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Suzhen Zhong, Shayan Noei, and Ying Zou are with the Department of Electrical and Computer Engineering, Queen鈥檚 University, Kingston, ON K7L 3N6, Canada. E-mail: {suzhen.zhong, s.noei, ying.zou}@queensu.ca.Bram Adams is with the Maintenance, Construction and Intelligence of Software Lab (MCIS), School of Computing, Queen鈥檚 University, Kingston, ON K7L 3N6, Canada. E-mail: bram.adams@queensu.ca
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AI code review agents may scale defect screening, but their suggestions are adopted less often and, when adopted, can actually *worsen* code quality, underscoring the critical need for human oversight.