tjsingleton

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.

tjsingleton

# swap loops so we can exit early from the inner loop once we've searched the valid range

require "pp"
require "minitest/autorun"

class StockTest < Minitest::Test
  attr_accessor :loops
  
  def pick_best_time_to_buy(stock)
    best_value = 0

tjsingleton

  function lazyCompileFactory(id, html) {
    crunch.global.templates[id] = function(context) {
      var compiled = Handlebars.compile(html);
      crunch.global.templates[id] = compiled;
      return compiled(context);
    }
  }

  $('script[type="text/x-handlebars-template"]').each(function() {
    var text = this.textContent;

tjsingleton

#!/usr/bin/env bash
apt-get -y update
apt-get -y upgrade
apt-get -y install build-essential zlib1g-dev libssl-dev libreadline-gplv2-dev libyaml-dev libffi-dev libjemalloc-dev
apt-get -y install autoconf curl bzip2 
apt-get -y autoremove
apt-get -y clean

cd /usr/local/src
curl http://cache.ruby-lang.org/pub/ruby/2.2/ruby-2.2.2.tar.gz

tjsingleton

module Parser
  @formats = {}

  class << self
    attr_accessor :formats

    def create(format)
      formats[format].new
    end
  end

tjsingleton

# super-meta object persistence class to Redis
class RedisObject
  include ActiveModel::Serialization

  attr_accessor :attributes, :id
  class_attribute :namespace
  class_attribute :redis

  class << self
    def namespace

tjsingleton

<?php // BRAD
	$numbers = array("1", "2", "3", "4", "5");

	function array_print($values) {
		$array = array_reverse($values);
		print_values($array);
	}

	function print_values($array) {
		echo array_pop($array);

tjsingleton

# you can turn two tests into one if you are testing almost the same thing
# example
  before(:each) do
    @project = Project.new
  end    

  it "should contain errors on a blank url" do
    @project.save
    @project.errors.should include({:url=>["can't be blank"]})
  end

tjsingleton

# you can turn two tests into one if you are testing almost the same thing
# example
  before(:each) do
    @project = Project.new
  end    

  it "should contain errors on a blank url" do
    @project.save
    @project.errors.should include({:url=>["can't be blank"]})
  end