dair-ai/Prompt-Engineering-Guide: Guides, papers, lecture, and resources for prompt engineering


Prompt Engineering Guide

This guide contains a set of recent papers, learning guides, and tools related to prompt engineering. The repo is intended as a research and educational reference for practitioners and developers.


Table of Contents


We have published a 1 hour lecture that provides a comprehensive overview of prompting techniques, applications, and tools.


The following are a set of guides on prompt engineering developed by us. Guides are work in progress.


The following are the latest papers (sorted by release date) on prompt engineering. We update this on a daily basis and new papers come in. We incorporate summaries of these papers to the guides above every week.

Tools & Libraries

(Sorted by Name)


(Sorted by Name)

Blog, Guides, Tutorials and Other Readings

(Sorted by Name)

Feel free to open a PR if you think something is missing here. Always welcome feedback and suggestions.