AI Efficiency Could Cost Us the Next Generation of Experts
Summary
IEEE Spectrum examines how AI-driven automation risks eroding hands-on engineering expertise and proposes deliberate manual gates to preserve critical skills. Drawing on aviation and nuclear safety lessons, the piece argues for maintaining junior-level training and hands-on debugging to prevent skill decay as AI handles more work. It offers a concrete design pattern for software teams to balance automation with human mastery.