Multi-agent AI architectures are rising to prominence as a transformative force in the realm of artificial intelligence. These intelligent systems comprise multiple autonomous actors that coordinate to achieve common objectives. By harnessing the power of collective insight, multi-agent AI can address complex challenges that are beyond the scope of