Oversee the research, development, and maintenance of infrastructure services spanning multiple cloud providers and operating environments, including compute, load balancers, databases, and secrets management across development, staging, and production, as well as infrastructure that supports validated and GxP-relevant workloads. Partner with engineers and data scientists to develop and deploy secure, observable, and reliable software across containerized applications, internal tools, ML pipelines, and AI model training workloads, including software developed with AI-assisted and agentic workflows.