Multi-agent systems offer a compelling pathway to empower AI by sharing intelligence across numerous components. This model contrasts with traditional centralized AI, where a central model processes data. In multi-agent systems, autonomous agents interact to achieve common goals, exploiting the wisdom of the combined intelligence. This fragmentatio