Aman Sahota, co-founder of Factors Education, joins David Berner and Jeremy Mikla to talk about building an AI platform that personalizes learning around a district's Portrait of a Graduate. He shares his path from studying sustainability to founding Factors Education, the mentor who pushed him into K-12, and how the platform uses student learner profiles to personalize resources by Lexile level, language, and interests while staying aligned with district priorities. The conversation digs into AI bias in education, why reflection-based data collection beats once-a-year surveys, and how Factors is building an open-source benchmark for equitable AI modeling with the University of Toronto. Aman also talks through the Portrait of a Graduate movement, New York's 2029 legislative mandate, using esports to teach durable skills, and the unglamorous reali ...