Successfully integrating multi-AI agent collaborations demands a robust framework for alignment. This framework must efficiently manage the diverse strengths of each agent, enabling them to jointly execute complex tasks. Distributed control architectures present distinct benefits and obstacles for multi-agent systems, influencing the overall perfor