Multi-agent frameworks offer a compelling pathway to empower AI by delegating intelligence across numerous agents. This paradigm contrasts with traditional centralized AI, where a unified model processes data. In multi-agent systems, decentralized agents interact to achieve common goals, leveraging the knowledge of the total intelligence. This disp