autoresearch

Autonomous prompt optimization for AI agent skills. Runs controlled experiments to find better prompt variants using the Karpathy autoresearch pattern: generate hypothesis, mutate prompt, evaluate, repeat.

When to use

• 用户说"优化一下这个 skill" / User says "optimize this skill's prompt"
• 用户要对比不同 prompt 版本的效果 / User wants to benchmark prompt variants
• 用户说"run autoresearch on X" / "eval skill X" / "improve skill X"
• 用户对 skill 输出质量不满，想系统性改进 / User is unhappy with skill output quality and wants systematic improvement

Do not use:

• 一次性的小改动（直接改 prompt 即可） / One-off prompt tweaks — just edit the prompt directly
• 调试某个特定失败 case / Debugging a specific failure — investigate the root cause instead
• Skill 脚本本身有 bug（代码逻辑问题不是 prompt 问题） / Skill script has a bug — fix the code, not the prompt

Requirements