Career
From manual tester to automation engineer: a realistic 45-day roadmap
You don't need six months or a CS degree. You need a sequence, 45 minutes a day, and the discipline to write code daily. Here is the exact path I teach.
Blog
Notes from the automation trenches
Practical, no-fluff articles on Playwright, Selenium, AI test agents and building a career in test automation — written by a working SDET.
Tools
Playwright vs Selenium in 2026: which should you learn first?
Both frameworks will keep you employed. But they solve the same problem in very different ways, and the right first choice depends on where you want to work.
AI + Testing
Getting started with Playwright MCP: let your AI assistant drive the browser
The Model Context Protocol turns your AI assistant from a code generator into a hands-on tester that can explore your app, click through flows and write specs from what it saw.
AI + Testing
Self-healing tests: how AI agents fix broken locators (and where they can't)
Half of test maintenance is repairing selectors after the UI changed. AI agents can now do most of that repair loop — if you understand what they actually do.