gregory tomlinson gtzilla

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.

Wireless Access Point

The is a collection of files that I used to create a Wireless access point that tunnels traffic through a socks5 proxy using tun2socks, hostapd, dnsmasq. This was done on a debian system, specifically Proxmox VE. The underlying hardware is an Intel Nuc. The wireless card currently only handles wireless G traffic. Testing "a" wireless resulted in the wireless interface not coming up. This could be merely user error. More information on setting hg_mode in hostapd.conf

This took approximately two days to setup corretly. The tutorials that address how-to create an access point, as well as how-to use tun2socks varied considerably. I was finally able to cobble together a working prototype that is able to tunnel traffic from my wireless access point through any SSH connection that can enable socks5 proxy.

Keybase proof

I hereby claim:

I am gtzilla on github.
I am gtzilla (https://keybase.io/gtzilla) on keybase.
I have a public key ASC0eYdxLw4KSr9EKFTSHJsh46iOPYcY6z7WHp0niACFmgo

To claim this, I am signing this object:

	module.exports = {
	env: {
	browser: true,
	es6: true
	},
	extends: [
	'plugin:react/recommended',
	'semistandard'
	],
	settings:{

	# -- mode: ruby --
	# vi: set ft=ruby :

	PASSWORD_PATH = ".password"
	PASSWORD_ID_PATH = ".password_id"

	# Make sure to have installed vagrant-triggers plugin
	# > vagrant plugin install vagrant-triggers

	# After the first `vagrant up` stop the VM and execute the following steps

	'use strict'
	/**
	babel.config.js with useful plugins.
	*/
	module.exports = function(api) {
	api.cache(true);
	api.assertVersion("^7.4.5");

	const presets = [
	[

	/*
	initialize from alternate in CLI commander.js script


	Included as a module in nodejs
	instead of process.argv

	https://github.com/tj/commander.js/
	*/
	if (require.main === module) {

	<?xml version="1.0" encoding="UTF-8"?>
	<!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN"
	"http://www.apple.com/DTDs/PropertyList-1.0.dtd"><plist version="1.0">
	<dict>
	<key>author</key>
	<string>Michael Sheets</string>
	<key>name</key>
	<string>Twilight</string>
	<key>settings</key>
	<array>

	// a reference for getting the robinhood API bearer token
	// returns a jquery promise. really is this broken...
	// in CONSOLE need jquery too..
	var __ss = document.createElement("script");__ss.onload=load_example;__ss.src="https://code.jquery.com/jquery-3.3.1.min.js";document.body.appendChild(__ss);
	/**

	Reference

	If you want to hack on RobinHood in the browser, you'll need auth.

	'use strict';
	/**

	ATTENTION: This is moved to https://github.com/gtzilla/minimal_.js

	minimal_.js
	minimal_

	Minimal Underscore Template Build System, version 0.0.1