Multi-agent systems offer a compelling pathway to democratize AI by distributing intelligence across numerous agents. This paradigm contrasts with traditional centralized AI, where a unified model analyzes data. In multi-agent systems, autonomous agents interact to achieve collective goals, leveraging the knowledge of the aggregate intelligence. Th