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.

daemondevin

aback
abaft
abase
abate
abbey
abbot
abhor
abide
abler
abode

nurhanasayy

Minecraft Education Coding Curriculum for Kids

24 Sessions × 45 Minutes | Aligned with Singapore MOE Standards

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Curriculum Design Analysis

Learning Weight Distribution

This curriculum adapts Microsoft's official "Computing with Minecraft" 10-unit curriculum while maintaining proportional learning weights aligned with Singapore's computational thinking standards.

ankurpandeyvns

#!/usr/bin/env python3

"""
================================================================================
Zyxel Router Configuration Backup/Restore Tool
================================================================================

DESCRIPTION:
    This tool provides comprehensive functionality for working with Zyxel router
    configuration backups. It can download, decrypt, encrypt, and restore

smpri194-beep

This guide explains how to stop a domain you manage (e.g. example.com) from being abused as a source of spoofed / phishing email where the sender address is forged.

There are three things to do. By publishing SPF, DKIM, and DMARC DNS records in Cloudflare, receiving mail servers gain the ability to verify whether a message claiming to come from your domain is genuine.

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Prerequisites

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":

karpathy

"""
The most atomic way to train and run inference for a GPT in pure, dependency-free Python.
This file is the complete algorithm.
Everything else is just efficiency.

@karpathy
"""

import os       # os.path.exists
import math     # math.log, math.exp

rxaviers

People

:bowtie:	😄 :smile:	😆 :laughing:
😊 :blush:	😃 :smiley:	☺️ :relaxed:
😏 :smirk:	😍 :heart_eyes:	😘 :kissing_heart:
😚 :kissing_closed_eyes:	😳 :flushed:	😌 :relieved:
😆 :satisfied:	😁 :grin:	😉 :wink:
😜 :stuck_out_tongue_winking_eye:	😝 :stuck_out_tongue_closed_eyes:	😀 :grinning:
😗 :kissing:	😙 :kissing_smiling_eyes:	😛 :stuck_out_tongue:

llybin

# Brightness

0 - Off
1 - Low
2 - Medium
3 - High

echo 1 > /sys/class/leds/asus::kbd_backlight/brightness

# State, when backlight is enabled

smitmartijn

GitHub Copilot Custom Instructions for Laravel 12 & PHP 8.2/8.4

These instructions guide Copilot to generate code that aligns with modern Laravel 12 standards, PHP 8.2/8.4 features, software engineering principles, and industry best practices to improve software quality, maintainability, and security.

✅ General Coding Standards

• Follow PSR-12 coding style and structure.
• Prefer short, expressive, and readable code.
• Use meaningful, descriptive variable, function, class, and file names.
• Apply proper PHPDoc blocks for classes, methods, and complex logic.