Dominik dommmel

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.

Clone repo:

git clone git://github.com/maccman/juggernaut.git
cd juggernaut

Create Heroku app:

heroku create myapp --stack cedar
heroku addons:add redistogo:nano

git push heroku master

	import React from 'react'
	import Head from 'next/head'
	import { ApolloProvider } from '@apollo/react-hooks'
	import { ApolloClient } from 'apollo-client'
	import { InMemoryCache, IntrospectionFragmentMatcher } from 'apollo-cache-inmemory'
	import { createHttpLink } from 'apollo-link-http';
	import { setContext } from 'apollo-link-context';
	import fetch from 'isomorphic-unfetch'
	import introspectionQueryResultData from '../fragmentTypes.json'
	import querystring from 'querystring'

	# Rails controller concern to enable Devise authentication for ActiveStorage.
	# Put it in +app/controllers/concerns/blob_authenticatable.rb+ and include it when overriding
	# +ActiveStorage::BlobsController+ and +ActiveStorage::RepresentationsController+.
	#
	# Optional configuration:
	#
	# Set the model that includes devise's database_authenticatable.
	# Defaults to Devise.default_scope which defaults to the first
	# devise role declared in your routes (usually :user)
	#

	##################################################################
	# #
	# Copyright (C) 2012 Dommmel <dommmel@gmail.com> #
	# This code is released under WTFPL, version 2.0. #
	# #
	##################################################################

	# Usage:
	# <span id="sayhi">привет</span>
	# <script>

	#!/bin/bash
	COUCH_DB="http://127.0.0.1:5984/what_ever"
	JSON_FOLDER="./jsonFiles/*"
	TMP_FILE="/tmp/_couchdb_import.json"


	for file in $JSON_FOLDER
	do
	echo '{"docs":' > $TMP_FILE
	cat $file >> $TMP_FILE