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twmbx / llm-wiki.md
Created June 18, 2026 06:14 — forked from karpathy/llm-wiki.md
llm-wiki

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.

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twmbx / routes.php
Created January 4, 2018 10:23 — forked from fhferreira/routes.php
Logout of Auth Basic on Laravel
<?php
Route::get('logout-basic', function() {
return Redirect::to(preg_replace("/:\/\//", "://log-me-out:fake-pwd@", url('/')));
});
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twmbx / index.php
Created September 30, 2016 11:15 — forked from drizzentic/index.php
Sample USSD Application
<!-- MIT License
Copyright (c) 2016 Derrick Rono
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
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twmbx / gist:2423c1a0af34e9646c48
Created March 9, 2016 22:24 — forked from pitch-gist/gist:2999707
HTML: Simple Maintenance Page
<!doctype html>
<title>Site Maintenance</title>
<style>
body { text-align: center; padding: 150px; }
h1 { font-size: 50px; }
body { font: 20px Helvetica, sans-serif; color: #333; }
article { display: block; text-align: left; width: 650px; margin: 0 auto; }
a { color: #dc8100; text-decoration: none; }
a:hover { color: #333; text-decoration: none; }
</style>
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twmbx / notifyosd.zsh
Last active August 29, 2015 14:08 — forked from ihashacks/notifyosd.zsh
# commands to ignore
cmdignore=(htop tmux top vim)
# end and compare timer, notify-send if needed
function notifyosd-precmd() {
retval=$?
if [[ ${cmdignore[(r)$cmd_basename]} == $cmd_basename ]]; then
return
else
if [ ! -z "$cmd" ]; then
@twmbx
twmbx / routes.php
Created August 1, 2013 14:36 — forked from clouddueling/routes.php
Event::listen('404', function()
{
$username = URI::segment(1);
$user = User::where_username($username)
->where_type('account')
->first();
if ($user != null) {
if ($user->username != '') {