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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 ...

Live visualization for GEPA prompt-optimization runs. Renders the candidate tree as a force-directed graph so you can watch prompts evolve over a pareto frontier in real time. Big nodes are candidates ...

Google Chrome gives you many options for personalizing your Web browsing experience, such as productivity extensions and offline Gmail support. One customization feature it lacks, though, is a custom ...

FFmpeg is a popular software for processing, converting, or manipulating video and audio files. The program is used for endless things like rotating videos, scaling videos, extracting information ...

In today’s post, we will show you how you can install Office Web Apps (Word, Excel, PowerPoint, Outlook) on Windows 11/10 as Progressive Web Apps for a more traditional experience. With just a few ...

人机交互的精准度，取决于设备识别人脸并捕捉面部关键特征点的能力。该技术是情感分析的基础，也为基于人类真实行为的机器学习模型研发提供支撑。机器人通过解析面部特征，读懂人类情绪反馈，实现更自然的交互沟通。人脸追踪还可实现实时互动与联动动作。但想要精准捕捉 ...

阿里妹导读文章内容基于作者个人技术实践与独立思考，旨在分享经验，仅代表个人观点。一、背景在 OpenClaw、Claude Code 等产品出现之前，开发同学实现一个 Agent 的基本思路是：基于 LLM 实现一个 Loop 调用，配合 MCP ...

安装环境依赖复制sudo apt-get install ros-humble-tf2-ros ros-humble-tf2-geometry-msgs ros-humble-tf-transformations ...