Ryan Lewis ryanlewis

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 is an LLM-assisted workflow for creating a product requirement document using LLM assistance for task completion.
	It keeps track of inputs for the template and works with the user to acquire them, finally generating a completed PRD
	prompt when all slots are addressed.


	credit: Ian Nuttall - https://gist.github.com/iannuttall/f3d425ad5610923a32397a687758ebf2



	System-Prompt for Facilitating Chat-Based PRD Creation

	-- Redis script to implement a leaky bucket
	-- see https://medium.com/callr-techblog/rate-limiting-for-distributed-systems-with-redis-and-lua-eeea745cb260
	-- (c) Florent CHAUVEAU <florent.chauveau@gmail.com>

	local ts = tonumber(ARGV[1])
	local cps = tonumber(ARGV[2])
	local key = KEYS[1]

	-- remove tokens < min (older than now() -1s)
	local min = ts -1

	version: '2.1'
	services:
	grafana:
	container_name: grafana
	image: proxx/grafana-armv7
	user: "1000"
	ports:
	- 3000:3000
	volumes:
	- /opt/grafana:/etc/grafana:rw

	import java.lang.ProcessBuilder.Redirect
	import java.util.concurrent.TimeUnit

	fun String.runCommand(workingDir: File? = null) {
	val process = ProcessBuilder(*split(" ").toTypedArray())
	.directory(workingDir)
	.redirectOutput(Redirect.INHERIT)
	.redirectError(Redirect.INHERIT)
	.start()
	if (!process.waitFor(10, TimeUnit.SECONDS)) {

	version: '2'
	services:
	nzbget:
	image: "linuxserver/nzbget:latest"
	environment:
	- PUID=0
	- PGID=0
	- TZ=Europe/Amsterdam
	ports:
	- "6789:6789"


	namespace ImageProcessor.Web.Services
	{
	using System;
	using System.Collections.Generic;
	using System.IO;
	using System.Net;
	using System.Threading.Tasks;
	using System.Web;

	http://kolodny.github.io/bookmarklet.html

	document.body.addEventListener('click', go);
	alert('click on a form element to get a bookmarklet of the saved form');

	function go(event) {
	var form = event.target;
	while (form && form.tagName !== 'FORM') {
	form = form.parentNode;
	}

	#!/usr/bin/env node

	console.log('yay gist')