Hands-on experience building AI-powered prototypes or workflows using tools such as large language models, including validating generated outputs, protecting sensitive information, and recognizing when human review is needed. Demonstrated ability to build, test, debug, and ship software (applications, API integrations, or automation tools) through academic projects, hackathons, or prior internships, with the ability to explain the technical choices behind your work.