Lead end-to-end learner journey for an AI-native B2C education product, prioritizing retention, conversion, and engagement. Ship AI features, work closely with engineers on systems/APIs/model trade-offs, iterate using real user data, and manage a team. Move key metrics by designing fast, simple product solutions and owning outcomes from discovery through enrollment and learning.