Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each agent within the system must communicate effectively to attain a shared objective. This involves careful structure of the interaction platform, coupled with robust algorithms for planning. Challenges arise in areas such as resil