Awesome Prompt Engineering

Overview

Awesome Prompt Engineering is a comprehensive repository containing hand-curated resources for mastering the art and science of prompt engineering with large language models. The list focuses on Generative Pre-trained Transformers (GPT), ChatGPT, Claude, and other modern LLMs.

Key Resources

• Fundamentals: Guides covering prompt design principles, meta-prompting, and context engineering
• Advanced Techniques: Chain-of-thought prompting, few-shot learning, retrieval-augmented generation (RAG)
• Tools and Platforms: Prompt optimization tools, testing frameworks, and management systems
• Research Papers: Academic papers on prompt optimization, evaluation, and tuning methods
• Community Resources: Learn Prompting community with 40,000+ members, courses, and hackathons
• Security: Coverage of prompt injection, jailbreaking, and defensive techniques
• Agent Frameworks: DSPy, LangGraph, and other frameworks for building AI agents

Featured Topics

• Google Prompting Essentials covering 5-step prompt design
• GPT-5 and latest model capabilities
• System prompts and instruction tuning
• Multi-modal prompting for vision and audio
• Automatic prompt optimization
• HackAPrompt competitions and challenges

Practical Applications

The repository includes real-world examples for code generation, content creation, data analysis, customer support automation, and more.

Languages Supported

Available in 13 languages, making it accessible to a global audience of practitioners and researchers.