Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each agent within the system must interact effectively to attain a shared objective. This demands careful architecture of the interaction platform, coupled with robust methods for reasoning. Challenges arise in fields such as res