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Highlights This review systematically compares the different effects of O2-type and O3-type structures on voltage decay for Li-rich layered oxide (LRLO) cathode. The development of O2-type materials and the corresponding mechanisms for addressing voltage decay are comprehensively reviewed. The perspectives and challenges for designing high-performance O2-type LRLO cathodes without voltage decay are proposed.