上个月，团队里一个做了4年UI自动化的同事找我吐槽。他维护着800多条Playwright用例，那天早上打开报告一看——237条失败了。原因很简单：开发推了一次“不影响功能”的提交，把一批按钮的data-testid统一了命名规范。 他改定位器改到凌晨，第二天跟我说了一句话：“脚本写了这么多，为什么还是这么脆弱？” 我说：“因为你的定位规范、等待策略、踩过的坑，全部锁死在硬编码的代码里。AI读不懂 ...

文章浏览阅读333次。但这一次，谷歌没有等到恶性事件发酵才出手——2026 年 10 月 1 日，Android 17 ...

当然是不断抽象，不断重构出来的。 就好像毛毛虫变成蝴蝶一样，软件突破某一个节点，突然就变成了所谓的教科书级项目。 至于没重构成功，没突破桎梏的那些，当然是直接死了，你连听都没听说过。 分层和抽象是成功项目的果而不是因。 即便是 linux/llvm/pgsql 这样的顶级项目也不是第一天就是这么复杂，这么有条理的。 早期的 Linux 压根就没有 arch ...

In April 2025, we held our first Programming Ability Test (Pro-Ken) at the Cross Wave classroom in Ginowan. Two people took ...

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In benchmarks comparing Python 3.15 and Python 3.14, Python 3.15 was found to be approximately 1.45 times faster overall.

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According to TheRundownAI, Pavel Rabtsevich used Claude Code and Codex to flag a planet NASA software missed; NASA will monitor it with TESS in November.