Macarena Tolmos is an undergraduate Physics student at the National Engineering University of Peru. She was granted an internship at the Chair of Materials Science and Nanotechnology within the Research Experience for Peruvian Undergraduates (REPU) program. She will work on the development of machine learning force fields for biological systems under the supervision of Dr. Leonardo Medrano Sandonas.