Multi-agent AI architectures are emerging as a transformative force in the realm of artificial intelligence. These sophisticated systems comprise multiple autonomous entities that coordinate to achieve common targets. By harnessing the potential of collective intelligence, multi-agent AI can address complex challenges that are beyond the scope of s