Prompt-Engineering-Guide

dair-ai/Prompt-Engineering-Guide

Guides and resources for prompt engineering, context engineering, RAG, and AI Agents.

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MDX MITLast pushed Mar 11, 2026

Overview

This repository offers a comprehensive guide to prompt engineering for large language models (LLMs), including papers, lessons, notebooks, and other resources to enhance understanding of LLM capabilities.

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git clone https://github.com/dair-ai/Prompt-Engineering-Guide

README

Prompt Engineering Guide

Sponsored by    

Prompt engineering is a relatively new discipline for developing and optimizing prompts to efficiently use language models (LMs) for a wide variety of applications and research topics. Prompt engineering skills help to better understand the capabilities and limitations of large language models (LLMs). Researchers use prompt engineering to improve the capacity of LLMs on a wide range of common and complex tasks such as question answering and arithmetic reasoning. Developers use prompt engineering to design robust and effective prompting techniques that interface with LLMs and other tools.

Motivated by the high interest in developing with LLMs, we have created this new prompt engineering guide that contains all the latest papers, learning guides, lectures, references, and tools related to prompt engineering for LLMs.

🌐 Prompt Engineering Guide (Web Version)

🎉 We are excited to launch our new prompt engineering, RAG, and AI Agents courses under the DAIR.AI Academy. Join Now!

The courses are meant to compliment this guide and provide a more hands-on approach to learning about prompt engineering, context engineering, and AI Agents.

Use code PROMPTING20 to get an extra 20% off.

Happy Prompting!


Announcements / Updates

  • 🎓 We now offer self-paced prompt engineering courses under our DAIR.AI Academy. Join Now!
  • 🎓 New course on Prompt Engineering for LLMs announced! Enroll here!
  • 💼 We now offer several services like corporate training, consulting, and talks.
  • 🌐 We now support 13 languages! Welcoming more translations.
  • 👩‍🎓 We crossed 3 million learners in January 2024!
  • 🎉 We have launched a new web version of the guide here
  • 🔥 We reached #1 on Hacker News on 21 Feb 2023
  • 🎉 The First Prompt Engineering Lecture went live here

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Guides

You can also find the most up-to-date guides on our new website https://www.promptingguide.ai/.