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 interprets data. In multi-agent systems, decentralized agents interact to achieve shared goals, exploiting the knowledge of the combined intelligence. Th