As AI Writes More Code, Human Judgment and Systems Thinking Gain Value

A software engineer argues that the rise of AI-generated code is reshaping the core skills that matter most in software engineering. While AI accelerates routine coding tasks, abilities like problem framing, systems thinking, and debugging are expected to become increasingly scarce and valuable. The author suggests these shifts will play out significantly over the next few years. The piece also raises concerns about the apprenticeship problem — specifically, how junior engineers can gain meaningful exposure to complex, high-stakes decisions when AI handles much of the hands-on work traditionally used for learning.