The component of the electromagnetic spectrum that has the highest energy is gamma rays. Gamma rays possess the shortest wavelength and highest frequency, which translates to their significant energy levels. They are produced in nuclear reactions and certain astrophysical phenomena and have applications in medical imaging and cancer treatment but also pose significant health risks due to their ionizing nature.