MLE-bench

ByteDance's self-evolved agent harnesses gain 3.11 held-out points inside a 4.75-point noise band

ByteDance's Seed team and collaborators had 18 models write their own agent scaffolding and then rewrite it from task feedback. The held-out gains they report land inside the fluctuation band of their own evaluation.