Successfully integrating multi-AI agent collaborations demands a robust framework for alignment. This framework must seamlessly direct the diverse perceptions of each agent, enabling them to synergistically accomplish complex tasks. Centralized control architectures present distinct benefits and limitations for multi-agent platforms, influencing th