You can also find the most up-to-date guides on our new website ./pages/.

• Prompt Engineering - Introduction
  • Prompt Engineering - LLM Settings
  • Prompt Engineering - Basics of Prompting
  • Prompt Engineering - Prompt Elements
  • Prompt Engineering - General Tips for Designing Prompts
  • Prompt Engineering - Examples of Prompts
• Prompt Engineering - Techniques
  • Prompt Engineering - Zero-Shot Prompting
  • Prompt Engineering - Few-Shot Prompting
  • Prompt Engineering - Chain-of-Thought Prompting
  • Prompt Engineering - Self-Consistency
  • Prompt Engineering - Generate Knowledge Prompting
  • Prompt Engineering - Prompt Chaining
  • Prompt Engineering - Tree of Thoughts (ToT)
  • Prompt Engineering - Retrieval Augmented Generation
  • Prompt Engineering - Automatic Reasoning and Tool-use (ART)
  • Prompt Engineering - Automatic Prompt Engineer
  • Prompt Engineering - Active-Prompt
  • Prompt Engineering - Directional Stimulus Prompting
  • Prompt Engineering - Program-Aided Language Models
  • Prompt Engineering - ReAct Prompting
  • Prompt Engineering - Multimodal CoT Prompting
  • Prompt Engineering - Graph Prompting
• Prompt Engineering - Applications
  • Prompt Engineering - Function Calling
  • Prompt Engineering - Generating Data
  • Prompt Engineering - Generating Synthetic Dataset for RAG
  • Prompt Engineering - Takling Generated Datasets Diversity
  • Prompt Engineering - Generating Code
  • Prompt Engineering - Graduate Job Classification Case Study
• Prompt Engineering - Prompt Hub
  • Prompt Engineering - Classification
  • Prompt Engineering - Coding
  • Prompt Engineering - Creativity
  • Prompt Engineering - Evaluation
  • Prompt Engineering - Information Extraction
  • Prompt Engineering - Image Generation
  • Prompt Engineering - Mathematics
  • Prompt Engineering - Question Answering
  • Prompt Engineering - Reasoning
  • Prompt Engineering - Text Summarization
  • Prompt Engineering - Truthfulness
  • Prompt Engineering - Adversarial Prompting
• Prompt Engineering - Models
  • Prompt Engineering - ChatGPT
  • Prompt Engineering - Code Llama
  • Prompt Engineering - Flan
  • Prompt Engineering - Gemini
  • Prompt Engineering - GPT-4
  • Prompt Engineering - LLaMA
  • Prompt Engineering - Mistral 7B
  • Prompt Engineering - Mixtral
  • Prompt Engineering - OLMo
  • Prompt Engineering - Phi-2
  • Prompt Engineering - Model Collection
• Prompt Engineering - Risks and Misuses
  • Prompt Engineering - Adversarial Prompting
  • Prompt Engineering - Factuality
  • Prompt Engineering - Biases
• Prompt Engineering - Papers
  • Prompt Engineering - Overviews
  • Prompt Engineering - Approaches
  • Prompt Engineering - Applications
  • Prompt Engineering - Collections
• Prompt Engineering - Tools
• Prompt Engineering - Notebooks
• Prompt Engineering - Datasets
• Prompt Engineering - Additional Readings

We have published a 1 hour lecture that provides a comprehensive overview of prompting techniques, applications, and tools.

• Video Lecture
• Notebook with code
• Slides

To run the guide locally, for example to check the correct implementation of a new translation, you will need to:

1. Install Node >=18.0.0
2. Install pnpm if not present in your system. Check here for detailed instructions.
3. Install the dependencies: pnpm i next react react-dom nextra nextra-theme-docs
4. Boot the guide with pnpm dev
5. Browse the guide at http://localhost:3000/