Stop Fixing Your Claude Skills. Autoresearch Does It For You

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➡️ If this is your first video: I'm Nick Saraev. I run LeftClick, an AI growth agency. We've done work for large brands you're likely familiar with, like Mr. Beast, Anthropic, OpenAI, and a few others.

Uploaded 13-03-26

In plain English: I help people build systems that generate leads, close deals, and scale businesses, mostly using new AI models like Claude. I also make videos about how to do all of that here on YouTube.

It hasn't always been this way. My family immigrated from a Soviet bloc country (People's Republic of Bulgaria) in the 90s. They worked extremely hard, and we were broke for a very long time. I grew up wishing for more security, stability, and freedom over my own life.

I don't have a programming degree, and never took formal education for IT or workflows. I learned it all myself from YouTube videos like you're watching now.

As for my path: I started my first business at 19 in college. We threw events (mostly parties) at campus bars, and charged people for entry.

That failed to provide me enough money to pay my bills, so at 21, I started another business, a door-to-door marketing agency.

From there, every year, I would start several companies, over 10 in total. I did this in a variety of industries, like e-commerce, photography, videography, SaaS, credit repair, etc. Each grew slightly more profitable, until, at 25, I would start 1SecondCopy, a content writing company. A friend and I eventually scaled that to over $90,000/m. It was my first taste of financial independence, and the reason I'm here today.

Since starting my journey, I've grown a fair bit of capital. To diversify my income, at 30, I began investing in other businesses and advising companies on how to grow in the AI era. These include SaaS businesses, like Clairvo, agencies like Dental Connect, and more.

Collectively, the businesses that I own outright or are a part of generate over $10 million per year. This returns far more than the 5-10% you would get in the stock market, but also requires a lot of my active time. There's a tradeoff there, but I greatly prefer active investing, where I have control over the entities I'm a part of.

It wasn't easy to get here. But I did in the end! For anyone on their own entrepreneurial journey: I wish you luck, happiness, and perseverance. You can make it!

📚 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, and 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

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 Autorese

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