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