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[AI in QA] AI in QA is unreliable - unless you do this
When teams start using AI in QA, the first results often feel almost great. You ask for a Playwright test, the model generates something reasonable, and it looks like you’ve just accelerated your entire testing process overnight - that feeling rarely lasts. After a few iterations, cracks begin to appear: failures are “fixed” in ways that don’t actually work, flaky tests start to multiply instead of disappear and slowly confidence in the system begins to erode. At that point,
Milena Cylińska
5 days ago4 min read
AI-assisted QA workflow - orchestrating MCPs for testing
You know how testing can feel like a never-ending repetitive actions of writing the same scripts, updating tests after every feature...
Milena Cylińska
Sep 24, 20256 min read


Navigating tech burnout: How QA can lighten the load for overworked developers
Working in tech is often framed as a dream job — solving hard problems, shaping the future, and building cool stuff. But in fast-paced...
Milena Cylińska
May 5, 20255 min read


Releasing Features Behind Feature Flags: Automate with Playwright and LaunchDarkly - Feature Flag Testing Ultimate Guide
In today’s fast-paced agile environments, selectively rolling out new features is more than a convenience—it’s a necessity. Feature flags...
Milena Cylińska
Apr 11, 20254 min read
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