Multi-agent frameworks offer a compelling pathway to democratize AI by sharing intelligence across numerous entities. This model contrasts with traditional centralized AI, where a single model analyzes data. In multi-agent systems, decentralized agents collaborate to achieve shared goals, harnessing the knowledge of the combined intelligence. This