Kennedy was significantly different than Eisenhower before him, and different from Johnson after him. So those three years were the beginning of a détente with the Soviet Union, a new feeling for peace, a seeking out of a new ally with the Soviet Union - the end of the Cold War, as Kennedy called it in his American University speech.
