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A curated list of awesome resources, tools, and other shiny things for GPT prompt engineering.

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🚀 RECOMMENDED: Use any LLM from the command line easily. 🚀

Table of Contents

Awesome GPT Prompt Engineering
Contributing

Roadmaps

Prompt Engineering Roadmap: Step by step guide to learning Prompt Engineering.

Guides

Learn Prompt Engineering: Introduction to Prompt Engineering and Prompt Engineering techniques.
Prompt Engineering Guide: Guides, papers, lecture, notebooks and resources for prompt engineering.
Prompt Engineering 101: Prompt Engineering guide by Xavi.
Prompt Engineering 101: Prompt Engineering guide by Raza Habib & Sinan Ozdemir.
Prompt Engineering Guide: Prompt Engineering guide by Sudalai Rajkumar.
How to generate text: using different decoding methods for language generation with Transformers: A guide to decoding methods for language generation with Transformers.
The Illustrated Transformer: A visual guide to transformers, the core model used in GPT.
Reddit's r/aipromptprogramming Tutorials Collection: A collection of tutorials for prompt engineering.
Prompt Engineering Guide: A comprehensive guide that contains all the latest papers, learning resources, and developments in the field of prompt engineering.
dair-ai/Prompt-Engineering-Guide: A GitHub repository that provides a prompt engineering guide with the latest papers and learning guides.
How to Communicate with ChatGPT – A Guide to Prompt Engineering: A guide that explains what prompt engineering is and how you can use it to improve your communication with AI tools.
A Beginner's Guide to ChatGPT Prompt Engineering: A beginner-friendly guide that delves into the art and science of Prompt Engineering.
A Complete Introduction to Prompt Engineering for Large Language Models
Prompt Engineering Guide: How to Engineer the Perfect Prompts
Best practices for prompt engineering with OpenAI API: A guide by OpenAI that provides best practices for prompt engineering.
ChatGPT Prompt Engineering for Developers: A short course on prompt engineering by deeplearning.ai.
Natural Language Processing: Coursera specialization focusing on NLP.
Learn Prompting: A Free, Open Source Course on Communicating with AI.
Deep Learning Specialization: Coursera specialization by Andrew Ng, which includes a course on Sequence Models.
OpenAI Cookbook: OpenAI's cookbook includes examples of prompt engineering.
Tokens and Tokenization: Understanding Cost, Speed, and Limits with OpenAI's APIs: Everything tokens and tokenization. How to control costs/performance, how to handle Max Token limits, and a real-world example on how you can make your prompts more efficient.
How OpenAI Parameters Actuallly Work: How to use OpenAI's parameters to experiment with prompts and get better outputs.
A Beginner's Guide on Embeddings and Their Impact on Prompts: A Beginner's Guide on Embeddings and Their Impact on Prompts.
Prompt Engineering for Vision Models: A beginner's guide to prompting vision models from DeepLearningAI.

Techniques

Few Shot Learning: Everything you need to know about Few-Shot Learning.
Zero Shot Learning: Large Language Models are Zero-Shot Reasoners.
Chain of Thought: Encourages the LLM to explain its reasoning to improve its accuracy.
Zero Shot Chain of Thought: Enable Chain of Thought with only a few words.
Tree of Thoughts: Tree of Thoughts: Deliberate Problem Solving. with Large Language Models.
Multi Persona Collaboration: Prompt the LLM to dynamically generate personas to collaborate to solve a task.
Mastering ChatGPT Prompts: Mastering ChatGPT Prompts: Harnessing Zero, One, and Few-Shot Learning, Fine-Tuning, and Embeddings for Enhanced GPT Performance.
Prompting GPT-3 To Be Reliable: Prompting GPT-3 To Be Reliable.
Decomposed Prompting: A Modular Approach for Solving Complex Tasks.
AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts.
LangChain Github Repository: Building applications with LLMs through composability.
Embedchain Github Repository: Framework to create ChatGPT-like bots over your dataset.

Prompt Collections

FlowGPT: FlowGPT is the largest open source prompt community.
awesomegptprompts.com: Explore hundreds of the best ChatGPT Prompts.
fka/awesome-chatgpt-prompts: Dataset of awesome chatgpt prompts.
f/awesome-chatgpt-prompts: This repo includes ChatGPT prompt curation to use ChatGPT better. .
Awesome ChatGPT Prompts
PromptHub
ShowGPT.co
Best Data Science ChatGPT Prompts
ChatGPT prompts uploaded by the FlowGPT community
Ignacio Velásquez Prompt Templates: 500+ ChatGPT Prompt Templates.
PromptPal: A collection of prompts for GPT-3 and other language models.
Hero GPT: AI Prompt Library.
Reddit's ChatGPT Prompts
Snack Prompt: GPT prompts collection, has a a Chrome extension.
ShareGPT: Share your prompts and your entire conversations.
Prompt Search: a search engine for AI Prompts.
PromptBase: The largest prompts marketplace on the web.
The Ultimate 5 ChatGPT Prompts: Simplify Your AI Experience.
The Prompt Index: A vast collection of carefully curated prompts, stimulating imagination and fueling creative endeavours.
PromptDen: A growing list of thousands of prompts for both text and image generation. Free to explore, add your own, save your favorites and even create a profile page for prompt engineering.

Papers

Attention Is All You Need: Transformer introduction paper.
Language Models are Few-Shot Learners: GPT-3 introduction paper by OpenAI.
Fine-Tuning Language Models from Human Preferences: Important paper on fine-tuning language models by OpenAI.
The Power of Scale for Parameter-Efficient Prompt Tuning: Explores the benefits of "prompt tuning" for robust task performance.
Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company Correlations: Introduces an architecture for accurate stock forecasting using financial data and social media signals.
A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT
Hard Prompts Made Easy: Gradient-Based Discrete Optimization for Prompt Tuning and Discovery.
Synthetic Prompting: Generating Chain-of-Thought Demonstrations for Large Language Models.
Progressive Prompts: Continual Learning for Language Models.
Batch Prompting: Efficient Inference with LLM APIs.
Successive Prompting for Decompleting Complex Questions
Structured Prompting: Scaling In-Context Learning to 1,000 Examples.
Large Language Models Are Human-Level Prompt Engineers
Ask Me Anything: A simple strategy for prompting language models.
PromptChainer: Chaining Large Language Model Prompts through Visual Programming.
Reframing Instructional Prompts to GPTk's Language
Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm.
Prefix-Tuning: Optimizing Continuous Prompts for Generation
Multimodal Chain-of-Thought Reasoning in Language Models
On Second Thought, Let's Not Think Step by Step!: Bias and Toxicity in Zero-Shot Reasoning.
ReAct: Synergizing Reasoning and Acting in Language Models
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought.
On the Advance of Making Language Models Better Reasoners
Large Language Models are Zero-Shot Reasoners
Reasoning Like Program Executors
Self-Consistency Improves Chain of Thought Reasoning in Language Models
Chain of Thought Prompting Elicits Reasoning in Large Language Models
Generated Knowledge Prompting for Commonsense Reasoning
Large Language Models Can Be Easily Distracted by Irrelevant Context
Constitutional AI: Harmlessness from AI Feedback

Books

The ChatGPT Prompt Book: A book dedicated to ChatGPT prompts.
You Look Like a Thing and I Love You: A book about AI with a focus on language models.

Communities

OpenAI Discord Server: The official OpenAI Discord server.
Attention Architects: Prompt Engineering expert & open source community.
ChatGPT Prompt Engineering Discord Server: A Discord server dedicated to prompt engineering.
Attention Architects: Prompt Engineering open source community.
r/MachineLearning: The Machine Learning subreddit often has discussions on GPT and other language models.
Hugging Face Forum: A forum for discussing Hugging Face's transformer models, including GPT.
ChatGPT Community Discord Server: A Discord server dedicated to ChatGPT.
Reddit's ChatGPT Discord Server: r/chatgpt Discord server.
PromptsLab Discord: Knowledge sharing community for Generative Models, Prompt Engineering, LLMs.
Learn Prompting: A Discord server dedicated to learning about prompts.
Artificial Intelligence Discord: Discord server for AI enthusiasts and prompt engineers.

Playgrounds and Alternative UIs

Official OpenAI Playground
llm: Use any LLM from the command line, easily.
Nat.Dev: Multiple Chat AI Playground & Comparer.
Poe.com: All in one playground: GPT4, Sage, Claude+, Dragonfly, and more...
Ora.sh GPT-4 Chatbots
Better ChatGPT: A web app with a better UI for exploring OpenAI's ChatGPT API.
LMQL.AI: A programming language and platform for language models.
Vercel Ai Playground: One prompt, multiple Models (including GPT-4).
Conju.ai: A visual prompt chaining app.
Voiceflow: Professional collaborative visual prompt-chaining tool.
Opik: Evaluate, test, and ship LLM applications across your dev and production lifecycles.

Prompt Generators

Promptify: Automatically improve your prompt.
Fusion: Elevate your output with Fusion's smart prompts.
Bumble-Prompts: Let AI Write your bumble prompt.
ChatGPT Prompt Generator: Generates ChatGPT prompts based on a BART model.
PromptPerfect: Prompt optimizer.
Hero GPT: AI Prompt Generator.
LMQL: Query language for programming large language models.
OpenPromptStudio
BossGPT

Auto-GPT Related

Auto-GPT Official Repo
Auto-GPT God Mode
OpenAIMaster's Guide to Auto-GPT: How does Auto-GPT work, an AI tool to create full projects.
AgentGPT: GPT agents in browser.
DemoGPT: 🧩 DemoGPT enables you to create quick demos by just using prompts.

Prompt Injection

Understanding Prompt Injections and What You Can Do About Them: An introduction to prompt injections with examples and tactics you can use to mitigate potential risks in your application.
Learn Prompting's Prompt Injection guide: A guide to prompt injections with examples.
Prompt injection: What's the worst that can happen?
Prompt injections are bad, mkay?

ChatGPT Plug-ins

ChatGPT plugins: OpenAI Official Page.
Plug-in example code in Python: Example code for creating a ChatGPT plug-in in Python.
Surfer Plug-in source code
Security: (PAID) Create, deploy, monitor and secure LLM Plugins.

Prompt Engineering Jobs Offers

Prompt-Talent: Prompt engineering job offers.

Contributing

Contributions are always welcome! Please read the contribution guidelines first.

How to help:

Give a ⭐️ to increase the repository's visibility.
Add descriptions for resources that don't have them.
Add new resources to the list.
Fix typos or grammatical errors.
Share this repository with others.

Featured

🚀 RECOMMENDED: Use any LLM from the command line easily with llm. 🚀