AI Is Not the Shortcut: Peter Harris on Reps, Rigor, and What Makes Graduates Unreplaceable

In this episode of the Smarter Campus Podcast, Zach is joined by Peter Harris to unpack a hard truth about AI in education: tools don’t replace mastery—practice does.Peter introduces the idea of “reps” as the foundation of real expertise. Whether it’s building 100 financial models by hand or defending an investment thesis out loud, deep understanding only comes from repeated, manual engagement. AI can accelerate learning—but only if it’s used as a coach, not a crutch.This conversation dives into:Why experiential learning beats textbook theoryThe difference between outsourcing thinking vs. sharpening it with AIWhy verbal accountability is becoming the most honest form of assessmentHow AI is reshaping the workforce toward orchestration, not task executionWhy liberal arts skills—psychology, judgment, communication—are becoming more valuable, not lessWhat educators must redesign now to ensure students can explain, not just submit, their workFor educators, employers, and students alike, this episode is a wake-up call: in an AI-accelerated world, understanding beats output—and reps still matter.