Software Engineers Scramble to Preserve Skills as AI Code Review Replaces Hands-On Development

Software engineers, once among America's highest-paid professionals, are adapting to AI disruption by pursuing side projects and deliberately avoiding AI tools to maintain core coding competencies. The shift from hands-on development to AI code review is triggering industry-wide layoffs and underemployment, prompting workers to take deliberate action to avoid skill atrophy.

Why it matters: As AI tools increasingly automate routine software engineering work, professionals must strategically manage their skill development to remain competitive—a pattern likely to shape hiring, training, and career trajectories across the tech industry.