Multi-agent AI architectures are emerging as a transformative force in the realm of artificial intelligence. These sophisticated systems comprise multiple autonomous actors that collaborate to achieve common goals. By harnessing the strength of collective wisdom, multi-agent AI can resolve complex problems that are beyond the reach of single agents