如何 10x 你的 Claude 技能（使用 Karpathy 的 autoresearch 方法）

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How to 10x your Claude Skills (using Karpathy's autoresearch method)

如何让你的 Claude Skills 提升 10 倍（使用 Karpathy 的 autoresearch 方法）

Your Claude skills probably fail 30% of the time and you don't even notice.

你的 Claude 技能可能有 30% 的失败率，而你甚至没有注意到。

I built a method that auto-improves any skill on autopilot, and in this article I'm going to show you exactly how to run it yourself.

我构建了一个方法，可以在 autopilot 上自动改进任何 skill，在这篇文章中我将精确展示你如何自己运行它。

You kick it off, and the agent tests and refines the skill over and over without you touching anything.

您启动它，然后代理反复测试和优化技能，而您无需干预任何事情。

My landing page copy skill went from passing its quality checks 56% of the time to 92%. With zero manual work at all.

我的 landing page copy skill 从56%的时间通过质量检查提高到92%。完全零手动工作。

The agent just kept testing and tightening the prompt on its own.

The agent 只是自主地持续测试和收紧 prompt。

Here's the method and the exact skill I built so you can run it on your own stuff:

这是我构建的方法和确切的技能，这样你就可以在自己的东西上运行它：

P.S. If you want more AI workflows like this one delivered to your inbox every week, join 34k readers getting them free:

P.S. 如果你想要像这样的更多 AI 工作流每周送到你的收件箱，加入 34k 位免费获取它们的读者：

Andrej Karpathy (co-founder of OpenAI, former head of AI at Tesla, guy who coined “vibe coding”) released a method called autoresearch.

Andrej Karpathy（OpenAI 联合创始人、前 Tesla AI 负责人、发明“vibe coding”一词的人）发布了一种名为 autoresearch 的方法。

The idea is simple: instead of you manually improving something, you let an AI agent do it for you in a loop.

想法很简单：与其你手动改进某物，不如让 AI agent 在循环中为你做。

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It tries a small change. Checks if the result got better. Keeps it if it did, throws i...