Multi-agent frameworks offer a compelling pathway to empower AI by distributing intelligence across numerous components. This approach contrasts with traditional centralized AI, where a single model interprets data. In multi-agent systems, autonomous agents communicate to achieve common goals, harnessing the wisdom of the total intelligence. This d