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Human-AI collaboration is rapidly progressing across industries, presenting both opportunities and challenges. This review delves into the novel 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 incentivi