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