The hermes-agent repository on GitHub introduces a framework for evolving AI agents. It focuses on persistent memory and adaptive learning to improve agent performance over time. This tool allows developers to build systems that refine their behavior through interaction. It remains an early-stage project for those testing autonomous agent growth.