co-evolving

A new paper from Cambridge, NVIDIA, and other labs introduces the Red Queen Gödel Machine, a method where AI agents and their evaluators co-evolve to prevent stagnation. The approach avoids fixed benchmarks by allowing judges to improve at safe handoff points, leading to better performance in coding and paper writing tasks.