Multi-agent AI systems are rising to prominence as a transformative force in the realm of artificial intelligence. These complex systems comprise multiple autonomous actors that interact to achieve common goals. By harnessing the strength of collective intelligence, multi-agent AI can address complex issues that are beyond the scope of single agent