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Prompt Engineering Guide

Guides, papers, lessons and notebooks for prompt engineering, RAG and AI agents.

  • Rating

    4.8 / 5

  • Pricing

    Free

  • Difficulty

    Beginner

  • Works on

    Web

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What is Prompt Engineering Guide?

Prompt Engineering Guide by DAIR.AI is the most widely used open resource for prompt engineering, with guides, papers, lessons and notebooks covering prompting techniques, context engineering, RAG and AI agents.

Third-party open-source projects. We are not affiliated with their authors; repositories are provided as-is by their maintainers. Review each project's license, code and security before installing. See our Disclaimer.

Pros: what Prompt Engineering Guide does well

  • The reference resource for prompting
  • Combines guides, papers and runnable notebooks
  • Constantly updated with new techniques

Cons: where it falls short

  • Large — takes time to work through
  • Some sections assume LLM familiarity

Who Prompt Engineering Guide is for

Anyone who works with LLMs and wants to get systematically better at prompting, RAG and agent design.

Who can skip it

Users looking for a single short cheat sheet rather than a full curriculum.

Compare Prompt Engineering Guide

See how Prompt Engineering Guide stacks up, side by side, plus the lists it made.

Prompt Engineering Guide alternatives

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Focus: course, roadmap and colab. Shares llm and notebooks with Prompt Engineering Guide. Same 4.8 rating.

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Focus: design patterns, multi-agent and book. Shares ai agents and llm with Prompt Engineering Guide. A book, not a course. Adds Offline. Same 4.8 rating.

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Focus: cli, terminal and chat. Shares llm and ai agents with Prompt Engineering Guide. A desktop app, not a course. Adds macOS, Windows and Linux. Rated 4.3 (Prompt Engineering Guide: 4.8).

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Awesome Prompt Engineering

Focus: learning, curated list and ai. Shares prompt engineering and open source with Prompt Engineering Guide. A website, not a course. Rated 4.2 (Prompt Engineering Guide: 4.8).

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Free alternatives to Prompt Engineering Guide

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Focus: scientific research, skills and biology. Shares ai agents and open source with Prompt Engineering Guide. An AI tool, not a course. Rated 4.7 (Prompt Engineering Guide: 4.8).

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Awesome Academic Research Skills

Focus: awesome list, academic research and claude code. Shares ai agents and papers with Prompt Engineering Guide. A website, not a course. Rated 4.2 (Prompt Engineering Guide: 4.8).

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Dive into Deep Learning

Focus: deep learning, book and course. Shares free and open source with Prompt Engineering Guide. Rated 4.9 (Prompt Engineering Guide: 4.8).

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Awesome LLM Apps

Focus: python, github and examples. Shares llm and ai agents with Prompt Engineering Guide. A website, not a course. Same 4.8 rating.

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