The nanoscale realm is governed by quantum mechanics and unique phenomena that are not observed at the macro scale. Hence, traditional experimental methods may fall short in providing a complete understanding. Computational design bridges this gap by offering insights into the atomic and molecular interactions, enabling researchers to predict the physical and chemical properties of nanomaterials before they are synthesized and tested experimentally. This not only saves time and resources but also opens avenues for innovative applications.