---
title: "Claude Code + Karpathy Destroys Every Lead Gen Agency"
source_url: https://youtu.be/qw0xdTtzK1w
captured_at: 2026-06-05
author: "Eric Nowoslawski"
contributor: "ชิดชนก"
platform: youtube
---
# Claude Code + Karpathy Destroys Every Lead Gen Agency

youtube video by **Eric Nowoslawski**, 11m16s, uploaded 2026-05-31. URL: https://youtu.be/qw0xdTtzK1w
Tags: claude code, andrej karpathy, lead generation, cold outbound, cold email, b2b lead gen, claude ai, ai agents, sales automation, gtm engineering, growth engine, lead gen agency, icp database, cold email automation, claude code tutorial, ai lead generation, anthropic, vibe coding, ai sdr, ai outbound, cursor, ai sales tools, apollo, clay alternative, cold email ai, ai prospecting, b2b sales 2026, sa

## Shared in LINE Note+
- 2026-06-05 22:36 by ชิดชนก

## Description
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Claude Code plus Karpathy's research repo is about to destroy every lead gen agency over the next 12 months, including mine. In this video I show you exactly how.

Across 50+ customers my team generates between 200 and 300 positive replies a day from cold outbound. We ran this new system on one enterprise customer and it doubled their reply rates without anyone on my team writing copy or pulling a single lead. The AI runs its own tests, learns from the results, and spins up the next campaign on its own.

I walk through the full 5-step build: the pilot result and the engine behind it, Andrej Karpathy's auto-research repo and why it's the right foundation for cold outbound, the context questions you need to answer before the system can work, the ICP database layer that has to be in place first, the weekly steering process that keeps the AI learning the right lessons, and the public repo you can deploy yourself.

Marketing is a test-learn game. The team