A recent study by Walaa J. K. Almoghayer and colleagues presented on Nature demonstrates that machine learning models, particularly SGB and XGB, can accurately predict strength and strain in FRP-wrapped oval concrete columns. These findings offer promising applications in optimizing construction practices and improving structural performance.