Discover gists

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.

	<!--
	This transcript was generated using: https://github.com/mahtoid/DiscordChatExporterPy
	If you have any issues or suggestions - open an issue on the Github Repository or alternatively join https://discord.mahto.id
	-->

	<!DOCTYPE html>
	<html lang="en">
	<head>
	<title>4X4 RANKED #18k - ticket-teux_zx_27782-Eventos</title>
	<meta http-equiv="Content-Type" content="text/html; charset=utf-8">

	<!DOCTYPE html>
	<html lang="ko">
	<head>
	<meta charset="UTF-8">
	<meta name="viewport" content="width=device-width, initial-scale=1.0">
	<title>라포랩스 AI 활용 수준 셀프 진단 결과</title>
	<script src="https://cdn.jsdelivr.net/npm/chart.js@4.4.0/dist/chart.umd.min.js"></script>
	<style>
	* { margin: 0; padding: 0; box-sizing: border-box; }
	body { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif; background: #f5f5f7; color: #1d1d1f; }

	Log uploaded on Thursday, April 9, 2026, 10:34:16 PM
	Loaded mods:
	Better Stacktraces(aleksey.betterstacktraces): BetterStacktraces(1.0.0)
	Prepatcher(zetrith.prepatcher): 0Harmony(2.4.2), 0PrepatcherAPI(1.2.0), 0PrepatcherDataAssembly(1.0.0), PrepatcherImpl(1.0.0), Prestarter(1.0.0)
	Core(Ludeon.RimWorld): (no assemblies)
	Royalty(Ludeon.RimWorld.Royalty): (no assemblies)
	Ideology(Ludeon.RimWorld.Ideology): (no assemblies)
	Biotech(Ludeon.RimWorld.Biotech): (no assemblies)
	Anomaly(Ludeon.RimWorld.Anomaly): (no assemblies)

	<!--
	This transcript was generated using: https://github.com/mahtoid/DiscordChatExporterPy
	If you have any issues or suggestions - open an issue on the Github Repository or alternatively join https://discord.mahto.id
	-->

	<!DOCTYPE html>
	<html lang="en">
	<head>
	<title>4X4 RANKED #18k - ticket-mtsbrr-Suporte</title>
	<meta http-equiv="Content-Type" content="text/html; charset=utf-8">

	<!--
	This transcript was generated using: https://github.com/mahtoid/DiscordChatExporterPy
	If you have any issues or suggestions - open an issue on the Github Repository or alternatively join https://discord.mahto.id
	-->

	<!DOCTYPE html>
	<html lang="en">
	<head>
	<title>4X4 RANKED #18k - ticket-ribeiroz0-Eventos</title>
	<meta http-equiv="Content-Type" content="text/html; charset=utf-8">

	Proceso AgendaDeContacto

	// Declaración de arreglos para almacenar datos de contactos
	// Se define personas de 20 posiciones para almacenar datos
	Dimension Personas[20]
	Dimension Telefonos[20]
	Dimension Direcciones[20]

	// Definición de variables
	Definir Personas, Telefonos, Direcciones Como Caracter

	theme = "light:Builtin Light,dark:Builtin Dark"
	font-family = "JetBrainsMono NFM Regular"
	font-size = 16
	window-padding-x = 10
	window-padding-y = 10
	window-decoration = true
	cursor-style=block
	adjust-cell-height = 12%
	mouse-scroll-multiplier = 2
	window-colorspace = "display-p3"

	[
	{
	"key": "AK",
	"latitude": 61.385,
	"longitude": -152.2683,
	"name": "Alaska"
	},
	{
	"key": "AL",
	"latitude": 32.799,

	<!doctype html>
	<html lang="es">
	<head>
	<meta charset="UTF-8" />
	<title>Mi Página Personal</title>

	<style>
	body {
	font-family: Arial, sans-serif;
	background: linear-gradient(to right, #74ebd5, #acb6e5);