Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each agent within the system must communicate effectively to attain a shared target. This requires careful structure of the interaction framework, coupled with robust methods for planning. Challenges arise in areas such as resi