AI4 min read
Reinforcement Learning
Meta's new training trick teaches AI to catch its own mistakes without a teacher
Meta and UIUC researchers developed SVR-R1, a training framework that lets vision-language models check their own answers and rethink when they get them wrong, all within a reinforcement loop. No teacher. No external critic.
2026-07-25