As a result, this multifunctional nanocomposite could effectively alleviate mitochondrial damage by reducing oxidative stress, inhibit tau pathology by activating Akt/GSK‐3β signaling pathway, and prevent neuronal apoptosis by regulating pro‐apoptotic proteins, ultimately improving neuronal density and spatial memory in AD rat models. The gene discussed is MAPT; the disease is Alzheimer disease.