The modern learner doesn't fit in a box — so why does corporate training still try? In this session, I'll show how Drivia's AI tutor (JAX) uses Q-learning, Bayesian Knowledge Tracing, and the H2E (Human-to-Expert) intelligence framework to adapt in real time to each learner's behavior. We'll cover why traditional LMS platforms fail enterprises, how AI tutors can measure real learning value (not just completion rates), and what the next generation of workforce development looks like. This is a live product with real users — not a concept deck.