OpenAI 分享大规模代码验证的实践方法
OpenAI 介绍其为 gpt-5-codex 和 gpt-5.1-codex-max 训练的智能体代码审查器,通过提供仓库级工具和执行权限提升召回率与精度,并优先保证信噪比。该审查器已用于 OpenAI 内部所有 PR 的自动审查,截至 2025 年 10 月每天处理超过 10 万条外部 PR,评论被作者采纳修改的比例为 52.7%。
remains similarly effective, suggesting that oversight is not being meaningfully weakened. What we learn from deployment Deploying the reviewer both internally and across external GitHub traffic has been crucial for turning a strong lab prototype into a dependable safety layer under real engineering constraints. The code review model is now a core part of OpenAI's engineering workflow. When the reviewer leaves a comment, authors address it with a code change in 52.7% of cases (often assisted by
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