AI Test Case Generation: What Went Wrong (and Right)
This is not a tutorial. It is an honest account of what actually happened when AI test case generation was put to work on real user stories from a real sprint — not a curated demo, not a toy example, not a vendor marketing video. Fifty test…
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How to Generate Test Cases from User Stories Using Claude: A Complete Step-by-Step SDET Guide (2026)
If you have ever stared at a Jira ticket for twenty minutes trying to figure out where to start writing test cases, this guide is for you. Generating test cases from user stories is one of the most time-consuming, cognitively demanding tasks in…
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30 AI Prompts for SDET Engineers: Test Cases, Bug Reports, Test Data and More (2026)
Every SDET who has used ChatGPT, Gemini, or GitHub Copilot for more than five minutes has hit the same wall: the tool is clearly capable of something useful, but the output is generic, shallow, or just wrong in a way that takes longer to fix than…
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What Is an AI QA Engineer? Skills, Tools and Career Path for 2026
A new job title has been taking over LinkedIn feeds, Naukri listings, and GCC hiring boards: AI QA Engineer. Recruiters are searching for it. Hiring managers are adding it to headcount plans. And QA engineers across every experience level are asking…
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Playwright API Testing: The Complete Guide (2026)
Real talk before we start: I used to maintain two completely separate test suites — one in Playwright for UI, one in REST Assured for APIs. Different configs, different CI jobs, different reporting. Every sprint I was context-switching between Java…
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Self-Healing Tests in Playwright: How They Work & How to Implement Them
Honest disclaimer before we start: I have spent a genuinely embarrassing number of hours debugging test failures that had absolutely nothing to do with the application under test. The button was right there on the screen. The user could click it. My…
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Debugging Flaky Tests with AI: Playwright + Copilot Guide (2026)
This is Part 2 of my AI Playwright Testing series. If you haven’t read Part 1: AI Playwright Testing with GitHub Copilot & MCP yet, I’d start there — this post assumes you already have Copilot and an MCP server wired into your…
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