From problem statements to prototypes: How real AI gets built at a gen AI hackathon

Real artificial intelligence innovation does not begin with abstract ideas or speculative demos. It begins with clearly defined and real-world problems. This article explores why structured problem statements are the foundation of meaningful AI development, how they guide builders from concept to prototype, and why hackathons grounded in real use cases are becoming the most credible platforms for applied GenAI innovation. The piece concludes with a call to action for builders who want to solve problems that matter.