# Dair.ai Authors - Prompt Engineering Guide (Highlights) ![rw-book-cover|256](https://readwise-assets.s3.amazonaws.com/static/images/article3.5c705a01b476.png) ## Metadata **Review**:: [readwise.io](https://readwise.io/bookreview/26777290) **Source**:: #from/readwise **Zettel**:: #zettel/index **Status**:: #x **Authors**:: [[Dair.ai Authors]] **Full Title**:: Prompt Engineering Guide **Category**:: #articles #readwise/articles **Category Icon**:: 📰 **URL**:: [www.promptingguide.ai](https://www.promptingguide.ai/) **Host**:: [[www.promptingguide.ai]] **Highlighted**:: [[2023-04-23]] **Created**:: [[2023-04-25]] ## Highlights - [[Dair.ai Authors - Prompt Engineering Guide - 1 Introduction (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 1.1 LLM Settings (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 1.2 Basics of Prompting (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 1.3 Prompt Elements (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 1.4 General Tips for Designing Prompts (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 1.5 Examples of Prompts (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 2 Techniques (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 2.1 Zero-shot Prompting (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 2.2 Few-shot Prompting (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 2.3 Chain-of-Thought Prompting (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 2.4 Self-Consistency (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 2.5 Generate Knowledge Prompting (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 2.6 Automatic Prompt Engineer (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 2.7 Active-Prompt (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 2.8 Directional Stimulus Prompting (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 2.9 ReAct (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 2.10 Multimodal CoT (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 2.11 Graph Prompting (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 3 Applications (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 3.1 Program-Aided Language Models (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 3.2 Generating Data (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 3.3 Generating Code (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 3.4 Graduate Job Classification Case Study (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 4 Models (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 4.1 Flan (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 4.2 ChatGPT (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 4.3 LLaMA (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 4.4 GPT-4 (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 4.5 Model Collection (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 5 Risks & Misuses (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 5.1 Adversarial Prompting (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 5.2 Factuality (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 5.3 Biases (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 6 Papers (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 7 Tools (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 8 Notebooks (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 9 Datasets (Highlights)]] - [[Dair.ai Authors - Prompt Engineering Guide - 10 Additional Readings (Highlights)]]