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LLM Wiki v2

A pattern for building personal knowledge bases using LLMs. Extended with lessons from building agentmemory, a persistent memory engine for AI coding agents.

This builds on Andrej Karpathy's original LLM Wiki idea file. Everything in the original still applies. This document adds what we learned running the pattern in production: what breaks at scale, what's missing, and what separates a wiki that stays useful from one that rots.

What the original gets right

The core insight is correct: stop re-deriving, start compiling. RAG retrieves and forgets. A wiki accumulates and compounds. The three-layer architecture (raw sources, wiki, schema) works. The operations (ingest, query, lint) cover the basics. If you haven't read the original, start there.

Handy helpers for controlling visibility of elements until Vue has compiled.

Use like:

<div v-cloak>
  <h1>
    <span class="v-cloak--inline">Loading...</span> <!-- Only displayed before compiling -->
    <span class="v-cloak--hidden">{{ post.title }}</span> <!-- Hidden until compiling is finished -->

	let mix = require("laravel-mix");
	let tailwindcss = require("tailwindcss");
	let glob = require("glob-all");
	let PurgecssPlugin = require("purgecss-webpack-plugin");

	/**
	* Custom PurgeCSS Extractor
	* https://github.com/FullHuman/purgecss
	* https://github.com/FullHuman/purgecss-webpack-plugin
	*/

	// Creates a new promise that automatically resolves after some timeout:
	Promise.delay = function (time) {
	return new Promise((resolve, reject) => {
	setTimeout(resolve, time)
	})
	}

	// Throttle this promise to resolve no faster than the specified time:
	Promise.prototype.takeAtLeast = function (time) {
	return new Promise((resolve, reject) => {

	<?php

	namespace App\Support;

	class Optional
	{
	/**
	* The target being transformed.
	* Use _ prefix to avoid namespace conflict on __get()
	*

	<?php namespace App\Console\Commands;

	use Illuminate\Console\Command;
	use Illuminate\Support\Str;

	class MakeAll extends Command
	{
	/**
	* The name and signature of the console command.
	*

	/**
	* Mass (bulk) insert or update on duplicate for Laravel 4/5
	*
	* insertOrUpdate([
	* ['id'=>1,'value'=>10],
	* ['id'=>2,'value'=>60]
	* ]);
	*
	*
	* @param array $rows

	server {
	listen 80;
	listen [::]:80;
	server_name site.com;
	root /home/forge/site.com;

	# FORGE SSL (DO NOT REMOVE!)
	# ssl on;
	# ssl_certificate;
	# ssl_certificate_key;

	build_settings:
	verbose: false
	prefer_symlink: false

	setup:
	composer:
	action: "install"
	prefer_dist: false

	test:

	<?php // after locale

	'additional_locales' => ['de'],