Multi-agent systems offer a compelling pathway to empower AI by distributing intelligence across numerous agents. This approach contrasts with traditional centralized AI, where a unified model analyzes data. In multi-agent systems, decentralized agents collaborate to achieve collective goals, exploiting the insights of the total intelligence. This