+      "name": "grok-3-mini-mini-fast",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 131072,
+      "max_output": 131072
+    },
+    {
+      "name": "spark-x",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 128000,
+      "max_output": 8192
+    },
+    {
+      "name": "glm-4-flashx",
+      "model_types": [
+        "chat"
+      ],
+      "content_length": 128000,
+      "max_output": 16384
     }
   ]
 }
diff --git a/conf/model.md b/conf/model.md
new file mode 100644
index 0000000000..6eb9c95913
--- /dev/null
+++ b/conf/model.md
@@ -0,0 +1,283 @@
+# Model Configuration Reference
+
+This document explains the JSON field conventions used in `conf/models/*.json` and `conf/all_models.json`, and the decimal vs. binary conventions used by different model vendors.
+
+## Table of Contents
+
+- [JSON Fields](#json-fields)
+- [Field Relationship Diagram](#field-relationship-diagram)
+- [Migration Note](#migration-note)
+- [Decimal vs. Binary Conventions](#decimal-vs-binary-conventions)
+- [Vendor Breakdown](#vendor-breakdown)
+- [Aggregators & Platforms](#aggregators--platforms)
+- [How to Add a New Model](#how-to-add-a-new-model)
+- [How to Update an Existing Model](#how-to-update-an-existing-model)
+- [Quick Reference](#quick-reference)
+- [Troubleshooting](#troubleshooting)
+
+---
+
+## JSON Fields
+
+Each model entry in a provider JSON file (`conf/models/<provider>.json`) or in the global catalog (`conf/all_models.json`) supports the following fields:
+
+| Field | Type | Required | Description |
+|---|---|---|---|
+| `name` | string | Yes | Canonical model identifier (e.g. `gpt-4o`, `claude-opus-4-8`). Must be unique within a provider file. |
+| `content_length` | integer | No | Maximum **context window** in tokens — the total number of tokens (input + output) the model can process in a single request. Previously named `max_tokens` (until PR #17807). |
+| `max_output` | integer | No | Maximum **output generation** in tokens — the upper bound for tokens the model will generate. It may be a fixed vendor limit, or dynamic (computed as `content_length - input_tokens`). See [Vendor Breakdown](#vendor-breakdown). |
+| `model_types` | string[] | Yes | Capabilities of the model. Common values: `chat`, `vision`, `embedding`, `rerank`, `asr`, `tts`, `ocr`, `doc_parse`. |
+| `thinking` | object | No | Extended-thinking configuration (see [Thinking Object](#thinking-object)). |
+| `tools` | object | No | Tool-use capability (see [Tools Object](#tools-object)). |
+| `class` | string | No | Provider-specific model class used to select the correct driver (e.g. `glm`, `kimi`). |
+| `max_dimension` | integer | No | Maximum supported embedding dimension. Used by `embedding`-type models (e.g. `1536`). |
+| `dimensions` | integer[] | No | Supported embedding dimensions (e.g. `[256, 512, 1024, 1536]`). When non-empty, a requested dimension must match one of these values. When empty `[]` (or omitted), any dimension up to `max_dimension` is accepted. |
+| `alias` | string[] | No | Alternative names for the same model. Used for model lookup when a tenant refers to the model by an alias. **Must be unique across all models.** |
+| `rank` | integer | No | Sort priority (lower = higher rank). Used when ordering model lists in the UI. |
+
+### Example Entry
+
+```json
+{
+  "name": "claude-opus-4-8",
+  "content_length": 1000000,
+  "max_output": 128000,
+  "model_types": ["chat", "vision"],
+  "thinking": {
+    "default_value": true,
+    "clear_thinking": true
+  },
+  "tools": {
+    "support": true
+  }
+}
+```
+
+### Thinking Object
+
+```jsonc
+{
+  "thinking": {
+    "default_value": true,    // Whether thinking mode is enabled by default
+    "clear_thinking": true    // Whether the API can disable thinking per-request
+  }
+}
+```
+
+### Tools Object
+
+```jsonc
+{
+  "tools": {
+    "support": true           // Whether the model supports function/tool calling
+  }
+}
+```
+
+---
+
+## Field Relationship Diagram
+
+```text
+┌─────────────────────────────────────────────────────┐
+│                  content_length                      │
+│  (total context window: input + output combined)    │
+│                                                     │
+│  ┌─────────────────────────────────────────────┐    │
+│  │           prompt tokens (input)              │    │
+│  └─────────────────────────────────────────────┘    │
+│                                                     │
+│  ┌─────────────────────────────────────────────┐    │
+│  │        max_output (generated tokens)         │    │
+│  │  May be fixed OR dynamic (context - input)   │    │
+│  └─────────────────────────────────────────────┘    │
+└─────────────────────────────────────────────────────┘
+```
+
+- `content_length` is the **total** budget (input + output).
+- `max_output` is the **generation** budget alone.
+- For most models, `max_output <= content_length`. Some vendors set them equal (output can fill the entire window).
+- **Dynamic max_output**: Some models (e.g. Kimi K2.6) define max_output as `content_length - input_tokens`. In these cases, the configured `max_output` represents the upper bound; the actual available output decreases as the prompt grows.
+
+---
+
+## Migration Note
+
+Before PR #17807, a single `max_tokens` field served double duty — it was documented as the context window but often used as the output cap at runtime. The split into `content_length` + `max_output` removes this ambiguity:
+
+- **Old `max_tokens`** → used only as migration context; do not copy it blindly.
+- **New `content_length`** → set the vendor-documented context window.
+- **New `max_output`** → set the vendor-documented generation cap.
+
+Every migrated model **must define both `content_length` and `max_output`**, each taken from the official vendor model specification.
+
+---
+
+## Decimal vs. Binary Conventions
+
+Different vendors express context windows using different numerical conventions. **This configuration preserves the exact numbers from each vendor's official documentation**, even when vendors disagree on whether "128K" means 128,000 or 131,072.
+
+### How to Identify
+
+| Convention | Pattern | Example |
+|---|---|---|
+| **Decimal (base-10)** | Round numbers in powers of 10 | 128,000 · 200,000 · 400,000 · 1,000,000 |
+| **Binary (base-2)** | Powers of 2 (exact) | 131,072 = 2^17 · 262,144 = 2^18 · 1,048,576 = 2^20 |
+
+A quick test: if `n & (n-1) == 0`, the value is a power of 2 (binary). Otherwise, it is decimal.
+
+---
+
+## Vendor Breakdown
+
+| Vendor | `content_length` convention | `max_output` convention | Source |
+|---|---|---|---|
+| **OpenAI** | Binary | Binary | [OpenAI Models](https://developers.openai.com/api/docs/models/) |
+| **Anthropic** | Decimal (200K, 1M) | Binary (8K, 16K, 32K, 64K, 128K) | [Anthropic Docs](https://docs.anthropic.com/en/docs/about-claude/models) |
+| **Google (Gemini)** | Binary (1M, 2M) | Binary (8K, 64K) | [Google AI Docs](https://ai.google.dev/gemini-api/docs/models/gemini) |
+| **Google (Gemma)** | Binary | Binary | [Gemma Docs](https://ai.google.dev/gemma/docs) |
+| **Meta (Llama)** | Binary | Binary | [Llama Model Cards](https://github.com/meta-llama/llama-models) |
+| **DeepSeek** | Varies by model — binary (128K, 1M) | Varies by model — binary (8K, 32K, 64K, 384K) | [DeepSeek API Docs](https://api-docs.deepseek.com/) |
+| **Alibaba (Qwen)** | Binary (32K, 128K, 256K, 1M) | Binary (8K, 16K, 32K, 64K) | [Alibaba Bailian Docs](https://help.aliyun.com/zh/model-studio/) |
+| **Moonshot (Kimi)** | Binary (256K = 262144, 1M = 1048576) | Dynamic — up to `content_length - input_tokens` (API default 32768) | [Kimi API Docs](https://platform.kimi.com/docs/api/models-overview) |
+| **Mistral** | Binary | Binary (= content_length) | [Mistral Docs](https://docs.mistral.ai/getting-started/models/models_overview/) |
+| **NVIDIA** | Binary | Binary | [NVIDIA NIM Docs](https://build.nvidia.com/nemotron) |
+| **xAI (Grok)** | Decimal (131K, 262K) | Decimal (128K, 131K) | [xAI Docs](https://docs.x.ai/docs/models) |
+| **GLM (Zhipu)** | Decimal (128000, 200000, 204800, 1000000) | Decimal (4096, 16384, 96000, 128000) | [Zhipu AI Docs](https://docs.bigmodel.cn/cn/guide/start/model-overview) |
+| **MiniMax** | Decimal (204800 = 200K) | Decimal (128000 = 128K) | [MiniMax Docs](https://platform.minimaxi.com/docs/guides/text-generation) |
+| **Cohere** | Decimal (128K, 256K) | Decimal (4K, 8K, 32K, 64K) | [Cohere Docs](https://docs.cohere.com/docs/models) |
+| **Baichuan** | Decimal (32K, 128K, 192K) | Decimal (8K) | [Baichuan Docs](https://platform.baichuan-ai.com/docs) |
+| **Amazon (Bedrock / Nova)** | Decimal (128K, 300K) | Decimal (5K) | [AWS Bedrock Docs](https://docs.aws.amazon.com/bedrock/latest/userguide/models-supported.html) |
+| **Perplexity** | Decimal (128K, 200K) | Binary (128K) | [Perplexity Docs](https://docs.perplexity.ai/docs/sonar/models) |
+| **Tencent (Hunyuan)** | Decimal (32K, 131K, 262K) | Decimal (8K, 64K) | [Tencent Cloud Docs](https://cloud.tencent.com/document/product/1759) |
+| **Xiaomi (MiMo)** | Binary (1M) | Binary (8K) | [MiMo Docs](https://huggingface.co/XiaomiMiMo) |
+| **HuggingFace** | Varies (hosted models) | Varies | [HuggingFace Model Cards](https://huggingface.co/docs/hub/model-cards) |
+
+### Key Takeaways
+
+1. **Never round or convert** a value to match a different convention. If Anthropic says 200K, write `200000` — not `2097152` or `262144`.
+2. **OpenAI, Google, Meta, NVIDIA, DeepSeek, Qwen, Kimi, Mistral** all use binary (powers of 2).
+3. **Anthropic, xAI, GLM/Zhipu, MiniMax, Cohere, Baichuan, Amazon** use decimal (powers of 10, or vendor-specific round numbers).
+4. **Some vendors mix conventions** within their own catalog (e.g. Anthropic uses decimal for context but binary for output).
+5. **When in doubt**, check the official API documentation linked above. The number in this config should match the vendor's stated limit exactly.
+
+---
+
+## Aggregators & Platforms
+
+The following providers are **aggregators** — they host models from multiple upstream creators. Their `content_length` / `max_output` values inherit from the underlying model, not from a native convention of their own. When updating an aggregator's model entry, refer to the upstream creator's documentation (see table above).
+
+| Aggregator | Notes |
+|---|---|
+| **302ai** | Hosts OpenAI, Anthropic, Google, etc. |
+| **Alibaba Cloud (Bailian)** | Hosts Qwen and third-party models |
+| **Aliyun** | Chinese cloud platform |
+| **AstraFlow** | Multi-provider aggregator |
+| **Avian** | Multi-provider aggregator |
+| **Baidu (Qianwen)** | Ernie + third-party models |
+| **CometAPI** | Multi-provider aggregator |
+| **DeepInfra** | Open-source model hosting |
+| **FuturMix** | Multi-provider aggregator |
+| **GiteeAI** | Chinese aggregator |
+| **GreenPT** | GLM-based models |
+| **Huawei Cloud** | Hosts GLM, Kimi, etc. |
+| **JieKouAI** | Multi-provider aggregator |
+| **LongCat** | Meituan's model platform |
+| **N1N** | Multi-provider aggregator |
+| **Novita** | Open-source model hosting |
+| **OpenRouter** | Multi-provider router |
+| **OrcaRouter** | Auto-routing layer |
+| **PPIO** | Edge AI platform |
+| **Qiniu** | Chinese cloud platform |
+| **Replicate** | Open-source model hosting |
+| **SiliconFlow** | Chinese aggregator |
+| **TogetherAI** | Open-source model hosting |
+| **TokenHub** | Multi-provider aggregator |
+| **TokenPony** | Multi-provider aggregator |
+| **Volcengine (Doubao)** | ByteDance's cloud (hosts Doubao + third-party) |
+
+---
+
+## How to Add a New Model
+
+1. Determine the model's `content_length` (context window) and `max_output` (generation cap) from the **official API documentation**.
+2. Use the exact number stated — do not convert between decimal and binary.
+3. Add the entry to the appropriate `conf/models/<provider>.json` file.
+4. If the model is also listed in `conf/all_models.json`, update that entry too (or add it).
+5. Run `go test ./internal/entity/models/...` to verify the config loads correctly.
+
+---
+
+## How to Update an Existing Model
+
+1. Find the latest official spec from the vendor's documentation.
+2. Update `content_length` and/or `max_output` to match.
+3. If the model appears in multiple provider files (e.g. DeepSeek models appear in `deepseek.json`, `ppio.json`, `qiniu.json`), update all copies.
+4. Update `conf/all_models.json` if the model has an entry there.
+5. Run `go test ./internal/entity/models/...` to verify.
+
+---
+
+## Quick Reference
+
+### Common model_types Values
+
+| Type | Description |
+|---|---|
+| `chat` | Text generation / conversation |
+| `vision` | Image understanding (multimodal) |
+| `embedding` | Text embedding vectors |
+| `rerank` | Document re-ranking |
+| `asr` | Automatic speech recognition (speech-to-text) |
+| `tts` | Text-to-speech |
+| `ocr` | Optical character recognition |
+| `doc_parse` | Document parsing (PDF, DOCX, etc.) |
+
+### Token Count Rule of Thumb
+
+| Language | Tokens per character |
+|---|---|
+| English | ~0.3 tokens/char (1 token ≈ 4 chars) |
+| Chinese | ~0.6 tokens/char (1 token ≈ 1.5 chars) |
+| Code | ~0.4 tokens/char |
+
+Example: A 10,000-character English document ≈ 3,000 tokens.
+
+### Validation Command
+
+```bash
+go test ./internal/entity/models/...
+```
+
+This loads all provider configs and `conf/all_models.json`, checking for:
+- Valid JSON syntax
+- Unique aliases across all models
+- Correct field types
+
+---
+
+## Troubleshooting
+
+### Duplicate Alias Error
+
+```
+InitProviderManager: duplicate alias "X" for models "A" and "B"
+```
+
+**Cause**: Two models share the same alias. Aliases must be globally unique.
+
+**Fix**: In `conf/all_models.json`, find the conflicting entries and remove or rename the duplicate alias. Also check `conf/models/*.json` files for the same alias.
+
+### Model Not Found
+
+**Cause**: Model name or alias mismatch between tenant configuration and provider catalog.
+
+**Fix**: Check both `conf/all_models.json` (aliases) and the specific `conf/models/<provider>.json` for the model name.
+
+### Context Length Mismatch
+
+**Symptom**: API returns errors about exceeding context limits.
+
+**Cause**: `content_length` in config does not match the vendor's actual limit.
+
+**Fix**: Verify against official vendor documentation and update accordingly.
diff --git a/internal/entity/models/gitee_test.go b/internal/entity/models/gitee_test.go
index c5b0ab72cc..ea1e657f0f 100644
--- a/internal/entity/models/gitee_test.go
+++ b/internal/entity/models/gitee_test.go
@@ -210,9 +210,9 @@ func TestGiteeListModelsKeepsModelNameAfterAliasMetadataLookup(t *testing.T) {
 	if model.Name != "deepseek/deepseek-v4-pro" {
 		t.Fatalf("Name=%q, want deepseek/deepseek-v4-pro", model.Name)
 	}
-	//if model.MaxOutput == nil || *model.MaxOutput != 1048576 {
-	//	t.Fatalf("MaxOutput=%v, want 1048576", *model.MaxOutput)
-	//}
+	if model.MaxOutput == nil || *model.MaxOutput != 393216 {
+		t.Fatalf("MaxOutput=%v, want 393216", model.MaxOutput)
+	}
 	if len(model.ModelTypes) != 1 || model.ModelTypes[0] != "chat" {
 		t.Fatalf("ModelTypes=%v, want [chat]", model.ModelTypes)
 	}