Multi-agent AI architectures are gaining traction as a transformative force in the realm of artificial intelligence. These sophisticated systems comprise multiple autonomous actors that interact to achieve common targets. By harnessing the strength of collective intelligence, multi-agent AI can resolve complex issues that are beyond the scope of si