Prompt Engineering Guide
🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG
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Prompt Engineering Guide
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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
Guides
You can also find the most up-to-date guides on our new website https://www.promptingguide.ai/.
Don't lose this
Three weeks from now, you'll want Prompt Engineering Guide again. Will you remember where to find it?
Save it to your library and the next time you need Prompt Engineering Guide, it’s one tap away — from any AI app you use. Group it into a bench with the rest of the team for that kind of task and you can pull the whole stack at once.
⚡ Pro tip for geeks: add a-gnt 🤵🏻♂️ as a custom connector in Claude or a custom GPT in ChatGPT — one click and your library is right there in the chat. Or, if you’re in an editor, install the a-gnt MCP server and say “use my [bench name]” in Claude Code, Cursor, VS Code, or Windsurf.
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Our honest review
🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG. Best for anyone looking to make their AI assistant more capable in search & web. It's completely free and works across most major AI apps. This one just landed in the catalog — worth trying while it's fresh.
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What's New
Imported from GitHub
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