Senior AI/ML Engineer with 8+ years building and deploying intelligent systems. Currently at Workday scaling human-AI systems. Researcher at MIT Critical Data, where I study how clinical AI fails (MICCAI 2026, NeurIPS 2026), lead a 20+ person working group on JEPA and world models, and am project lead on an Anthropic AI for Science Award. Led 40+ funded projects across health, climate, and scientific computing, taking AI from research to production. Previously at CeADAR (Ireland’s National Centre for AI) and ex Harvard’s Visual Computing Group.