“The market is as competitive as I have ever seen it,” wrote Denise Dresser, OpenAI’s chief revenue officer.

Abstract: In the rapidly growing landscape of hackathons and competitive coding events, managing large-scale participation and evaluating diverse submissions have become increasingly challenging.