Selection Is Not Learning: Choosing Model Futures

Haoyi Yang, Kshitij Mishra, Nils Lukas +1

Self-evolving language models train on tasks they generate, so every round must decide which updated model the next round inherits. Current loops such as R-Zero, Agent0, and Skill…