The Staff Machine Learning Engineer role at Reddit focuses on enhancing the efficiency of machine learning systems and improving developer productivity. The key responsibilities include designing systems for efficient ML workloads, developing debugging tools, and optimizing resource utilization. Candidates should possess a strong background in software engineering, particularly in Python and distributed systems, with a minimum of five years of experience.