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 achieve complex tasks. Decentralized control architectures present distinct advantages and obstacles for multi-agent platforms, influencin