I am a Principal Machine Learning Engineer at Red Hat, specializing in the deployment and performance evaluation of Large Language Models (LLMs). My current initiatives involve enhancing LLM inference capabilities and designing comprehensive benchmarking frameworks to advance scalable, open-source AI adoption.