Multi-agent systems offer a compelling pathway to empower AI by distributing intelligence across numerous agents. This paradigm contrasts with traditional centralized AI, where a central model interprets data. In multi-agent systems, autonomous agents communicate to achieve collective goals, exploiting the insights of the aggregate intelligence. Th