Natalie Lien nataliefl

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.

	apiVersion: extensions/v1beta1
	kind: DaemonSet
	metadata:
	labels:
	k8s-app: kube-proxy
	name: kube-proxy-amd64
	namespace: kube-system
	spec:
	revisionHistoryLimit: 10
	selector:

	(function() {
	var childProcess = require("child_process");
	var oldSpawn = childProcess.spawn;
	function mySpawn() {
	console.log('spawn called');
	console.log(arguments);
	var result = oldSpawn.apply(this, arguments);
	return result;
	}
	childProcess.spawn = mySpawn;

	##
	# Go back multiple directories at once.
	#
	# Example :
	#
	# shell> .. 5
	#
	# This will take you 5 directories back in the file structure. This is the same as typing
	#
	# shell> cd ../../../../..

	'use strict';

	var store = {};

	module.exports.get = function get() {
	var items = {};
	Array.prototype.slice.call(arguments)
	.filter(function (arg){
	return store[arg];
	})

	/**
	* If not equal
	* {{#ifnoteq "valueA" "valueB"}} ... {{else}} ... {{/if}}
	*/
	Handlebars.registerHelper('ifnoteq', function ifnoteq(a, b, opts) {
	return (a != b) ? opts.fn(this) : opts.inverse(this);
	});

	//https://stackoverflow.com/questions/14352100/does-v8-cache-compiled-regular-expressions-automatically
	function isFooBar(str) {
	return str.match(/^(?:(?=.[a-z])(?:(?=.[A-Z])(?=.[\d\W])\|(?=.\W)(?=.\d))\|(?=.\W)(?=.[A-Z])(?=.\d)).{8,}(?:(?=.[a-z])(?:(?=.[A-Z])(?=.[\d\W])\|(?=.\W)(?=.\d))\|(?=.\W)(?=.[A-Z])(?=.\d)).{8,}(?:(?=.[a-z])(?:(?=.[A-Z])(?=.[\d\W])\|(?=.\W)(?=.\d))\|(?=.\W)(?=.[A-Z])(?=.\d)).{8,}(?:(?=.[a-z])(?:(?=.[A-Z])(?=.[\d\W])\|(?=.\W)(?=.\d))\|(?=.\W)(?=.[A-Z])(?=.\d)).{8,}(?:(?=.[a-z])(?:(?=.[A-Z])(?=.[\d\W])\|(?=.\W)(?=.\d))\|(?=.\W)(?=.[A-Z])(?=.\d)).{8,}(?:(?=.[a-z])(?:(?=.[A-Z])(?=.[\d\W])\|(?=.\W)(?=.\d))\|(?=.\W)(?=.[A-Z])(?=.\d)).{8,}(?:(?=.[a-z])(?:(?=.[A-Z])(?=.[\d\W])\|(?=.\W)(?=.\d))\|(?=.\W)(?=.[A-Z])(?=.\d)).{8,}(?:(?=.[a-z])(?:(?=.[A-Z])(?=.[\d\W])\|(?=.\W)(?=.\d))\|(?=.\W)(?=.[A-Z])(?=.\d)).{8,}(?:(?=.[a-z])(?:(?=.[A-Z])(?=.[\d\W])\|(?=.\W)(?=.\d))\|(?=.\W)(?=.[A-Z])(?=.\d)).{8,}(?:(?=.[a-z])(?:(?=.[A-Z])(?=.[\d\W])\|(?=.