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samuelpatro / llm-wiki.md
Created May 10, 2026 11:25 — 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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samuelpatro / debounce.js
Created June 2, 2017 17:50 — forked from beaucharman/debounce.js
An ES6 implementation of the debounce function. "Debouncing enforces that a function not be called again until a certain amount of time has passed without it being called. As in 'execute this function only if 100 milliseconds have passed without it being called.'" - CSS-Tricks (https://css-tricks.com/the-difference-between-throttling-and-debounc…
function debounce(callback, wait, context = this) {
let timeout = null
let callbackArgs = null
const later = () => callback.apply(context, callbackArgs)
return function() {
callbackArgs = arguments
clearTimeout(timeout)
timeout = setTimeout(later, wait)
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samuelpatro / app.js
Created November 24, 2016 12:17 — forked from jmdobry/app.js
js-data + js-data-firebase + js-data-localstorage
var fb = new DSFirebaseAdapter({
basePath: 'https://my-app.firebase.io'
});
var ls = new DSLocalStorageAdapter();
var store = new JSData.DS({
// try firebase first, otherwise try offline data
fallbackAdapters: ['fb', 'ls'],
// After creating an item, sync it to localStorage
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samuelpatro / status.php
Last active August 29, 2015 14:14 — forked from dkesberg/status.php
<?php
/**
* @author Daniel Kesberg <kesberg@gmail.com>
* @copyright (c) 2013, Daniel Kesberg
*/
error_reporting(E_ALL);
ini_set('display_errors', false);
$parseTimeStart = microtime();
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samuelpatro / simpleimage.php
Last active August 29, 2015 14:14 — forked from miguelfrmn/simpleimage.php
<?php
/**
* File: SimpleImage.php
* Author: Simon Jarvis
* Modified by: Miguel Fermín
* Based in: http://www.white-hat-web-design.co.uk/articles/php-image-resizing.php
*
* This program is free software; you can redistribute it and/or
* modify it under the terms of the GNU General Public License
* as published by the Free Software Foundation; either version 2
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samuelpatro / transparent.php
Last active August 29, 2015 14:14 — forked from dkesberg/transparent.php
/**
* source: http://stackoverflow.com/questions/3203354/php-script-to-render-a-single-transparent-pixel-png-or-gif
*/
// transparent 1x1 png
header('Content-Type: image/png');
echo base64_decode('iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAACnej3aAAAAAXRSTlMAQObYZgAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=');
// transparent 1x1 gif
header('Content-Type: image/gif');