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