Multi-agent AI architectures are rising to prominence as a transformative force in the realm of artificial intelligence. These sophisticated systems comprise multiple autonomous actors 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