Real patterns from real bug reports — what we test, why it breaks, and how to catch it before your customers do.

We've all seen the headlines: "AI Will Replace QA Engineers" and "Machine Learning Automates All Testing." After working with dozens of teams implementing AI-driven testing tools, I can tell you the reality is far more nuanced—and honestly, far more interesting. AI isn't here to replace QA. It's here to do what QA teams have been asking for years: handle the repetitive parts so you can focus on the thinking parts.
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