Frontend AI Walk

Apr 15, 2026 · Artificial Intelligence

How Autoresearch Turns Your Team into a Self‑Improving Research Engine

The article dissects the karpathy/autoresearch project, explaining its autonomous experiment loop design—single mutable file, fixed 5‑minute budget, read‑only evaluator, and systematic logging/rollback—to show how teams can automate research cycles and continuously improve without manual overhead.