最近团队在推进“测试智能体”落地，我基于 Playwright 封装了三个核心 AI Agent，分别负责 用例生成、自动执行与自愈、结果断言分析。三者在工作流中协作，让 Web 自动化测试的编写与维护成本降低了约 60%。下面是完整实操记录，所有命令均可直接复现。 一、整体架构 Agent 1 – 用例生成器：根据自然语言需求或 Swagger 文档，调用 RAG + Playwright 代码 ...

AI coding benchmarks miss long-term code quality degradation from repeated iterative changes.

For over 5 years, Arthur has been professionally covering video games, writing guides and walkthroughs. His passion for video games began at age 10 in 2010 when he first played Gothic, an immersive ...

1st June 2026: We added new Universal Tower Defense X codes. Universal Tower Defense X is a classic Roblox tower defense game that’s packed with characters from popular anime and game series. In UTDX, ...

1st June 2026: We added updated our list of working Basketball Legends codes. Basketball Legends is a popular Roblox game which offers quick-fire B Ball action. Instead of having to think about what ...

For over 5 years, Arthur has been professionally covering video games, writing guides and walkthroughs. His passion for video games began at age 10 in 2010 when he first played Gothic, an immersive ...

AI and machine learning outside of Python There’s no question Python is the default choice for machine learning and data science. That doesn’t mean other options are off the table, though. Here’s a ...

Microsoft is increasingly treating Claude as a first-class option across dev tooling and AI products. For one prominent example of that trend, Microsoft's Visual Studio Code editor is extending Claude ...

Then imagine it replying: "Sorry, the website won't let me in." That's the quiet failure mode behind most AI agents today. They can think, but they can't really act on the live web — websites block ...