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