Multi-agent frameworks offer a compelling pathway to empower AI by distributing intelligence across numerous components. This paradigm contrasts with traditional centralized AI, where a single model analyzes data. In multi-agent systems, independent agents communicate to achieve common goals, leveraging the insights of the combined intelligence. Th