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.

shingara

set nocompatible               " be iMproved
filetype off                   " required!

set rtp+=~/vimbundle/bundle/vundle/
call vundle#rc()

Bundle 'tpope/vim-fugitive'
Bundle 'tpope/vim-git'
Bundle 'tpope/vim-haml'
Bundle 'pangloss/vim-javascript'

jnx

# Update, upgrade and install development tools:
apt-get update
apt-get -y upgrade
apt-get -y install build-essential
apt-get -y install git-core

# Install rbenv
git clone git://github.com/sstephenson/rbenv.git /usr/local/rbenv

# Add rbenv to the path:

sgruhier

Some brief instructions on how to use Sprocket 2 in Rails to get CoffeeScript
powered JS and SASS powered CSS with YUI compression all via the magic of rack.

This stuff will be native in Rails 3.1 and the layout of the files on the
filesystem will be different but this guide will get you working with it
while we wait for all that to finalize.

Ignore the number prefixes on each file. This is just to ensure proper order in the Gist.

It's based on eric1234 gist https://gist.github.com/911003. ijust made it 3.1 compliant in terms of convention

jedi4ever

# Adapted because otherwise it will do an update everytime
#http://blog.kumina.nl/2010/11/puppet-tipstricks-running-apt-get-update-only-when-needed/

#
# Cookbook Name:: apt
# Recipe:: default
#
# Copyright 2008-2009, Opscode, Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");

thbar

ruby_block "Verify running processed" do
  block do
    missing_processes = []
    [
      "jetty",
      "nginx",
      "mongodb-#{node[:mongodb][:version]}",
      "redis-#{node[:redis][:version]}"
    ].each do |process|
      Chef::Log.debug("Checking process #{process}")

igrigorik

def tip(msg); puts; puts msg; puts "-"*100; end

#
# 30 Ruby 1.9 Tips, Tricks & Features:
# http://www.igvita.com/2011/02/03/new-ruby-19-features-tips-tricks/
#

tip "Upgrading to Ruby 1.9 is simple: rvm install 1.9.2 && rvm --default 1.9.2"

tip "Ruby 1.9 supports named captures in regular expressions!"

thbar

if Chef::Config[:solo]
  class Chef
    module Mixin
      module Language
       
        def data_bag(bag)
          @solo_data_bags = {} if @solo_data_bags.nil?
          unless @solo_data_bags[bag]
            @solo_data_bags[bag] = {}
            Dir.glob(File.join(Chef::Config[:data_bag_path], bag,

adamhjk

#!/usr/bin/env ruby

require 'rubygems'
require 'chef'
require 'chef/client'
require 'chef/run_context'

Chef::Config[:solo] = true
Chef::Config[:log_level] = :info
Chef::Log.level(:info)

tdd

# STEP 1: ENSURE COMPLETION AND PROMPT FUNCTION ARE LOADED
# ========================================================

# OPTION 1: If on OSX using Homebrew:
#
# source $(brew --prefix)/etc/bash_completion.d/git-prompt.sh
# source $(brew --prefix)/etc/bash_completion.d/git-completion.bash

# OPTION 2: If on OSX using built-in Git (also works on ZSH):
#