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https://github.com/lizhe2004/awesome-prompt-engineering

everything about prompt engineering
https://github.com/lizhe2004/awesome-prompt-engineering

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everything about prompt engineering

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# awesome-prompt-engineering

everything about prompt engineering



## 文本生成

### 指南

- [OpenAI官方的提示工程指南](https://platform.openai.com/docs/guides/prompt-engineering)

  - [中文翻译版本](https://baoyu.io/translations/openai/openai-prompt-engineering-guides)

- [learnprompting 提示工程文字版课程](https://github.com/trigaten/Learn_Prompting)

  - [learnprompting网站中文版](https://learnprompting.org/zh-Hans/docs/intro)

- [Dair-ai提示工程指南](https://github.com/dair-ai/Prompt-Engineering-Guide)

  - [网站](https://www.promptingguide.ai/)

  - [中文版](https://www.promptingguide.ai/zh)

- [Brex的提示工程指南](https://github.com/brexhq/prompt-engineering)

- [面向开发者的LLM入门教程](https://datawhalechina.github.io/prompt-engineering-for-developers/#/)

  - [面向开发者的提示工程](https://datawhalechina.github.io/prompt-engineering-for-developers/#/C1/readme)

- [微软提示工程资料](https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/prompt-engineering)

  - [提示工程技术](https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/advanced-prompt-engineering?pivots=programming-language-chat-completions)

- [微软AI:Prompt engineering techniques](https://microsoft.github.io/Workshop-Interact-with-OpenAI-models/labs/Prompt-engineering-techniques/)

- [Awesome-Prompt-Engineering](https://github.com/promptslab/Awesome-Prompt-Engineering)

- [PromptPapers](https://github.com/thunlp/PromptPapers)

- [⁣⁣⁤‌‌‍OpenAI：GPT 最佳实践中文大白话版本\_未来力场编译.pdf - 飞书云文档](https://futureforce.feishu.cn/file/CMpdbLxAhon5K5x5C1OcciYwnOf)

- [吴恩达《ChatGPT Prompt Engineering for Developers》课程中文版](https://prompt-engineering.xiniushu.com/)

- [Github-A developer’s guide to prompt engineering and LLMs](https://github.blog/2023-07-17-prompt-engineering-guide-generative-ai-llms/)

- [26 个提示原则排序论文](https://arxiv.org/pdf/2312.16171)

- [通向AGI之路-Prompt编写](https://waytoagi.feishu.cn/wiki/Q5mXww4rriujFFkFQOzc8uIsnah?table=tbldSgFt2xNUDNAz&view=vewo2g2ktO)

- [A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications](https://arxiv.org/pdf/2402.07927)

  - ![](https://cdn.jsdelivr.net/gh/lizhe2004/pic-repo@master/imgs/20240604162506.png)

### 优化

- [PromptPerfect - Elevate Your Prompts to Perfection. Prompt Engineering, Optimizing, Debugging and Hosting.](https://promptperfect.jinaai.cn/prompts)

- [Prompt Extend - a Hugging Face Space by daspartho](https://huggingface.co/spaces/daspartho/prompt-extend)

- [gpt-prompt-engineer](https://github.com/mshumer/gpt-prompt-engineer)

- [YiVal 自动化提示工程优化](https://github.com/YiVal/YiVal )

- [Prompt Tuning tips](https://text-generator.io/blog/prompt-tuning-tips)



### 模版

- [unlocking-the-power-of-llms](https://github.com/howl-anderson/unlocking-the-power-of-llms)

- [awesome-chatgpt-prompts](https://github.com/f/awesome-chatgpt-prompts)

- [AiShort](https://www.aishort.top/)

  - ChatGPT Shortcut-简单易用的 AI 快捷指令表，让生产力倍增

- [PromptPort](https://promptport.ai/)

  - Navigate the Sea of Creativity with the Best Writing Prompts Around!

- [Knit](https://promptknit.com/)

  - A better AI playground for prompt designers

- [LangSmith](https://smith.langchain.com/hub)

- [通向AGI之路-Prompt模版](https://waytoagi.feishu.cn/wiki/Q5mXww4rriujFFkFQOzc8uIsnah?table=tblKrq5ConWWamYX&view=vewY4M4UDm)

### 文章

- [How I Won Singapore’s GPT-4 Prompt Engineering Competition](https://webcache.googleusercontent.com/search?q=cache:https%3A%2F%2Ftowardsdatascience.com%2Fhow-i-won-singapores-gpt-4-prompt-engineering-competition-34c195a93d41)

  - [中译版](https://baoyu.io/translations/prompt-engineering/how-i-won-singapores-gpt-4-prompt-engineering-competition)

  - ![](https://cdn.jsdelivr.net/gh/lizhe2004/pic-repo@master/imgs/20240604162616.png)

- [prompt-engineering](https://lilianweng.github.io/posts/2023-03-15-prompt-engineering/)

  - [中文](https://tczjw7bsp1.feishu.cn/docx/WthRdSasboOVmFxm18ZcKabwnRd) `

- [The Art of Prompt Engineering](https://webcache.googleusercontent.com/search?q=cache:https://ai.plainenglish.io/the-art-of-prompt-engineering-0fe6910df1a6)

  - [提示工程的艺术](https://tczjw7bsp1.feishu.cn/docx/MYgad1ZbVoD6cfx7dfUc1Cfuncg)

- [12 Prompt Engineering Techniques](https://cobusgreyling.medium.com/12-prompt-engineering-techniques-644481c857aa)

- [Eight Prompt Engineering Implementations](https://cobusgreyling.medium.com/eight-prompt-engineering-implementations-fc361fdc87b)

- [Prompt Engineering Complete Guide](https://medium.com/@fareedkhandev/prompt-engineering-complete-guide-2968776f0431)

- [Ultimate Guide to Master Prompt Engineering](https://levelup.gitconnected.com/ultimate-guide-to-master-prompt-engineering-638fd06b9784)

- [Prompt Engineering 教你如何与chatgpt沟通](https://juejin.cn/post/7234447275861639205?searchId=202309051031431AE0B623F97063A72583#heading-16)

- [Prompt Engineering 201: Advanced methods and toolkits](https://amatriain.net/blog/prompt201)

- [Tree of Thought Prompting: Unleashing the Potential of AI Brainstorming](https://blog.searce.com/tree-of-thought-prompting-unleashing-the-potential-of-ai-brainstorming-9a77a7d640b7)

- [Advanced Prompt Engineering](https://webcache.googleusercontent.com/search?q=cache:https://towardsdatascience.com/advanced-prompt-engineering-f07f9e55fe01)

  - [高级提示工程](https://tczjw7bsp1.feishu.cn/docx/AawtdxedXouOnBxkDhlcqEaOnHf?from=from_copylink)

- [The Chain-Of-X Phenomenon In LLM Prompting](https://cobusgreyling.medium.com/the-chain-of-x-phenomenon-in-llm-prompting-efa7831d093d)

- [Mastering ReAct Prompting: A Crucial Step in LangChain Implementation — A Guided Example for Agents](https://blog.gopenai.com/mastering-react-prompting-a-crucial-step-in-langchain-implementation-a-guided-example-for-agents-efdf1b756105)

- [Journeying Through the Tree of Thought Prompting: A Unique Approach to Problem-Solving](https://medium.com/@HalderNilimesh/journeying-through-the-tree-of-thought-prompting-a-unique-approach-to-problem-solving-d8dd00f848bc)

- [Chain-Of-Thought Prompting & LLM Reasoning](https://cobusgreyling.medium.com/chain-of-thought-prompting-llm-reasoning-147a6cdb312b)

- [Zero-shot, Fewshot and Prompt chaining using Langchain](https://blog.gopenai.com/zeroshot-fewshot-and-prompt-chaining-using-langchain-4259d700d67f)

- [Generative AI Prompt Pipelines](https://cobusgreyling.medium.com/generative-ai-prompt-pipelines-de82d803ffc2)

- [Prompt Pipelines](https://cobusgreyling.medium.com/prompt-pipelines-de48e25de224)

### 其他

- [Prompt flow](https://microsoft.github.io/promptflow/)