Valery Lyatsevich laverix

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.

Compare cost of living in different locations around the world.

Country (city)	Salary (gross)	Taxes	Apartment	Visa	More info
Germany (Berlin)	€50-60k	27-33%	€700-1200/mo	Blue Card, 1-3 months, spouse can work	de_faq на русском Numbeo
Estonia (Tallinn)	€35-45k	41.5%	€600-1200/mo	2 months, spouse can work	Taxes
xxx

Legend:

Modules

var app = angular.module('app', []);

Using modules in views

 <html ng-app="app"></html>

	@Injectable({ providedIn: 'root' })
	export class StaticRequestService {
	private readonly cache = new Map<string, Observable<string>>();

	request(url: string): Observable<string> {
	const cache = this.cache.get(url);

	if (cache) {
	return cache;
	}

	<!DOCTYPE html>
	<html>
	<body>
	<script type="text/javascript">

	//////////////
	/// CONFIG ///
	//////////////

	var defaultLocale = 'en';

	<script type="text/javascript" src="http://ajax.googleapis.com/ajax/libs/jquery/1/jquery.min.js"></script>
	<script type="text/javascript" charset="utf-8">
	$(window).load(function(){
	$().hatchShow();
	});
	jQuery.fn.hatchShow = function(){
	$('.hsjs').css('display','inner-block').css('white-space','pre').each(function(){
	var t = $(this);
	t.wrap("<span class='hatchshow_temp' style='display:block'>");
	var pw = t.parent().width();