The hermes-agent repository on GitHub provides a framework for building evolving AI agents. It focuses on persistent memory and adaptive learning to improve performance over time. Developers can now implement agents that refine their own workflows. This incremental tool offers a structured approach to agentic memory without introducing a new foundation model.