Multi-agent AI architectures are emerging as a transformative force in the realm of artificial intelligence. These complex systems comprise multiple autonomous entities that coordinate to achieve common objectives. By harnessing the potential of collective insight, multi-agent AI can tackle complex problems that are beyond the reach of single agent