Associate professor Samantha Brunhaver argues that university curricula fail to prepare engineers for the rapid tool shifts driven by AI. The boom increases daily productivity expectations while tightening the job market for new graduates. Practitioners must now prioritize general adaptability over specific coding languages. This shift makes lifelong learning a core technical requirement rather than a bonus.