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Site title: Automation Panda | A blog for software development and testing

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AI coding agents following BDD (Behavior-Driven Development) principles can write great Gherkin scenarios if they are given the proper rules. Without explicit rules, AI-generated Gherkin often drifts into vague Then steps, UI-heavy scripts, multi-behavior scenarios, and placeholder examples that read like filler. That is not a model problem alone; it is a missing context prob...


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Tonight, I fixed a long-festering car problem: a slow oil leak.

The previous owner had known about the leak for a few years. Her mechanic traced it to the back of the engine but could not locate its source and therefore did not fix it. Thankfully, she informed me about the leak when I acquired the vehicle.

The oil leak was not a major issue, but it did cre...


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Every good software tester knows that a good testing strategy should adhere to the classic Testing Pyramid structure: a strong base of unit tests at the bottom, a solid layer of API tests in the middle, and a few UI tests at the top for good measure. The Testing Pyramid has been around longer than I’ve been working in the software industry, and it is arguably the most prevale...


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Fixing a Bug

I own a 1970 Volkswagen Beetle. Come on, wouldn’t you expect a software tester to drive a Bug? It’s been my daily driver for about four years now. To be honest, it’s given me more trouble than any software project I’ve ever had, but I still love to drive it.

There’s a lot I’ve learned from my journey with my Bug. I had to learn to drive stick. I blew up the engine n...


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AI-assisted coding tools are great, but they can do unexpected things.

I gave a 90-minute workshop today on Playwright at Testµ 2025, an online testing conference hosted by LambdaTest. I’ve given my Playwright workshop many times before, but I’ve always taught it with “traditional” coding techniques – the way we automated tests before LLMs hit the scene. In today’s...


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