Multi-agent architectures offer a compelling pathway to empower AI by sharing intelligence across numerous entities. This approach contrasts with traditional centralized AI, where a central model interprets data. In multi-agent systems, independent agents collaborate to achieve shared goals, leveraging the wisdom of the combined intelligence. This