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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.
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Full transcript