Andrej Karpathy Bilevel autoresearch - Loop Engineering

Loop Engineering: The Karpathy Method - and the workflow that just made it 5x better

Andrej Karpathy autoresearch

https://github.com/karpathy/autoresearch

Bilevel Autoresearch: Meta-Autoresearching Itself

Who knew early singularity could be this fun? :)

I just confirmed that the improvements autoresearch found over the last 2 days of (~650) experiments on depth 12 model transfer well to depth 24 so nanochat is about to get a new leaderboard entry for “time to GPT-2” too. Works 🤷‍♂️

https://x.com/karpathy/status/2030777122223173639

How I Built a Skill That Makes All My Other Skills Better (Using Karpathy's Autoresearch)

I had 20+ skills running my newsletter. The Karpathy Loop showed me most of them were operating at half their potential.

I Turned Andrej Karpathy’s Autoresearch Into a Universal Skill

I generalized Karpathy's autoresearch into a skill for Claude Code. Works on any codebase, not just ML.
 

https://github.com/krzysztofdudek/ResearcherSkill