Multi-agent AI architectures are gaining traction as a transformative force in the realm of artificial intelligence. These complex systems comprise multiple autonomous agents that collaborate to achieve common goals. By harnessing the power of collective insight, multi-agent AI can tackle complex challenges that are beyond the scope of single agent