Aristotle tutored Alexander the Great one-on-one. We've known for millennia that personalized adaptive teaching produces better outcomes. We chose factory-model classrooms anyway. AI agents that adapt to each child's learning style aren't a new idea — they're a 2,000-year-old idea we can finally afford to execute.