The ML Inference Engineer at SpAItial is tasked with managing the backend infrastructure that supports world models, ensuring efficiency and scalability. Key responsibilities include owning and optimizing inference services and APIs, enhancing GPU utilization, and deploying research models as production services. Required skills include over three years of experience in software engineering within an AI context, proficiency in Python, and hands-on experience with GPU inference performance.