Multi-agent architectures offer a compelling pathway to empower AI by distributing intelligence across numerous entities. This approach contrasts with traditional centralized AI, where a unified model processes data. In multi-agent systems, independent agents collaborate to achieve common goals, exploiting the insights of the combined intelligence.