Introduction Technology-assisted learning environments offer new opportunities to support inclusive and age-friendly education, particularly in skill-based domains such as music learning. This study evaluated a Digital-Intelligence-Driven Aging-Friendly Music Education model, known as DI-ADME, for piano instruction and examined its influence on technological adaptation, emotional engagement, and learning outcomes among older adult leamers in Chinese universities. Methods The study employed an ex