Multi-agent frameworks offer a compelling pathway to empower AI by sharing intelligence across numerous agents. This paradigm contrasts with traditional centralized AI, where a central model interprets data. In multi-agent systems, decentralized agents interact to achieve collective goals, leveraging the wisdom of the combined intelligence. This di