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Latent Space: The AI Engineer Podcast

The Ultimate Guide to Prompting

Sep 20, 2024
Sander Schulhoff, author of The Prompt Report and creator of LearnPrompting.org, dives deep into the intricacies of prompt engineering and AI safety. He discusses the extensive research landscape with over 1,600 papers on prompting, clarifying popular methodologies like chain-of-thought and zero-shot prompting. Schulhoff also tackles ethical dilemmas surrounding AI-generated academic work and introduces innovative AI tools to streamline research methodologies. Further, he covers advancements in multimodal prompting, illustrating the complexities and potential of AI interactions.
01:09:01

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Quick takeaways

  • Prompt engineering has transitioned into a core skill for AI engineers, evolving from basic techniques to complex strategies to enhance models' effectiveness.
  • The emergence of automated prompt engineering tools like DSPy indicates a shift in AI development, potentially surpassing traditional human-driven methods in specific tasks.

Deep dives

The Evolution of Prompt Engineering

Prompt engineering has become a central skill in AI engineering, evolving from basic techniques to complex strategies. Zero-shot prompting, where models generate responses without prior examples, has gained attention for its versatility, while chain of thought approaches emphasize reasoning through intermediate steps. New methodologies, such as tree of thought and sentiment prompting, are expanding the toolbox for effective interactions with AI. Overall, as the field progresses, a thorough understanding of these techniques is necessary for leveraging AI effectively.

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