In 2019, Google launched Project Frederick Douglass, led by technologist and photographer Florian Koenigsberger, to eliminate racial bias in imaging and AI. As global debates around technology and ethics intensify, this reflection explores the hidden roots of bias in machine learning —and a breakthrough in inclusive camera technology that finally sees everyone as they are.