Multi-agent AI systems are emerging as a transformative force in the realm of artificial intelligence. These intelligent here systems comprise multiple autonomous actors that interact to achieve common targets. By harnessing the power of collective wisdom, multi-agent AI can resolve complex challenges that are beyond the capabilities of single agen