AWorld is a battle-tested agent framework designed for experts to build fleets of autonomous agents by encoding domain knowledge into reusable Skills. It provides the orchestration layer for tools, memory, context, and execution that agents need to operate. The platform supports RL training and world-model integration, enabling agents to search, understand, reproduce, and improve tasks through a structured skill-based architecture.