Multi-agent architectures offer a compelling pathway to democratize AI by sharing intelligence across numerous agents. This approach contrasts with traditional centralized AI, where a single model analyzes data. In multi-agent systems, independent agents collaborate to achieve collective goals, harnessing the wisdom of the combined intelligence. Th