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Prompt Engineering

Prompt engineering is a core skill for effective interaction with large language models, encompassing a complete methodology from basic design to advanced optimization.

Contents

Topic Description
Prompt Design Fundamentals Zero-shot, few-shot, CoT, and other foundational prompt techniques
Advanced Prompt Techniques Self-consistency, ToT, RAG-augmented prompts, DSPy
Prompt Security Prompt injection defense, jailbreak protection, red teaming

Learning Path

  1. Fundamentals — Master core prompt patterns and best practices
  2. Advanced Techniques — Learn automated prompt optimization and complex reasoning
  3. Security — Understand prompt security threats and defense strategies
  • RAG Engineering — Retrieval-Augmented Generation
  • LLMOps — Prompt version management and experiment tracking

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