Multi-agent AI architectures are emerging as a transformative force in the realm of artificial intelligence. These complex systems comprise multiple autonomous entities that collaborate to achieve common objectives. By harnessing the strength of collective intelligence, multi-agent AI can tackle complex problems that are beyond the scope of single