@article{firstdonoharmaisupervisorscaffoldsnovice, title = {First, Do No Harm: AI Supervisor Scaffolds Novice Growth in Counselor Education}, author = {Chen Xu and Zhenyu Lyu and Tian Lan and Yi Yang and Yu Ji and Luyao Ji and Jian Shen and Zhihua Wang and Leyang Cui and Jieshuo Zhang and Qunxi Dong and Minqiang Yang and Juan Wang and Xiuling Liu and Bin Hu}, year = {2025}, eprint = {2508.09042}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.09042}, }