Claude Code Skills That SELF IMPROVE (Forever)

Description

🔥 Join Maker School & get customer #1 guaranteed: https://skool.com/makerschool/about 📚 Watch my NEW 2026 Claude Code course: https://www.youtube.com/watch?v=QoQBzR1NIqI 🎙️ The free SKILL.md: https://drive.google.com/drive/folders/14nUSxV8cpi5OI2OQxhBqyeuN92ERTMX1 📚 Free multi-hour courses → Claude Code (4hr full course): https://www.youtube.com/watch?v=QoQBzR1NIqI → Vibe Coding w/ Antigravity (6hr full course): https://www.youtube.com/watch?v=gcuR_-rzlDw → Agentic Workflows (6hr full course): https://www.youtube.com/watch?v=MxyRjL7NG18 → N8N (6hr full course, 890K+ views): https://www.youtube.com/watch?v=2GZ2SNXWK-c Summary ⤵️ You can now automatically improve your Claude Code skills utilizing the principles of Karpathy's "autoresearch" combined with evals. In this video, I give you a step-by-step, end-to-end walkthrough of how to do so. I also give you guys an example skill you could use to do this for yourself! My software, tools, & deals (some give me kickbacks—thank you!) 🚀 Instantly: https://link.nicksaraev.com/instantly-short 📧 Anymailfinder: https://link.nicksaraev.com/amf-short 🤖 Apify: https://console.apify.com/sign-up (30% off with code 30NICKSARAEV) 🧑🏽‍💻 n8n: https://n8n.partnerlinks.io/h372ujv8cw80 📈 Rize: https://link.nicksaraev.com/rize-short (25% off with promo code NICK) Follow me on other platforms 😈 📸 Instagram: https://www.instagram.com/nick_saraev 🕊️ Twitter/X: https://twitter.com/nicksaraev 🤙 Blog: https://nicksaraev.com Why watch? If this is your first view—hi, I’m Nick! TLDR: I spent six years building automated businesses with Make.com (most notably 1SecondCopy, a content company that hit 7 figures). Today a lot of people talk about automation, but I’ve noticed that very few have practical, real world success making money with it. So this channel is me chiming in and showing you what *real* systems that make *real* revenue look like. Hopefully I can help you improve your business, and in doing so, the rest of your life 🙏 Like, subscribe, and leave me a comment if you have a specific request! Thanks. Chapters 00:00 Introduction to Claude Code Skills 01:47 The Concept of Autoresearch 03:40 Ingredients for Successful Autoresearch 05:25 Evaluating Skills with Evals 08:51 Setting Up for Autoresearch 10:30 The Diagram Generator Skill 12:33 Optimizing Skills with Autoresearch 14:16 Tips for Effective Evals 15:35 Conclusion and Further Applications