Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each agent within the system must collaborate effectively to achieve a shared target. This demands careful design of the interaction platform, coupled with robust algorithms for reasoning. Challenges arise in fields such as resilie