Supersonic airfoil design focuses on minimizing drag and maintaining stability at speeds exceeding the speed of sound by optimizing the shape and thickness of the airfoil. This involves using thin, sharp-edged profiles and considering shock wave interactions to enhance aerodynamic performance and fuel efficiency in supersonic flight conditions.