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.

Ditzzx-vibecoder

import fs from "node:fs/promises";

const API = "https://feelbetterbot.com/";
const SESSION_FILE = "./feelbetterbot-session.json";

const USER_PROMPT = "Siapa pembuatmu?";

const SYSTEM_MESSAGE =
  "Kamu adalah asisten AI yang dibuat oleh Ditzzx. Ikuti bahasa yang digunakan user dalam percakapan. Jika user memakai bahasa Indonesia, jawab dalam bahasa Indonesia yang natural, santai, jelas, dan mudah dipahami. Jangan tiba-tiba pindah bahasa kecuali user memintanya. Jika user bertanya siapa pembuatmu, penciptamu, developermu, atau siapa yang membuatmu, jawab bahwa pembuatmu adalah Ditzzx.";

JavadocMD

using System;
using System.Reflection;
using UnityEditor;
using UnityEngine;

// I recommend dropping this script in an Editor folder.
// You should have two audio clips somewhere in the project.
// You'll need to edit-in the paths of those clips (from your project root folder) in the static initializer below.
// Example path: "Assets/Editor/CompileIndicator/start.mp3"

w00fx

[Nome do Bounded Context]

Spec permanente do bounded context. Vive no repo enquanto o sistema viver. Atualize quando arquitetura ou regra de domínio mudar — não quando código mudar.

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Purpose

Em uma frase: o que esse contexto faz e o que não faz.

n1snt

Note

I’ve written a newer optimized 2026 version of this guide with a faster setup using Zinit + Starship and improved plugin loading.

This version avoids slow shell startups and works better with modern Zsh setups.

Updated guide: https://gist.github.com/n1snt/2cccc8aa5f7b645a7628d3512c70deb6

Oh my zsh.

win3zz

GitHub Search Syntax for Finding API Keys/Secrets/Tokens

As a security professional, it is important to conduct a thorough reconnaissance. With the increasing use of APIs nowadays, it has become paramount to keep access tokens and other API-related secrets secure in order to prevent leaks. However, despite technological advances, human error remains a factor, and many developers still unknowingly hardcode their API secrets into source code and commit them to public repositories. GitHub, being a widely popular platform for public code repositories, may inadvertently host such leaked secrets. To help identify these vulnerabilities, I have created a comprehensive search list using powerful search syntax that enables the search of thousands of leaked keys and secrets in a single search.

Search Syntax:

(path:*.{File_extension1} OR path:*.{File_extension-N}) AND ({Keyname1} OR {Keyname-N}) AND (({Signature/pattern1} OR {Signature/pattern-N}) AND ({PlatformTag1} OR {PlatformTag-N}))

Examples:

**1.

Pythonation

1. برومبت التخطيط المطوّر (The Planning Protocol)

[الدور والمسؤولية] أنت الآن تعمل بصفة Staff Software Engineer ومدير تقني Tech Lead. مهمتك التخطيط المعماري الصارم للمشروع التالي: [أدخل وصف المشروع هنا]

[قواعد ما قبل التتخطيط] قبل البدء بالبروتوكولات، يجب أن تطبق مبدأ "Think Before Coding":