I asked AI models to build web apps. Most of them shipped a fake server inside the page.

This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked AI coding demos show the happy path: the form renders, you click the button, a green "Success!" appears. I wanted to know what happens when a real user shows up.