Skip to content

Instantly share code, notes, and snippets.

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.

@mickaelperrin
mickaelperrin / .skhdrc
Last active March 27, 2023 11:09
Yabai configuration
#!/usr/bin/env sh
# _ _ _
# | | | | | |
# ___| | _| |__ __| |_ __ ___
# / __| |/ / '_ \ / _` | '__/ __|
# \__ \ <| | | | (_| | | | (__
# |___/_|\_\_| |_|\__,_|_| \___|
#
:: default : yabai -m config active_window_border_color 0x99DD0000
@KolbySisk
KolbySisk / slightly-complex-form.jsx
Last active February 2, 2022 05:33
Slightly Complex Form
import { useState } from "react";
export default function SlightlyComplexForm() {
const [urlVisible, setUrlVisible] = useState(false);
const handleSubmit = async (event) => {
// Same as before
};
const handleEmailChange = (event) => {
import React from "react";
import { Link } from "react-router-dom";
export function createResource(getPromise) {
let cache = {};
let inflight = {};
let errors = {};
function load(key) {
inflight[key] = getPromise(key)
@bradtraversy
bradtraversy / node_nginx_ssl.md
Last active August 31, 2026 22:24
Node app deploy with nginx & SSL

Node.js Deployment

Steps to deploy a Node.js app to DigitalOcean using PM2, NGINX as a reverse proxy and an SSL from LetsEncrypt

1. Sign up for Digital Ocean

If you use the referal link below, you get $10 free (1 or 2 months) https://m.do.co/c/5424d440c63a

2. Create a droplet and log in via ssh

I will be using the root user, but would suggest creating a new user

@bradtraversy
bradtraversy / mongodb_cheat_sheet.md
Last active September 5, 2026 16:51
MongoDB Cheat Sheet

MongoDB Cheat Sheet

Show All Databases

show dbs

Show Current Database

@bitsurgeon
bitsurgeon / youtube.md
Last active August 11, 2026 18:49
Markdown cheatsheet for YouTube

Embed YouTube Video in Markdown File

  1. Markdown style
[![Watch the video](https://img.youtube.com/vi/nTQUwghvy5Q/default.jpg)](https://youtu.be/nTQUwghvy5Q)
  1. HTML style
<a href="http://www.youtube.com/watch?feature=player_embedded&v=nTQUwghvy5Q" target="_blank">
@OnesimusUnbound
OnesimusUnbound / quote.txt
Last active June 7, 2026 14:26
Programming Quotes
[T]he difference between a bad programmer and a
good one is whether he considers his code or his
data structures more important. Bad programmers
worry about the code. Good programmers worry about
data structures and their relationships.
-- Linus Torvalds
~~~
Clarity and brevity sometimes are at odds.
When they are, I choose clarity.
-- Jacob Kaplan-Moss