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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 strategies for maximizing synergy and performance. A key focus is on designing incentive structures, termed a "Bonus System," that motiva