Successfully deploying multi-AI agent collaborations demands a robust framework for synchronization. This framework must efficiently handle the diverse strengths of each agent, enabling them to synergistically achieve complex tasks. Distributed control architectures present distinct opportunities and challenges for multi-agent environments, influen