Apr 28, 2026 · Artificial Intelligence

How Autoresearch Achieves 5‑Minute Self‑Evolving AI Research Loops

Autoresearch, an open‑source 630‑line framework by Andrej Karpathy, lets an AI autonomously run 5‑minute training experiments, modify code, and iteratively improve a 0.8 B model by 19 % in eight hours, using the val_bpb metric and a minimal three‑file architecture.

AI automationKarpathyautoresearch

0 likes · 5 min read

How Autoresearch Achieves 5‑Minute Self‑Evolving AI Research Loops

Shuge Unlimited

Mar 10, 2026 · Artificial Intelligence

AutoResearch: 630‑Line AI Agent That Self‑Evolves in 72 Hours and Earns 12.7k Stars

AutoResearch is a 630‑line Python project that lets an AI agent autonomously run machine‑learning experiments on a single GPU using a fixed five‑minute budget, a single val_bpb metric, automatic code edits, and git‑based decisions, showcasing a minimal yet complete training framework with the novel MuonAdamW optimizer.

AI AgentLLM researchMachine Learning Automation

0 likes · 17 min read

AutoResearch: 630‑Line AI Agent That Self‑Evolves in 72 Hours and Earns 12.7k Stars