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 processes data. In multi-agent systems, decentralized agents collaborate to achieve common goals, leveraging the knowledge of the combined intelligence. This