FROM RLVR TO RLSVR

Summary from the TLDR AI newsletter

RLSVR expanded RLVR beyond inherently verifiable problems by transforming open-ended tasks into proxy environments with rules and outcomes that generated their own reward signals. SpyRL demonstrated the approach through multi-agent self-play, where predetermined roles and voting made evaluation automatic.