Multi-agent frameworks offer a compelling pathway to empower AI by delegating intelligence across numerous agents. This approach contrasts with traditional centralized AI, where a single model processes data. In multi-agent systems, independent agents interact to achieve common goals, leveraging the wisdom of the combined intelligence. This distrib