Multi-agent architectures offer a compelling pathway to empower AI by delegating intelligence across numerous agents. This paradigm contrasts with traditional centralized AI, where a single model processes data. In multi-agent systems, independent agents collaborate to achieve shared goals, leveraging the knowledge of the aggregate intelligence. Th