A-Evolve provides infrastructure for automating the improvement of LLM agents through evolution algorithms. It takes a base agent and benchmark, then iteratively evolves the agent’s capabilities without manual harness engineering. The framework includes reference evolution algorithms and benchmark implementations for evaluating agent performance across multiple domains.