In the note below, answer two questions in a few sentences each. First, a system you helped build: what it did, how the main parts connected, and one design decision you would change now. Second, how you use AI coding tools and how you check that their output is correct. After you submit, we will email you a short screening form. That link is unique to your application. Please check your inbox and your spam/junk folder.