Mastering New AI Prompting Techniques

Oct 2, 2024

Lecture Notes: Mastering New AI Model Prompting

Introduction

  • New AI models by OpenAI are changing the way we prompt.
  • A new dialect of prompting is emerging, requiring more nuance.
  • Aim: Mastering this new "accent" of prompting.
  • Overview: Right vs. wrong way to prompt, model selection, converting prompts, and meta prompting.
  • 43 example prompts provided for starting with new prompting techniques.

Speaker Introduction

  • Speaker: Mark, founder of AI automation agency, Prompt Advisors.
  • Experience: 2 years working with companies to integrate AI into workflows.

Key Concepts for 01 Models

1. Short and Sweet Prompts

  • Old: Long, detailed prompts (4-6 pages).
  • New: Shorter, concise prompts.

2. Avoid Chain of Thought

  • 01 models have built-in chain of thought.
  • They iterate over output to ensure it meets user goals.

3. Use Markdown, XML, or Delimiters

  • Use punctuation or notation to isolate text.
  • Triple apostrophes or other markers help focus model attention.

4. Avoid Dumping Context

  • Provide specific excerpts, not large documents.
  • New models can overthink with too much information.

5. No System Messages Needed

  • Skip system prompts like "you are an expert."
  • Directly state the task (e.g., "Plan a 7-day trip to Japan").

Model Selection

  • Use appropriate model for each task:
    • 01 Preview: Big-picture questions (strategic, project-focused).
    • 01 Mini: Fast, nimble, better at math and coding (admin tasks).
    • Older models (e.g., GPT-4): For most tasks currently due to costs and reliability.

Converting Old Prompts to New Prompts

  • Utilize custom GPT tools to convert long prompts to succinct ones.
  • Example: Detailed travel prompt compressed into concise form for 01 model.

Generating New Prompts

  • Use meta prompting to create detailed, succinct prompts from scratch.
  • Example provided for SEO blog prompts.

Conclusion

  • Aim for brevity and clarity in prompts.
  • Understand which model is best for which task.

Additional Resources

  • Gumroad link for presentation, custom GPT, and example prompts.
  • Encouragement to support channel and find more resources.
  • Final advice: Practice these techniques to gain mastery over new prompting methods.