Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each agent within the system must communicate effectively to attain a shared target. This demands careful structure of the interaction mechanism, coupled with robust algorithms for planning. Challenges arise in domains such as robust