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Prompt Engineering Guide provides practical techniques and strategies for crafting effective prompts to optimize AI model outputs. It’s designed to help users unlock more accurate, creative, and reliable responses from language models across a wide range of tasks.

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🧠 The Ultimate Prompt Engineering Guide

MIT License GitHub stars GitHub forks PRs Welcome Awesome

A comprehensive, community-driven guide to mastering prompt engineering

Transform your AI interactions with expert techniques, proven strategies, and hands-on tutorials

🚀 Get Started📖 Documentation💡 Examples🛠️ Tools🤝 Contribute


🌟 Overview

This repository is your one-stop resource for mastering the art and science of prompt engineering. Whether you're a beginner exploring language models or an experienced developer enhancing your AI workflow, this guide provides practical, actionable insights to elevate your prompt crafting skills.

✨ What Makes This Guide Special

  • 🎯 Comprehensive Coverage: From fundamentals to advanced techniques
  • 🔬 Research-Backed: Based on latest academic findings and industry best practices
  • 🛠️ Practical Focus: Real-world examples and hands-on tutorials
  • 🌍 Community-Driven: Continuously updated by practitioners worldwide
  • 📊 Multi-Model Support: Techniques for ChatGPT, Claude, GPT-4, and more

🚀 Quick Start

For Beginners

  1. Start Here: Introduction to Prompt Engineering
  2. Learn Basics: Core Techniques
  3. Practice: Beginner Tutorial

For Experienced Users

  1. Advanced Methods: Advanced Methodologies
  2. Specialized Applications: Domain-Specific Applications
  3. Best Practices: Guidelines & Standards

🎯 Learning Path

graph LR
    A[📚 Introduction] --> B[🔧 Core Techniques]
    B --> C[🎓 Hands-on Tutorial]
    C --> D[🚀 Advanced Methods]
    D --> E[🏭 Domain Applications]
    E --> F[✅ Best Practices]
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📖 Documentation

📋 Table of Contents

Section Description Level
🌱 Introduction Fundamentals and key concepts Beginner
🔧 Core Techniques Essential prompting strategies Beginner-Intermediate
🚀 Advanced Methodologies Complex techniques and patterns Advanced
🏭 Domain Applications Industry-specific use cases Intermediate-Advanced
✅ Best Practices Guidelines and optimization All Levels

🎓 Interactive Learning

Tutorial Focus Area Duration
Beginner's Guide Getting started with prompts 30 min
Advanced Patterns Complex prompt structures 45 min

💡 Prompt Library

Explore our curated collection of high-quality prompts organized by use case:

📁 Categories

Category Examples Use Cases
✍️ Content Creation 15+ prompts Writing, blogs, marketing copy
💻 Code Generation 20+ prompts Programming, debugging, documentation
🎓 Education 12+ prompts Learning, tutoring, explanations
🤝 Customer Service 10+ prompts Support, communication, problem-solving

🔥 Popular Prompts

📝 Content Writing Assistant
Act as a professional content writer. Create engaging, SEO-optimized content about [TOPIC]. 
Structure: compelling headline, introduction with hook, main points with subheadings, conclusion with CTA.
Tone: [professional/casual/friendly], Target audience: [specify], Word count: [number].
🐛 Code Debugging Expert
As an expert programmer, analyze this code for bugs and optimization opportunities:

[CODE]

Please provide:
1. Identified issues with explanations
2. Corrected code with improvements
3. Best practice recommendations
4. Performance optimization suggestions

🛠️ Tools & Resources

🔧 Recommended Tools

Tool Category Description Free Tier
ChatGPT General AI Versatile conversational AI ✅ Yes
Claude AI Assistant Advanced reasoning and analysis ✅ Yes
Prompt Base Marketplace Buy/sell quality prompts ❌ Paid
LangChain Framework Prompt engineering toolkit ✅ Open Source

📚 Learning Resources


📊 Repository Statistics

GitHub stars GitHub forks GitHub issues GitHub pull requests


🤝 Contributing

We welcome contributions from the community! Here's how you can help:

🎯 Ways to Contribute

  • 📝 Add Content: Share your prompt engineering techniques and examples
  • 🐛 Report Issues: Help us identify and fix problems
  • 💡 Suggest Features: Propose new sections or improvements
  • 🔍 Review: Help review pull requests and provide feedback
  • 🌍 Translate: Help make this guide accessible globally

📋 Contribution Process

  1. Fork the repository
  2. Create a feature branch (git checkout -b feature/amazing-prompts)
  3. Commit your changes (git commit -m 'Add amazing prompts')
  4. Push to the branch (git push origin feature/amazing-prompts)
  5. Open a Pull Request

Read our full Contributing Guidelines for detailed instructions.

🏆 Contributors

Thanks to all our amazing contributors! 🙏


🗺️ Roadmap

🎯 Current Focus (2025 Q2)

  • Interactive web tutorials
  • Video content series
  • Multi-language support
  • Community discussion forum

🔮 Future Plans

  • Mobile app companion
  • AI-powered prompt optimizer
  • Integration with popular IDEs
  • Certification program

📞 Support & Community

💬 Get Help

🌐 Connect With Us

  • 🐦 Twitter: Follow for updates and tips
  • 💼 LinkedIn: Connect with the community
  • 📧 Email: Contact the maintainers

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.

📝 Citation

If you use this guide in your research or projects, please cite:

@misc{prompt_engineering_guide_2025,
  title={The Ultimate Prompt Engineering Guide},
  author={oxbshw and contributors},
  year={2025},
  url={https://github.com/oxbshw/Prompt-Engineering-Guide}
}

🙏 Acknowledgments

This guide builds upon the excellent work of the prompt engineering community, including:


⭐ Star this repository if you find it helpful!

Made with ❤️ by the prompt engineering community

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Prompt Engineering Guide provides practical techniques and strategies for crafting effective prompts to optimize AI model outputs. It’s designed to help users unlock more accurate, creative, and reliable responses from language models across a wide range of tasks.

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