More than just code review
Simon Willison 认为，使用 Coding Agent 的关键不只是逐行审查生成代码，而是能明确下达变更指令，并以测试、行为验证等方式确认改动真正正确生效。文章将验证能力置于 Agent 协作的核心位置。
2026-08-23
More than just code review / 5 signals
Lead Story
1 itemsAI & Builders
1 itemsStop Making TUIs
Simon Willison 转述并认同一个实践判断：Coding Agent 已显著降低构建可用 GUI 的成本，许多一次性 CLI 工具不必继续停留在终端界面。对个人工具而言，原生界面正在从高成本投入变成可快速验证的产品选择。
Builders on X
3 itemsThe rate of progress in AI right now is unlike any other period in tech history. Models are getting cheaper on a like for like task basis, more generally capable, faster, and they’re going deeper in almost every domain. As intelligence becomes too cheap to meter, then the big opportunity is driving diffusion of AI into the economy. This is a great time to be applied AI company because there’s an incredible amount of innovation and competition acting as a tailwind to your own progress. Huge moment for startups right now that can take advantage of this.
Open on X ↗Update on rate limits in Codex. We do see that for some users the cache hit rate has been worse this week than the stable state the weeks before. This could explain that usage is draining somewhat faster for those users as hitting the cache consistently is an important component of being efficient. We are investigating and will have an update tomorrow.
Open on X ↗🌍🔫👩🚀 https://t.co/23FdI9i5JY
Open on X ↗