{"slug": "i-turned-andrej-karpathy-s-tips-on-understanding-llm-output-into-an-open-source", "title": "I turned Andrej Karpathy's tips on understanding LLM output into an Open Source Agent Skill", "summary": "A developer released make-it-click, an MIT-licensed open-source agent skill that turns Andrej Karpathy's advice on understanding LLM output into a tool that selects the simplest format needed to make an idea click. The skill also includes an oversight mode for reviewing agent work by surfacing what changed, why, the risk, and what to check, and works with Claude.ai and Claude Code.", "body_md": "**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)` 🧠⚡**\n\nInspired by his X post : as Models do more of the work, we spend more time *understanding* it. So the format of an answer matters\n\nThe Skill picks the simplest format that makes an idea click, and moves up only when needed :\n\nBonus : an **oversight mode** for reviewing Agent work (what changed -> why -> risk -> what to check)\n\nMIT licensed. Works with Claude.ai and Claude Code\n\n🔗 [https://github.com/ajithraghavan/make-it-click](https://github.com/ajithraghavan/make-it-click)\n\nFeel free to use and ⭐️ the Repository\n\nInspired by @karpathy: [[https://x.com/karpathy/status/2105819303471976479](https://x.com/karpathy/status/2105819303471976479)]\n\nThanks for Reading!", "url": "https://wpnews.pro/news/i-turned-andrej-karpathy-s-tips-on-understanding-llm-output-into-an-open-source", "canonical_source": "https://dev.to/aj1thkr1sh/i-turned-andrej-karpathys-tips-on-understanding-llm-output-into-an-open-source-agent-skill-1mia", "published_at": "2026-10-05 13:31:14+00:00", "updated_at": "2026-10-05 13:48:53.646343+00:00", "lang": "en", "topics": ["ai-agents", "ai-tools", "developer-tools", "large-language-models"], "entities": ["Andrej Karpathy", "make-it-click", "Claude.ai", "Claude Code", "GitHub"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/i-turned-andrej-karpathy-s-tips-on-understanding-llm-output-into-an-open-source", "markdown": "https://wpnews.pro/news/i-turned-andrej-karpathy-s-tips-on-understanding-llm-output-into-an-open-source.md", "text": "https://wpnews.pro/news/i-turned-andrej-karpathy-s-tips-on-understanding-llm-output-into-an-open-source.txt", "jsonld": "https://wpnews.pro/news/i-turned-andrej-karpathy-s-tips-on-understanding-llm-output-into-an-open-source.jsonld"}}