Curserve: Minimizing Agentic Coding End-to-End Latency

For Cal Hacks 2025, a few friends and I built Curserve, a fast and scalable server-side engine for agentic coding, which ended up placing for one of the sponsor prizes. We didn’t go to Cal Hacks to try and win, but instead to have a good excuse to work on a potential research idea.

This post documents our original hackathon project, our exploration into actual research, and our investigations about the potential real-world benefits of such a system.