Solace Agent Mesh is a Python framework for creating multi-agent AI systems where specialized agents collaborate to solve complex problems. It leverages Solace event messaging for scalable, reliable inter-agent communication. The framework enables creating agents with distinct skills and tool access, such as database query agents or multimodal agents, handling communication between them automatically.