Multi-agent systems offer a compelling pathway to empower AI by sharing intelligence across numerous components. This paradigm contrasts with traditional centralized AI, where a central model analyzes data. In multi-agent systems, decentralized agents interact to achieve collective goals, leveraging the insights of the combined intelligence. This f