Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each agent within the system must communicate effectively to accomplish a shared goal. This demands careful architecture of the interaction framework, coupled with robust algorithms for decision-making. Challenges arise in domains