On The Statistical Limits of Self-Improving Agents

Charles L. Wang, Keir Dorchen, Peter Jin

We develop a learning-theoretic framework for analyzing self-improving agents by decomposing self-modification into five axes. Within this framework, we prove a sharp boundary: und…