Legal and ethical considerations should be center stage when developing health AI applications. In this talk, I will describe how close collaboration between legal, ethics, medical and AI specialists is paramount for deepening our understanding of the key challenges facing present and future health AI solutions. Specifically, I will present our collaborative and interdisciplinary work discussing these challenges as they apply to genetic engineering, decision support and digital twins.