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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.

Business Models

Advertising

Models	Examples
Display ads	Yahoo!
Search ads	Google

	import urllib2
	import re
	import sys
	from collections import defaultdict
	from random import random

	"""
	PLEASE DO NOT RUN THIS QUOTED CODE FOR THE SAKE OF daemonology's SERVER, IT IS
	NOT MY SERVER AND I FEEL BAD FOR ABUSING IT. JUST GET THE RESULTS OF THE
	CRAWL HERE: http://pastebin.com/raw.php?i=nqpsnTtW AND SAVE THEM TO "archive.txt"

	import sys
	import subprocess
	import tempfile
	import urllib

	text = sys.stdin.read()

	chart_url_template = ('http://chart.apis.google.com/chart?'
	'cht=qr&chs=300x300&chl={data}&chld=H\|0')
	chart_url = chart_url_template.format(data=urllib.quote(text))

	import urlparse
	import oauth2 as oauth

	consumer_key = 'consumer_key'
	consumer_secret = 'consumer_secret'

	request_token_url = 'http://www.tumblr.com/oauth/request_token'
	access_token_url = 'http://www.tumblr.com/oauth/access_token'
	authorize_url = 'http://www.tumblr.com/oauth/authorize'

	#!/usr/bin/env python

	import logging
	from google.appengine.api import memcache
	from google.appengine.api import xmpp
	from google.appengine.ext import db
	from google.appengine.ext import webapp
	from google.appengine.ext.webapp import util
	from google.appengine.ext.webapp import xmpp_handlers