Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each agent within the system must communicate effectively to achieve a shared goal. This requires careful design of the interaction platform, coupled with robust techniques for decision-making. Challenges arise in areas such as resil