Multi-agent systems offer a compelling pathway to empower AI by distributing intelligence across numerous components. This model contrasts with traditional centralized AI, where a unified model processes data. In multi-agent systems, autonomous agents interact to achieve common goals, leveraging the wisdom of the combined intelligence. This fragmen