The notable physicist famous for his work on the Manhattan Project is J. Robert Oppenheimer. He served as the scientific director during the development of the first nuclear weapons in World War II, fundamentally shaping modern physics and military strategy. Oppenheimer's legacy continues to spark debates over ethics in science.