Multi-agent architectures offer a compelling pathway to democratize AI by sharing intelligence across numerous agents. This paradigm contrasts with traditional centralized AI, where a single model processes data. In multi-agent systems, decentralized agents communicate to achieve collective goals, leveraging the wisdom of the total intelligence. Th