Multi-agent systems offer a compelling pathway to empower AI by sharing intelligence across numerous agents. This model contrasts with traditional centralized AI, where a unified model processes data. In multi-agent systems, independent agents collaborate to achieve common goals, exploiting the knowledge of the aggregate intelligence. This distribu