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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.

@jonstuebe
jonstuebe / ReSocket.ts
Created December 22, 2023 15:33
A WebSocket class with reconnection support
class ReSocket {
private token: string | undefined;
private socket: WebSocket | undefined;
private listeners: boolean = false;
private currentAttempt: number = 0;
private backoffTime: number = 1000;
private maxAttempts: number = 30;
private timer: NodeJS.Timeout | undefined;
private messageFn: (data: any) => void = (data) => {
//
@nnarhinen
nnarhinen / app.js
Last active December 21, 2015 22:19
Automatically join sockets to user-specific rooms using express.js sessions and socket.io
/**
* Module dependencies.
*/
var express = require('express'),
http = require('http'),
RedisStore = require('connect-redis')(express),
redis = require('redis'),
cookie = require('cookie'),
connect = require('connect'),
@SlexAxton
SlexAxton / .zshrc
Last active April 30, 2026 08:09
My gif workflow
gifify() {
if [[ -n "$1" ]]; then
if [[ $2 == '--good' ]]; then
ffmpeg -i $1 -r 10 -vcodec png out-static-%05d.png
time convert -verbose +dither -layers Optimize -resize 600x600\> out-static*.png GIF:- | gifsicle --colors 128 --delay=5 --loop --optimize=3 --multifile - > $1.gif
rm out-static*.png
else
ffmpeg -i $1 -s 600x400 -pix_fmt rgb24 -r 10 -f gif - | gifsicle --optimize=3 --delay=3 > $1.gif
fi
else
@max-mapper
max-mapper / index.js
Created September 26, 2012 04:30
html5 audio capture
// get latest canary and turn on web audio in chrome://flags
navigator.webkitGetUserMedia({audio:true}, function (stream) {
var context = new webkitAudioContext()
var streamSource = context.createMediaStreamSource(stream)
var sent = false
bufferFiller = context.createJavaScriptNode(2048, 1, 1)
bufferFiller.onaudioprocess = function(e) {
if (sent) return
@piscisaureus
piscisaureus / pr.md
Created August 13, 2012 16:12
Checkout github pull requests locally

Locate the section for your github remote in the .git/config file. It looks like this:

[remote "origin"]
	fetch = +refs/heads/*:refs/remotes/origin/*
	url = git@github.com:joyent/node.git

Now add the line fetch = +refs/pull/*/head:refs/remotes/origin/pr/* to this section. Obviously, change the github url to match your project's URL. It ends up looking like this:

@jlong
jlong / uri.js
Created April 20, 2012 13:29
URI Parsing with Javascript
var parser = document.createElement('a');
parser.href = "http://example.com:3000/pathname/?search=test#hash";
parser.protocol; // => "http:"
parser.hostname; // => "example.com"
parser.port; // => "3000"
parser.pathname; // => "/pathname/"
parser.search; // => "?search=test"
parser.hash; // => "#hash"
parser.host; // => "example.com:3000"