Uh no, reinforcemnt learning doesn't magically pop out math proofs. OpenAI has a ton of mathematicians on staff and is spending millions of dollars in compute to pursue these solutions.
Jokes aside, by then we're gonna have StarTrek Replicators. Exciting!