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