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Prompt-Engineering-Guide

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🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.

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Maintained guide and course site from DAIR.AI covering prompt engineering, context engineering, RAG and AI agents. Best used as a reference/learning resource for prompting techniques, model notes, papers and notebooks rather than a runnable library.

Use Cases

Learn prompt engineering techniques from zero-shot to tree-of-thoughtsDesign and optimize prompts for LLM applicationsStudy RAG and context engineering patternsReference prompting techniques for AI agent designGenerate synthetic datasets for RAG evaluationApply function calling and tool-use promptingTest and harden prompts against adversarial attacksUnderstand LLM risks, biases and factuality issuesRun hands-on notebooks from a prompt engineering lectureFind research papers, tools and datasets on prompt engineering

Built With

Language
MDX
Frameworks
Next.js · Nextra · React

Tags

prompt-engineering · context-engineering · llm · rag · agents · chain-of-thought · few-shot · react-prompting · tree-of-thoughts · adversarial-prompting · evaluation · education · resources · generative-ai · openai · chatgpt