You can't actually visit the Los Alamos National Laboratory, where the first atomic bomb was conceived, but the Bradbury Science Museum has compelling displays on bomb development and atomic history, along with medical and computer sciences. There's even a room where you can twist your brain into a pretzel with hands-on problem-solving games.
