Coursework, research, or project experience in one or more of these areas: AI, machine learning, AI agents, compilers, programming languages, systems, performance engineering, optimization, or developer tools. Research, internships, open-source contributions, or personal projects that measure runtime, compile time, resource use, code quality, or developer productivity.