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 unified model analyzes data. In multi-agent systems, autonomous agents communicate to achieve collective goals, leveraging the wisdom of the combined intelligence