ℏεsam

A developer built an autoresearch method inspired by Andrej Karpathy to iteratively improve Claude Code skills. By defining test sets and making incremental changes, one skill improved from 56% to 92% accuracy in just 4 rounds. The approach works by testing each small modification to determine if it yields measurable improvement.

bro created a skill inspired by Karpathy's autoresearch to fine-tune his other Claude Code skills and iteratively make them better. one skill went from 56% → 92% in just 4 rounds of changes.

the method is to define a set of tests for your skills: what to improve. then it changes the skill slightly to see if there's an improvement or not.

<p>bro created a skill inspired by Karpathy's autoresearch to fine-tune his other Claude Code skills and iteratively make them better. one skill went from 56% → 92% in just 4 rounds of changes.

the method is to define a set of tests for your skills: what to improve. then it changes the skill slightly to see if there's an improvement or not.</p>

A tweet references someone building a self-improving skill for Claude Code, inspired by Karpathy's autoresearch concept, that fine-tunes other Claude Code skills iteratively.