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