Multi-agent AI systems are emerging as a transformative force in the realm of artificial intelligence. These intelligent systems comprise multiple autonomous actors that coordinate to achieve common objectives. By harnessing the potential of collective intelligence, multi-agent AI can address complex challenges that are beyond the capabilities of s