SAGE Statistical Gate for Self-Evolving Agents
SAGE solves a critical vulnerability in self-evolving agents that previous work overlooked - the Optimizer's Curse causing unreliable improvements. Developers building autonomous systems can implement this conservative refinement to prevent performance degradation while still achieving higher final scores. The method's effectiveness across multiple LLMs makes it a practical solution for teams deploying agents in production environments.