A senior developer reveals how AI-generated code, like GitHub Copilot's output, often contains subtle but catastrophic flaws that undermine learning. Using a real SQL merge task as a case study, the article argues that hands-on coding is essential for juniors to develop critical thinking and advance their careers. The analysis warns that outsourcing code creation stifles the deliberate practice needed to reach senior expertise.