AI holds much promise for the future of healthcare and biomedical sciences. Perhaps the most striking and most important feature of modern AI technology is how much it differs from biological brains. A modern AI architecture is as distant from the human brain, that plane is from a bird. In this definitive distinction lies the potential for great cognitive and computational complementarity between AI and Researchers. In this presentation I will highlight some examples of how applied AI was used to enable fundamental discoveries in biology.