In this issue of Cancer Cell, Palmer et al. describe the discovery and preclinical testing of the first-in-class CDK4-selective inhibitor atirmociclib. By sparing CDK6, atirmociclib has the potential to ameliorate dose-limiting hematological toxicities that limit drug exposure and treatment continuity and, by extension, the antitumor efficacy of dual CDK4/6 inhibitors.