This project develops new artificial intelligence tools to better understand how brain development relates to learning, sleep, and life experiences in children and adolescents. Using data from the nationwide ABCD Study, we will create open-source software to predict developmental outcomes from brain scans while ensuring results are accurate, interpretable, and reproducible. The tools we build will help researchers and clinicians identify early signs of cognitive or health challenges and support timely, personalized interventions.