Hilary Duff attends the InStyle Imagemaker Awards on Oct. 24, 2024, in Bel Air, Calif. (Frazer Harrison/Getty Images)Hilary Duff is making music again.Atlantic Records announced on Tuesday that it has signed the 37-year-old actress and pop singer, whose last album, Breathe In. Breathe Out., was released in 2015.