Research questionHow can software organizations adopt AI without imposing psychological and professional costs on engineers?AI adoption changes how software work is performed and can also affect accountability, professional identity, job satisfaction, workload, and certainty about the future. These consequences are difficult to capture through productivity outcomes alone.