Multi-agent frameworks offer a compelling pathway to democratize AI by distributing intelligence across numerous entities. This paradigm contrasts with traditional centralized AI, where a single model analyzes data. In multi-agent systems, independent agents collaborate to achieve shared goals, harnessing the wisdom of the aggregate intelligence. T