AI can produce a convincing interface long before the application is safe or maintainable. Behind the polished facade, permissions, failure handling and business rules still need engineering. I examine what vibe coding leaves out, where prototypes help and who owns the code after the demo.
A code review is a chance to learn, not an exam you have to pass. This guide helps junior developers decide what to look for, ask useful questions and give constructive feedback, including to senior colleagues. You do not need to spot every problem to make a valuable contribution.
AI makes writing code faster, but what happens to the experience developers gain by solving problems themselves? I look at how my workflow has changed and why juniors, mediors and seniors face different consequences. Greater output does not automatically mean stronger engineering judgement.
