AI is rapidly transforming how we diagnose, treat, and manage health. This talk presents lessons from oncology innovation drawn from extensive experience in healthcare data, AI, and digital health, highlighting programs in oncology and data strategy and collaborations with FDA, Duke University, and leading pharma companies.