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Introduction Test automation is a core part of software development. Tools like Playwright make end-to-end testing easier with reliable browser automation, smart waits, and strong support for modern web apps. But even with these tools, a lot of work still feels repetitive. Engineers spend significant time on: Planning what to test ...
Over the past year, I’ve been exploring how AI can assist in test automation. After working with various LLM-powered assistants and code-generation tools, I recently built a complete Selenium framework using the Model Context Protocol (MCP). In this post, I’ll share my technical insights, what worked, and what challenges I faced. ...
Introduction If you’ve built anything around LLMs - chatbots, internal assistants, developer tools—you’ve probably hit the same wall: the model is smart, but it’s “trapped.” It can’t directly fetch the latest numbers from your database, read files from your system, or trigger real workflows unless you wire everything up...
Introduction In this blog, we will explore how to integrate an open-source MCP server with Amazon Q and unlock its enhanced capabilities, creating seamless architecture diagrams generation. Take a look at this architectural diagram below - [caption id="attachment_76797" align="alignnone" width="946"] Diagram generated by Amazon Q +...