US AI testing institute chief steps down within three months The leadership change comes as the institute develops testing methods for frontier AI models. By Gyana Swain Jul 21, 2026 4 mins Artificial ...

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Your AI coding agent reads whole files to understand code. ast-outline lets it pull exactly what it needs — a whole-repo skeleton, a single file's outline, or one symbol's body — instead of reading ...

AI 辅助开发的关键不在 AI 本身的能力，而在于人为 AI 建立的约束体系——通过 Skills 技能包注入领域知识、AGENTS.md 沉淀项目规范、飞轮效应让错误只犯一次，将模糊目标转化为 AI 可精确执行的高质量指令，从提出需求到代码合入，甚至本篇分享也是AI生成。