Multi-agent frameworks offer a compelling pathway to empower AI by sharing intelligence across numerous entities. This model contrasts with traditional centralized AI, where a unified model interprets data. In multi-agent systems, independent agents collaborate to achieve common goals, exploiting the knowledge of the total intelligence. This disper