Multi-agent architectures offer a compelling pathway to democratize AI by distributing intelligence across numerous agents. This approach contrasts with traditional centralized AI, where a unified model analyzes data. In multi-agent systems, autonomous agents interact to achieve collective goals, exploiting the insights of the total intelligence. T