BirdNest Tech Talk

Apr 20, 2026 · Artificial Intelligence

Can AI Agents Fully Automate Medium‑Complex GitHub Issues in 10 Minutes?

This article analyzes how the AutoResearch method pioneered by Andrej Karpathy was adapted to software development, detailing three key enhancements—multi‑agent cross‑review, a five‑dimensional scoring system, and feedback‑driven iteration—that enable a fully autonomous pipeline capable of completing a medium‑complexity issue in about ten minutes with a 9.0/10 code quality score.