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Agent Arena 数据:Gemini 4 Carbon 成本扩展性优于竞品
Agent Arena 发布的模型成本对比显示,Google 的 Gemini 4 Carbon 在任务复杂度上升时的相对成本优势扩大。对于典型任务,OpenAI 的 GPT-6 Astra 成本是 Carbon 的 3.4 倍,Anthropic 的 Claude Opus 5.5 是 3.9 倍,GPT-6.1 Sol 则约为 Carbon 的 0.54 倍。在最贵的 5% 会话中,Astra 相对成本约翻倍,Opus 升至 4.2 倍,Sol 的折扣收窄。在高成本会话区,Gemini 4 Argon 和 Xiaomi 的 MiMo-V2.6 Flash、Pro 也在排行榜上抢占名额。过去两周有超过 1,000 个会话成本超过 100 美元,模型选择的差异对最终账单影响可观。
Current read
Arena 拿真实智能体会话算了一笔账:任务越难,Gemini 4 Carbon 越省钱,Astra 和 Opus 5.5 贵出三四倍,选错模型账单差很多。
11 sources49° AI heatLast updated 2026/11/4 17:46:04
Evidence
11 sourcesRelated source 1rohanpaul_ai
View sourceRelated source 2Artificial Analysis
View sourceRelated source 3AI Will
View sourceRelated source 4TestingCatalog
View sourceRelated source 5shao__meng
View sourceRelated source 6The Rundown AI
View sourceRelated source 7宝玉
View sourceRelated source 8Nathan Lambert
View sourceRelated source 9Simon Willison’s Weblog
View sourceRelated source 10IT之家
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