Multi-agent AI architectures are rising to prominence as a transformative force in the realm of artificial intelligence. These complex systems comprise multiple autonomous actors that interact to achieve common targets. By harnessing the potential of collective insight, multi-agent AI can tackle complex problems that are beyond the scope of single