Multi-agent frameworks offer a compelling pathway to empower AI by sharing intelligence across numerous agents. This model contrasts with traditional centralized AI, where a unified model analyzes data. In multi-agent systems, decentralized agents interact to achieve common goals, leveraging the knowledge of the aggregate intelligence. This distrib