karpathy

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.

lesstif

#!/usr/bin/env bash

## 
REPOS_FILES="AppStream BaseOS"

PARAM="hn"

#KAKAO="mirror.kakao.com\/centos"
NAVER="mirror.navercorp.com\/rocky"

lesstif

#!/usr/bin/env bash

BASE_REPOS=/etc/yum.repos.d/CentOS-Linux-BaseOS.repo
PARAM="r:hkn"

KAKAO="mirror.kakao.com\/centos"
NAVER="mirror.navercorp.com\/centos"

if [ "$(id -u)" != "0" ]; then
   echo "'$0' must be run as root" 1>&2

lesstif

## copy from https://gist.github.com/cdekkerpossibilit/d023602c29fdf039c7eabadf64f708e9
function Confirm-Choice {
    param (
        [string]$Message
    )
    $yes = new-Object System.Management.Automation.Host.ChoiceDescription "&Yes","Yes";
    $no = new-Object System.Management.Automation.Host.ChoiceDescription "&No","No";
    $choices = [System.Management.Automation.Host.ChoiceDescription[]]($yes, $no);
    $answer = $host.ui.PromptForChoice("", $message, $choices, 1)
 

lesstif

includes:
    - ./vendor/nunomaduro/larastan/extension.neon

parameters:
    paths:
        - app

    # The level 8 is the highest level
    level: 5

lesstif

<?php

namespace App;

class Temperature
{
    private $service;

    public function __construct($service)
    {

lesstif

<?php

namespace Tests\Feature;

use App\Temperature;
use Illuminate\Foundation\Testing\RefreshDatabase;
use Illuminate\Foundation\Testing\WithFaker;
use Mockery;
use Tests\TestCase;

lesstif

<?php

/**
 * 사업자 번호 유효성 검증
 *
 * @param string $bizNumberParam 검증할 사업자 번호
 *
 * @return bool
 *
 * @see https://www.lesstif.com/pages/viewpage.action?pageId=93126973 사업자 번호 검증 규칙

lesstif

<?php

namespace App\Providers;

use App\Listeners\LoggingEloquentQueryListener;
use Illuminate\Auth\Events\Registered;
use Illuminate\Auth\Listeners\SendEmailVerificationNotification;
use Illuminate\Foundation\Support\Providers\EventServiceProvider as ServiceProvider;
use Illuminate\Support\Facades\Event;

lesstif

// This file was initially generated by Windows Terminal 0.11.1191.0
// It should still be usable in newer versions, but newer versions might have additional
// settings, help text, or changes that you will not see unless you clear this file
// and let us generate a new one for you.

// To view the default settings, hold "alt" while clicking on the "Settings" button.
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{
    "$schema": "https://aka.ms/terminal-profiles-schema",