Antoine is a Physics and Computer Science student at the University of Arizona, focused on cyber threat intelligence and the crossover between scientific computing and security. Based in the University of Arizona's Lunar and Planetary Laboratory, his research under the deputy PI of NASA's HelioSwarm mission applies physics-informed machine learning to reconstruct turbulent plasma fields. His security background spans SOC analysis, federal cloud incident-response training provided by DHS/CISA, and competitive CTFs. He is also a participant in an NSF-funded quantum computing CyberTraining program. He is especially interested in bringing scientific problem-solving approaches to practical threat detection.