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 coordinate to achieve common goals. By harnessing the strength of collective wisdom, multi-agent AI can address complex challenges that are beyond the scope of single