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README.md

Prompt Engineering Resources

Curated guides for effective AI prompting, organized by provider.


Available Guides

Comprehensive guides for OpenAI's GPT-5, Reasoning Models (o3, o4-mini), and production APIs.

Guide Language Topics
Prompt Engineering Guide English GPT-5, Reasoning Models, Prompt Caching, Evals
Prompt Engineering Leitfaden Deutsch GPT-5, Reasoning-Modelle, Prompt Caching, Evals

Key Features:

  • Based on 6 official OpenAI documentation sources
  • All claims verified with citations
  • 12+ production-ready code snippets
  • XML templates for agentic workflows

Comprehensive guides for Claude Opus 4.5, Sonnet 4.5, and agentic workflows.

Guide Language Topics
Prompt Engineering Guide English Opus 4.5, XML Tags, Extended Thinking, Agents
Prompt Engineering Leitfaden Deutsch Opus 4.5, XML Tags, Extended Thinking, Agents

Key Features:

  • Based on 7 official Anthropic documentation sources
  • Opus 4.5 specific: Effort parameter, overengineering prevention
  • Building Effective Agents patterns
  • XML templates for structured prompting

Future Guides (Planned)

We're planning to add guides for other providers. Have a suggestion? Open an issue.

Provider Status
OpenAI ✅ Available
Anthropic (Claude) ✅ Available
Google (Gemini) 🔜 Planned
General Prompting 🔜 Planned

Why Separate by Provider?

Different AI providers have different:

  • API structures and parameters
  • Model capabilities and limitations
  • Best practices and recommendations
  • Pricing and optimization strategies

Provider-specific guides ensure you get the most accurate, actionable information for the models you're actually using.


Contributing

Want to contribute a guide for a new provider?

  1. Fork the repository
  2. Create a new folder under prompting/ (e.g., prompting/anthropic/)
  3. Follow the structure of existing guides
  4. Include citations to official documentation
  5. Submit a pull request

Author

Sabo Guenes
cursorconsulting.org | LinkedIn