Multi-agent frameworks offer a compelling pathway to democratize AI by distributing intelligence across numerous components. This model contrasts with traditional centralized AI, where a unified model analyzes data. In multi-agent systems, decentralized agents communicate to achieve common goals, leveraging the wisdom of the total intelligence. Thi