Prompt Engineering Guide
๐Ÿ˜ƒ Basics
๐Ÿ’ผ Applications
๐Ÿง™โ€โ™‚๏ธ Intermediate
๐Ÿค– ะะณะตะฝั‚ั‹
โš–๏ธ Reliability
๐Ÿ–ผ๏ธ Image Prompting
๐Ÿ”“ Prompt Hacking
๐Ÿ”จ Tooling
๐Ÿ’ช Prompt Tuning
๐ŸŽฒ Miscellaneous
Models
๐Ÿ“™ Vocabulary Reference
๐Ÿ“š Bibliography
๐Ÿ“ฆ Prompted Products
๐Ÿ›ธ Additional Resources
๐Ÿ”ฅ Hot Topics
โœจ Credits

Additional Resources

Reading Time: 1 minute
Last updated on August 7, 2024

Sander Schulhoff

Interactive Tutorials

  • agents.blue - A free, guided tutorial on prompt engineering.

Resources

GPT-3 Prompt Examples/Ideas

https://sharegpt.com
https://www.learngpt.com
https://chatgpt.getlaunchlist.com
https://prompts.chat

Facts

GPT-3 is NOT deterministic: https://twitter.com/BorisMPower/status/1608522707372740609

People to follow

I source significant content from these people.

@chillzaza_ Prompt engineering, tools, toolbot
@mathemagic1an Various prompting, PE, GPT3 info
@goodside Prompt Injection, PE tooling
@hwchase17 Core dev of langchain
@omarsar0 DAIR AI lead

Also check accounts that I follow: https://twitter.com/learnprompting/following

Even More

Check open issues and PRs :)

Sander Schulhoff

Sander Schulhoff is the Founder of Learn Prompting and an ML Researcher at the University of Maryland. He created the first open-source Prompt Engineering guide, reaching 3M+ people and teaching them to use tools like ChatGPT. Sander also led a team behind Prompt Report, the most comprehensive study of prompting ever done, co-authored with researchers from the University of Maryland, OpenAI, Microsoft, Google, Princeton, Stanford, and other leading institutions. This 76-page survey analyzed 1,500+ academic papers and covered 200+ prompting techniques.