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