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