Free 3-Page Guide

Turn Your Scattered Notes Into a 100-Article Self-Maintaining Knowledge Base

Karpathy's LLM Wiki approach adapted for content creators — dump raw research in a folder, Claude builds and maintains the wiki automatically.

Karpathy's exact LLM Wiki architecture explained in plain English
Adapted for content creators — transcripts, ideas, research notes
The two Claude commands that build and maintain the whole system
Karpathy's result: 100 articles, 400,000 words, zero written by hand

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3-page setup guide: how to use Karpathy's LLM Wiki system to turn your content research into a self-maintaining knowledge base using Claude Code.

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What’s Inside

On April 3, 2026, Andrej Karpathy posted about using LLMs to build personal knowledge bases — and it went massively viral. His system: dump raw research into a folder, run Claude Code, get a fully interlinked wiki with 100+ articles that maintains itself. No RAG, no databases, no manual organizing.

This guide adapts that exact system for content creators.

You’ll get:

Who This Is For

Content creators who have good research habits but bad organization habits. If you have a Notes app full of ideas you never use, a Downloads folder full of articles you saved but forgot, or transcripts from videos you watched but didn’t fully process — this system turns all of it into something you can actually search, navigate, and use. Karpathy shared the full setup as a free GitHub gist. This guide shows you how to run it as a creator, not a developer.