Multi-agent architectures 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, decentralized agents communicate to achieve shared goals, leveraging the wisdom of the total intelligence. Thi