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Agent Arena 榜单更新：GPT-6 Luna (Max) 以每任务 0.05 美元进入帕累托前沿
LMArena 的 Agent Arena 更新显示，OpenAI 的 GPT-6 Luna (Max) 以 +1.59% 净提升、每任务中位成本 0.05 美元进入帕累托前沿。其成本比 DeepSeek-V4.1-Flash 低 29%、比 Hy4 preview 低 76%，净提升分仅落后两者 2.27 和 2.51 个百分点；相比同在前沿的 GPT 模型，成本比 GPT-6 Sol (Max) 低 94%、比 GPT-6 Astra (Max) 低 98%。该模型在 Agent Arena 总榜列第 23，较 GPT-5.6 Luna (xHigh) 提升六位，主要增益来自 Confirmed Success 与 Bash Recovery 两项信号。
AI推荐理由 LMArena 官方账号给出 Agent Arena 榜单更新，含 GPT-6 Luna (Max) 的净提升 +1.59%、每任务中位成本 0.05 美元，以及与 DeepSeek-V4.1-Flash、Hy4 preview、GPT-6 Sol/Astra 的成本对比和分项信号（Confirmed Success、Bash Recovery）。数据具体、可对照，但为榜单方自述且引用的是其自身评测口径，需注意其排名与成本结论的适用范围。
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正文
Update to the Agent Arena Pareto frontier: GPT-6 Luna (Max) has landed on the Agent Arena Pareto frontier with +1.59% net improvement at a median cost of just $0.05 per task!
Luna costs 29% less than DeepSeek-V4.1-Flash and 76% less than Hy4 preview, while trailing their net-improvement scores by just 2.27 and 2.51 percentage points respectively.
Compared to other GPT models on the Pareto frontier, GPT-6 Luna (Max) costs 94% less than GPT-6 Sol (Max), and 98% less than GPT-6 Astra (Max).
Congrats to the [@OpenAI](https://x.com/OpenAI) team on this cost-efficient release!
Arena.ai@arena
GPT-6 Luna (Max) by [@OpenAI](https://x.com/OpenAI) is #23 in Agent Arena with +1.6% net improvement across 8K real-world agentic sessions from our global community of users.
Although GPT-6 Luna (Max) did not land on the Agent Arena Pareto frontier, it remains a cost-efficient model. Its $0.05 median cost per task is 94% lower than GPT-6 Sol (Max) at $0.82 and 98% lower than GPT-6 Astra (Max) at $2.59. Its net-improvement score also comes within 0.09 percentage points of #22 GPT 5.5, while costing 91% less than its $0.56 median cost per task.
This release is a six-place point-rank move over GPT-5.6 Luna (xHigh), at -0.9% and #29! By signal, GPT-6 Luna’s clearest gains over GPT-5.6 Luna are in:
- Confirmed Success: #17 (+4.6%) vs. #33 (-4.6%)
- Bash Recovery: #21 (+4.2%) vs. #27 (+2.2%)
Congrats to the [@OpenAI](https://x.com/OpenAI) team on this release!
[🔗 View Quoted Tweet](https://x.com/arena/status/2104673568776990762)
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