Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each entity within the system must communicate effectively to accomplish a shared objective. This requires careful architecture of the interaction platform, coupled with robust algorithms for planning. Challenges arise in domai