A dipole glass with unit-cell-scale polar disorder, nanoengineered near the antiferroelectric–paraelectric phase boundary, enables dielectric energy storage with high energy density and efficiency from 300 K to 4 K, addressing a key limitation of relaxor ferroelectrics at cryogenic temperatures.