This longitudinal study examines how sleep spindle development during adolescence relates to memory consolidation and cognitive abilities. Following participants over seven years, researchers found that maturation of fast sleep spindles predicts improvements in sleep-dependent memory consolidation, while changes in slow spindles are associated with general cognitive abilities.