# I turned Andrej Karpathy's tips on understanding LLM output into an Open Source Agent Skill

> Source: <https://dev.to/aj1thkr1sh/i-turned-andrej-karpathys-tips-on-understanding-llm-output-into-an-open-source-agent-skill-1mia>
> Published: 2026-10-05 13:31:14+00:00

**I turned Andrej Karpathy's tips on understanding LLM output into an Open Source Agent Skill : `[make-it-click](https://github.com/ajithraghavan/make-it-click)` 🧠⚡**

Inspired by his X post : as Models do more of the work, we spend more time *understanding* it. So the format of an answer matters

The Skill picks the simplest format that makes an idea click, and moves up only when needed :

Bonus : an **oversight mode** for reviewing Agent work (what changed -> why -> risk -> what to check)

MIT licensed. Works with Claude.ai and Claude Code

🔗 [https://github.com/ajithraghavan/make-it-click](https://github.com/ajithraghavan/make-it-click)

Feel free to use and ⭐️ the Repository

Inspired by @karpathy: [[https://x.com/karpathy/status/2105819303471976479](https://x.com/karpathy/status/2105819303471976479)]

Thanks for Reading!