Boldizsár Bednárik is a software developer and system architect with more than 15 years of professional experience designing and building complex software systems. He has worked across backend, frontend, mobile, and infrastructure layers, with a strong focus on scalable architectures, automation, and secure system design. In recent years, his work has increasingly involved applied machine learning and AI-driven products, where he bridges practical engineering constraints with modern ML techniques. Alongside his industry career, he is a PhD student researching the security and risk implications of machine learning and large language models, particularly in the context of critical infrastructures.