Specifically, an oxymoron is "a contradiction in terms" - think "Military Intelligence" or "Safe Danger" as examples.
A tautology is a statement or expression that confirms itself, as best illustrated (in both senses of the word) by XKCD: "The first rule of Tautology Club is... the first rule of Tautology Club."