Multi-agent architectures offer a compelling pathway to democratize AI by sharing intelligence across numerous agents. This model contrasts with traditional centralized AI, where a unified model interprets data. In multi-agent systems, decentralized agents interact to achieve common goals, harnessing the wisdom of the total intelligence. This distr