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184次。AI 推理的“去中心化平价化”。它不试图与 OpenAI 在模型能力上正面竞争,而是选择在基础设施成本结构上做文章——用聚合的闲置 GPU 算力,将开源模型的能力以接近边际成本的价格提供给开发者。“前 1 亿 Token ...
文章浏览阅读559次。Agent 编程解决率从 10% 飙到 70%,但你真的会用吗?🤔 这篇文章告诉你:能力跃升改变的不是“要不要写代码”,而是你写代码的粒度。从跑通最小 Agent 循环到写任务说明书,今天就能上手的三件事,帮你跨过“最后一公里 ...
The framework uses Docker containers to create isolated API service environments and dedicated test runners. GitHub Actions │ ┌───────────────────┐ │ CI Pipeline │ │ Build & Execute │ ...
When you look into testing in Python, "Mock" is something that comes up with a very high probability.Mocking an external ...
The People endpoint returns HTTP status code 200. Exactly 10 people have a height greater than 200. Those 10 people have the expected names. All 82 People records are retrieved and checked. Each ...
In this guide, we'll build a crypto backtesting tool leveraging the CoinGecko API, that makes it easy to test various trading strategies, from simple price-based approaches like buying the dip, to ...
When implementing a CSV import feature, it initially seems simple.Read the file, validate the data, and save it to the ...
Generate text and code, create images and video, build voice agents, and search the web in real time, all through one API.
Python 3.15 is expected to speed up some programs and simplifies handling immutable data. UTF-8 as standard requires testing.
Spread the loveWhen you’re diving into software development, nothing screams efficiency like having the best API tools at your disposal. Whether you’re creating a new application, integrating services ...
Python 3.15 is out with explicit lazy imports, UTF-8 as the default encoding, frozendict and sentinel types, the Tachyon ...
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