autoresearch

Autonomously optimize any OpenClaw skill by running it repeatedly, scoring outputs against binary evals, mutating the prompt, and keeping improvements. Based on Karpathy's autoresearch methodology.

Triggers

Use when: optimize this skill, improve this skill, run autoresearch on, make this skill better, self-improve skill, benchmark skill, eval my skill, run evals on.

Description

Autonomous prompt/strategy optimization using Karpathy's autoresearch pattern. Mutate → evaluate → keep improvements. Works on anything with a measurable score: trading strategies, content scripts, thumbnails, ad copy, email subjects.

How It Works