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 unified model interprets data. In multi-agent systems, decentralized agents interact to achieve shared goals, harnessing the wisdom of the combined intelligence. This dispe