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autoresearch-agent

Autonomous experiment loop that optimizes any file by a measurable metric. Inspired by Karpathy's autoresearch. The agent edits a target file, runs a fixed evaluation, keeps improvements (git commit), discards failures (git reset), and…

  • Skills
  • General
  • 2

What it does and how to use it

A skill that teaches Claude Code to do general tasks well. It is packaged knowledge the model uses whenever it is relevant.

  1. Install the skill (command above).
  2. In Claude Code, describe what you need - the skill turns on by itself when the context fits.
  3. No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/alirezarezvani-claude-skills__autoresearch-agent && curl -fsSL https://doutorai.pt/data/lib/skills__alirezarezvani-claude-skills__autoresearch-agent.md -o .claude/skills/alirezarezvani-claude-skills__autoresearch-agent/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

---
name: "autoresearch-agent"
description: "Autonomous experiment loop that optimizes any file by a measurable metric. Inspired by Karpathy's autoresearch. The agent edits a target file, runs a fixed evaluation, keeps improvements (git commit), discards failures (git reset), and loops indefinitely. Use when: user wants to optimize code speed, reduce bundle/image size, improve test pass rate, optimize prompts, improve content quality (headlines, copy, CTR), or run any measurable improvement loop. Requires: a target file, an evaluation command that outputs a metric, and a git repo."
license: MI

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