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Continued learning opportunities are important for adaptation across the lifespan. Interrupted learning (e.g., “summer slide”) is a known, critical issue for childhood education. This perspective piece proposes that adulthood could be a period of prolonged interrupted learning with reduced learning opportunities, despite the known importance of lifelong learning. This idea goes beyond calls for healthy older adults to lead an active life to maintain cognitive abilities and to maintain basic functional skills by highlighting important lifespan circumstances that may hinder or facilitate adaptation in new and changing environments. We explore how research on interrupted learning in childhood could be applied to later adulthood and how changes in learning are viewed differently for children and adults. In addition, research on increasing abilities during childhood generally focuses on specific skills (e.g., reading, math), whereas cognitive aging research focuses on more general cognitive abilities related to attention and memory. Finally, given that interrupted learning occurs unevenly across different ages, abilities, and resources, more can be investigated in terms of who interrupted learning affects across the lifespan, and the neural underpinnings of interrupted learning. Acknowledging and addressing interrupted learning across the lifespan may promote long-term thriving and avoid preventable deficits and decline.