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https://github.com/danohu/awesome_prompt_design

Curated list of resources about writing prompts for AI: Stable Diffusion, ChatGPT, etc
https://github.com/danohu/awesome_prompt_design

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Curated list of resources about writing prompts for AI: Stable Diffusion, ChatGPT, etc

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# Awesome Prompt Design

Curated list of resources about writing prompts for AI: Stable Diffusion, ChatGPT, etc



To keep the main list on-topic, I've shuffled some resources onto separate pages:

- [Slightly less awesome items](semi-awesomeness.md)

- [General AI Awesomeness](general-ai-awesomeness.md)



## Images



* [img2prompt](https://replicate.com/methexis-inc/img2prompt): turn any image into a text prompt

* [prompt parrot](https://github.com/kyrick/cog-prompt-parrot): generate variations on a text prompt

* [types of film](https://www.lomography.com/films) to guide photography styles in prompting

* [Prompt Combinator](https://wainwrightmark.github.io/prompt-combinator/): systematically generate all possible permutations from a group of elements

* Artist styles: which artists can you imitate in [Dall-E](https://docs.google.com/spreadsheets/d/1d-N9BZ80qw3v2_3gWctYkRVuoMx6zs_We6c3h_yACJY/edit#gid=0) or [Midjourney](https://docs.google.com/spreadsheets/d/1d-N9BZ80qw3v2_3gWctYkRVuoMx6zs_We6c3h_yACJY/edit#gid=0)? Or check this huge [compilation of artist styles](https://asc.fooo.ooo/) for inspiration

* [Generate architectural images](https://twitter.com/nickfloats/status/1635116672054079488), using ChatGPT to prompt midjourney



### Midjourney



* On the midjourney discord: [#prompt-faqs](https://discord.com/channels/662267976984297473/1017917091606712430) and [#prompt-chat](https://discord.com/channels/662267976984297473/992207085146222713)

* Making [portraits](https://www.betchashesews.com/midjourney-portraits/) with midjourney



### Stable Diffusion



* Search engines for images generated with Stable Diffusion: [Lexica](https://lexica.art/), [Stable Diffusion Web](https://stablediffusionweb.com/prompts)



## Text



### General



- [Language learning prompts](https://github.com/squidgyai/squidgy-prompts) from the _Squidgies_ app (but usable beyond it)



###  GPT

* [Getting tabular data from unstructured text with GPT](https://robertorocha.info/getting-tabular-data-from-unstructured-text-with-gpt-3-an-ongoing-experiment/)

* [The art to start](https://medium.com/merzazine/the-art-to-start-designing-prompts-for-gpt-3-introduction-89848c208007):  designing prompts for GPT

* [OpenAI Cookbook](https://github.com/openai/openai-cookbook/tree/main)



### ChatGPT

* [Awesome ChatGPT Prompts](https://github.com/f/awesome-chatgpt-prompts)

* [LearnGPT](https://www.learngpt.com/):  "the best ChatGPT examples from around the world"

* [Tricks to get around ChatGPT safeguards](https://twitter.com/davisblalock/status/1602600453555961856). Many of these loopholes have since been closed

* Specific tricks and examples:

	* [Building a virtual machine inside ChatGPT](https://www.engraved.blog/building-a-virtual-machine-inside/)



### Copilot

* [Microsoft guide](https://microsoft.github.io/prompt-engineering/) to writing prompts for copilot and other codex-based tools

* [Learning Rust with ChatGPT, Copilot and Advent of Code](https://simonwillison.net/2022/Dec/5/rust-chatgpt-copilot/) (Simon Willison)



### Libraries



see also [General AI Awesomeness](general-ai-awesomeness.md) for more tools



- [Langchain](https://langchain.readthedocs.io/en/latest/index.html) -- python library to manage the plumbing work around LLMs. For instance, use it to summarize documents you have and include them within your prompt

- [Microsoft Semantic Kernel](https://github.com/microsoft/semantic-kernel/tree/python-preview) - "a lightweight SDK enabling integration of AI Large Language Models (LLMs) with conventional programming languages"

- [Lambdaprompt](https://github.com/approximatelabs/lambdaprompt) - "Write LLM prompts with jinja templates, compose them in python as functions, and call them directly or use them as a webservice"

- [Llamaindex](https://github.com/jerryjliu/llama_index): link your data to LLMs, using data connectors and indices



##  Communities



* Reddit: [Prompt Design](https://www.reddit.com/r/PromptDesign/). 

* [London Prompt Engineers](https://www.meetup.com/london-prompt-engineers/)

* [AItuts](https://aituts.com/): collection of prompts and articles



## Individual Creators



This section is tilted towards those who share tips on their methods. I'm not including people who just make great art, without explaining how to do it



* [Merzmensch](https://medium.com/merzazine/the-art-to-start-designing-prompts-for-gpt-3-introduction-89848c208007)



## Other Collections



* [Awesome Generative Art](https://github.com/kosmos/awesome-generative-art)

* Pinboard searches: [prompts](https://pinboard.in/t:prompts), [prompt design](https://pinboard.in/t:prompt%20design)

* A [Trello board](https://trello.com/b/4BPkSY1w/100-ai-prompts-resources-prompt-lovers) of AI prompts