Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each actor within the system must communicate effectively to attain a shared objective. This requires careful structure of the interaction framework, coupled with robust algorithms for planning. Challenges arise in fields such as