Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each agent within the system must interact effectively to achieve a shared target. This requires here careful architecture of the interaction framework, coupled with robust algorithms for decision-making. Challenges arise in field