A new paper from the Center for Retirement Research examines how automation affects aging professionals. While discourse often focuses on entry-level displacement, AI now alters the roles of experienced staff. This shift forces veteran employees to adapt their workflows. Practitioners must prioritize continuous upskilling to maintain relevance as legacy expertise meets algorithmic efficiency.