I am currently a researcher at the Center of Competences in Quantum Technologies (CCTQ) at SENAI CIMATEC and the Latin American Quantum Computer Center (LAQCC). My expertise lies in Quantum Machine Learning and Quantum Hardware. I am pursuing a Ph.D. in Computational Modeling at SENAI CIMATEC, focusing on Quantum Hardware for Continuous Variable Quantum Key Distribution (CV-QKD) systems. Additionally, I am completing a Master's in Computer Science at the Federal University of Amazonas (UFAM), with a focus on Quantum Machine Learning for predictive models. My research experience includes a scientific initiation scholarship project on "Microstructural and Crystallographic Characterization in Shape Memory Biomaterials" and voluntary participation in a project focused on "Scanning Electron Microscopy Applied to the Study of Shape Memory Biomaterials." I have also presented at the XII and XIII Brazilian Symposiums on Physical Engineering.