karpathy

LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

t3dotgg

// Types for the result object with discriminated union
type Success<T> = {
  data: T;
  error: null;
};

type Failure<E> = {
  data: null;
  error: E;
};

w3cj

alexcvzz.vscode-sqlite
andys8.jest-snippets
apollographql.vscode-apollo
austincummings.razor-plus
bobsparadox.seti-black
BriteSnow.vscode-toggle-quotes
christian-kohler.npm-intellisense
christian-kohler.path-intellisense
CoenraadS.bracket-pair-colorizer
dbaeumer.vscode-eslint

vessi

# available in /etc/nginx/nginx.conf

user www-data;
worker_processes 4;
pid /var/run/nginx.pid;

events {
	worker_connections 768;
}

scottmessinger

We couldn’t find that file to show.

nanha

var jsonp = {
	callbackCounter: 0,

	fetch: function(url, callback) {
		var fn = 'JSONPCallback_' + this.callbackCounter++;
		window[fn] = this.evalJSONP(callback);
		url = url.replace('=JSONPCallback', '=' + fn);

		var scriptTag = document.createElement('SCRIPT');
		scriptTag.src = url;

nu7hatch

require 'rubygems'
require 'sinatra'
require 'omniauth/oauth'

set :sessions, true
set :layout, true

use OmniAuth::Builder do
  provider :twitter, 'key', 'secret'
end

jmhobbs

#!/usr/bin/env php
<?php

	error_reporting( E_ERROR | E_PARSE );

	class ToDo {

		protected $argv = array();

		public function __construct ( $argv ) {