Multi-agent AI systems are gaining traction as a transformative force in the realm of artificial intelligence. These complex systems comprise multiple autonomous actors that coordinate to achieve common targets. By harnessing the potential of collective intelligence, multi-agent AI can address complex problems that are beyond the capabilities of si