Evolving Deception: When Agents Evolve, Deception Wins. - Zonghao Ying; Haowen Dai; Tianyuan Zhang 004; Yisong Xiao; Quanchen Zou; Aishan Liu; Jian Yang 003; Yaodong Yang 001; Xianglong Liu 001 (CoRR, 2026)