Don't Outsource the Learning

Relying on AI tools to complete tasks without actively engaging with the learning process degrades your long-term technical skills, despite short-term productivity gains. Recent research shows that engineers who use AI passively (copy-pasting code) score significantly lower on comprehension tests than those who engage critically with the tool, and that brain connectivity weakens with increased AI assistance. To maintain capability over a career, developers must deliberately choose to learn through these tools rather than defaulting to task completion, though current AI product design optimizes for speed over education.