I explore personalization.

I’m interested in personal, always-on agents that learn someone’s goals and constraints, adapt through feedback, and stay easy to correct, especially in education, healthcare, and endurance training.

My PhD focused on federated learning and personalization for medical image analysis. I’ve built agentic systems at Liquid Compute and personalized learning tools at Lirvana Labs.