@noisyb0y1: ANDREJ KARPATHY JUST KILLED THE $500/MONTH RAG SETUP - HIS OBSIDIAN SYSTEM DOES THE SAME THING FOR FREE Karpathy built …
Summary
Andrej Karpathy demonstrates a free Obsidian-based knowledge management system that replaces costly RAG setups using Claude Code and markdown file structure, handling thousands of documents with minimal tool calls.
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ANDREJ KARPATHY JUST KILLED THE $500/MONTH RAG SETUP - HIS OBSIDIAN SYSTEM DOES THE SAME THING FOR FREE
Karpathy built a knowledge base that handles thousands of documents, answers complex questions and finds connections across everything he’s ever read - no vector database, no embeddings, no complicated retrieval
just a clever markdown file structure that Claude Code navigates in 1-2 tool calls instead of 50 vector queries
raw folder catches everything - Web Clipper turns any webpage into markdown automatically, Claude Code conducts its own research and builds wikis on demand
master index keeps everything navigable - 3 wikis or 3,000 wikis, the path is always clear
2:52 he says the most important thing - most people don’t need real RAG
Obsidian covers 90% of use cases - $0 setup, $0 running costs, same output
LightRAG and similar systems only make sense above one million documents - 99% of people never get there
if you want to build your own Obsidian assistant in a few hours - full guide in the article below
you’re alpha too
even more than karpathy
mine too
do you use it often?
@noisyb0y1 love how he keeps it simple, makes me wanna rethink my whole setup
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