Human-AI collaboration is rapidly evolving across industries, presenting both opportunities and challenges. This review delves into the latest advancements in optimizing human-AI teamwork, exploring effective methods for maximizing synergy and performance. A key focus is on designing incentive mechanisms, termed a "Bonus System," that incentivize b