HIV (Human Immunodeficiency Virus) remains a persistent health challenge globally.Traditional HIV research methods face several challenges in finding effective treatments.Artificial Intelligence (AI) and Graph Neural Networks (GNNs) are revolutionizing HIV research.AI aids in predicting drug effectiveness, designing novel molecules, and accelerating drug discovery.