Alzheimer’s disease (AD) is a progressive neurodegenerative disease and is the most common type of dementia in aged individuals. Galantamine hydrobromide (GAH) is an approved medication for AD that has been shown to significantly enhance cognitive function, effectively manage behavioral symptoms, and improve performance in essential daily activities. However, the side effects of these drugs include nausea and vomiting, significant fluctuations in blood concentration, and poor patient compliance. Therefore, improving the route of administration and enhancing therapeutic efficacy are major research focuses. Here, we propose the use of hierarchically structured hydrogel-encapsulated mesoporous silica nanocarriers (MSNs) to encapsulate GAH, with the goal of minimizing adverse reactions in the stomach. By enabling the slow release of the drug over an extended period, these hydrogels aim to reduce the frequency of dosing, thereby improving the efficiency of drug administration and enhancing patient compliance. Owing to these properties, drug-carrying microcapsules are capable of achieving optimal drug delivery and have emerged as excellent candidates for AD therapy. We believe that this technology has the potential to significantly impact clinical treatment.