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