A Harvard study shows AI tutoring doubled learning gains compared to expert-led active learning in physics, with median improvements of 0.73–1.3 standard deviations. Yet uncontrolled AI use risks eroding critical thinking through cognitive offloading, forcing a reckoning with whether teaching is fundamentally algorithmic. As models advance exponentially, educators must decide if efficiency will redefine or diminish learning.