Multi-agent AI architectures are gaining traction as a transformative force in the realm of artificial intelligence. These sophisticated systems comprise multiple autonomous agents that collaborate to achieve common objectives. By harnessing the potential of collective intelligence, multi-agent AI can tackle complex issues that are beyond the scope