Successfully deploying multi-AI agent collaborations demands a robust framework for coordination. This framework must efficiently manage the diverse perceptions of each agent, enabling them to collaboratively execute complex tasks. Distributed control architectures present distinct opportunities and obstacles for multi-agent environments, influenci