Agent0 is a self-evolving agent framework that enables language agents to improve autonomously through multi-step co-evolution and seamless tool integration. The system demonstrates that capable agents can develop without handcrafted supervision or curated training data. The project includes Agent0 (language agents) and Agent0-VL (vision-language extension), developed by researchers from UNC-Chapel Hill, Salesforce Research, and Stanford University.