Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each entity within the system must communicate effectively to attain a shared target. This demands careful design of the interaction platform, coupled with robust methods for planning. Challenges arise in domains such as fault-t