The article investigates how a magnesium-incorporated TiO2 surface promotes osteogenic differentiation of bone marrow stem cells (BMSCs) by inducing autophagy through the AMPK/mTOR signaling pathway. The findings suggest that magnesium-modified surfaces can enhance bone regeneration by regulating cellular energy balance and autophagic activity.