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.

soffes

class TestCase < ActiveSupport::TestCase
  def setup
    super
    DatabaseCleaner.start
    @queries = []

    ActiveSupport::Notifications.subscribe('sql.active_record') do |_, _, _, _, payload|
      @queries << payload[:sql] unless payload[:name].in? %w[CACHE SCHEMA]
    end
  end

luckyshot

/**
 * Colours taken from Dieter Rams legendary production collection for Braun. Made by Chad Ashley.
 * Source: http://blog.presentandcorrect.com/rams-palettes
 * Demo: https://xaviesteve.com/pro/colorpalettes/
 * Try it: https://xaviesteve.com/pro/sass-palette/
 * Compiled by Xavi Esteve
 */

// DR06

DmitryTsepelev

How to run examples:

1. Run $ createdb nplusonedb to create DB
2. Run specs $ rspec demo.rb

clupprich

begin
  require "bundler/inline"
rescue LoadError => e
  $stderr.puts "Bundler version 1.10 or later is required. Please update your Bundler"
  raise e
end

gemfile(true) do
  source "https://rubygems.org"

alirobe

### 
###
### UPDATE: For Win 11, I recommend using this tool in place of this script: 
### https://christitus.com/windows-tool/
### https://github.com/ChrisTitusTech/winutil
### https://www.youtube.com/watch?v=6UQZ5oQg8XA
### iwr -useb https://christitus.com/win | iex
###
### OR take a look at 
### https://github.com/HotCakeX/Harden-Windows-Security

rondale-sc

begin
  ['oily_png', 'pp'].each do |g|
    require g
  end
rescue LoadError => e
  puts "Could not load '#{e}'"; exit
end

class Hough
  Convert = "/usr/local/bin/convert"