Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each agent within the system must interact effectively to attain a shared objective. This requires careful design of the interaction platform, coupled with robust techniques for planning. Challenges arise in domains such as resili