Multi-agent systems offer a compelling pathway to empower AI by delegating intelligence across numerous entities. This paradigm contrasts with traditional centralized AI, where a unified model processes data. In multi-agent systems, decentralized agents communicate to achieve shared goals, leveraging the wisdom of the aggregate intelligence. This d