Multi-agent frameworks offer a compelling pathway to empower AI by distributing intelligence across numerous components. This model contrasts with traditional centralized AI, where a central model processes data. In multi-agent systems, independent agents interact to achieve shared goals, leveraging the knowledge of the total intelligence. This dis