Recursive Self-Evolving Agents via Held-Out Selection

Michael Nguyen, Quoc Nguyen, Paul Vuong

LLM agents are increasingly improved without weight updates by evolving a natural-language artifact, such as reflections, workflows, playbooks, cheatsheets, or optimized prompts, t…