Successfully implementing multi-AI agent collaborations demands a robust framework for coordination. This framework must effectively handle the diverse perceptions of each agent, enabling them to collaboratively execute complex tasks. Centralized control architectures present distinct advantages and limitations for multi-agent systems, influencing