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Quick Guide: Prompt Engineering Resources (November 2025)

Here's a consolidated guide of the best resources to learn Prompt Engineering, updated for November 2025.

πŸ€– Claude (Anthropic)

  • Anthropic Cookbook (GitHub) ⭐
    • Link: github.com/anthropics/anthropic-cookbook
    • Official collection of notebooks with ready-to-use Python code examples. Includes classification techniques, RAG, summarization, tool use, and more.
  • Prompt Library
    • Link: docs.anthropic.com/prompt-library
    • Extensive collection of 50+ optimized prompts for real use cases.

πŸ’¬ ChatGPT (OpenAI)

  • Prompt Engineering Best Practices - Help Center ⭐
    • Link: help.openai.com - Prompt Engineering Best Practices
    • Official guide from OpenAI's Help Center for creating effective prompts.
  • OpenAI Academy: Prompting Resource (Updated 2025)
    • Link: academy.openai.com - Prompting Resource
    • Teaches simple steps with examples by professional role.

☁️ AWS (Amazon Bedrock)

  • Official Documentation
    • Links: What is Prompt Engineering, Prompt Engineering Guidelines
    • Complete guide with examples for multiple models (Claude, Titan, Llama).
  • PartyRock - No-code Playground
    • Link: partyrock.aws
    • Experiment with prompts without programming. Perfect for beginners.

πŸ”· Google Gemini

  • Prompt Design Strategies (Complete)
    • Link: ai.google.dev/gemini-api/docs/prompting-strategies
    • Comprehensive guide covering from clear instructions to few-shot prompting.
  • Introduction to Prompting (Getting Started)
    • Link: cloud.google.com - Introduction to Prompting
    • Concise and focused, ideal for beginners.

🎯 Recommended Learning Path

If you're a beginner:

  1. Claude: Prompt Library (real use cases)
  2. ChatGPT: OpenAI Academy (basic concepts)
  3. AWS: PartyRock (no-code experimentation)
  4. Gemini: Introduction to Prompting (fundamentals)

If you're technical:

  1. Claude: Anthropic Cookbook (Python code)
  2. ChatGPT: Platform Prompt Engineering guide
  3. AWS: Complete Bedrock documentation
  4. Gemini: Prompt Design Strategies

βœ… Why these resources:

  • Official and authorized.
  • Updated 2024-2025.
  • Free and publicly accessible.
  • Practical examples and exercises.