Notes on Chat GPT and Prompt Engineering

Overview of Chat GPT

• Trained on over 300 billion words.
• Valued at over 23 billion dollars.
• Applications range from malicious (malware) to personal (dating assistance).

The Role of Prompt Engineering

• Emerging field with salaries exceeding $300,000.
• Enhances interaction with models like Chat GPT.
• Techniques include:
  • Chain of Thought: Explaining reasoning behind answers.
  • Zero Shot Chain of Thought: Guiding the AI step-by-step.
  • Prompt Injection: Hijacking output from AI.
  • Jailbreaking: Bypassing AI's safety features.

Applications in Job Seeking

Example CV Optimization

• Using prompt engineering to:
  1. Review CVs: An expert advises on improvements.
  2. Craft LinkedIn Summaries: Translating traditional CVs into LinkedIn appropriate language.
  3. Create Tailored Cover Letters: Adapting CVs to job listings.

Identifying Skill Gaps

• Chat GPT can generate tables indicating:
  • Experiences missing from CV versus job advert.
  • Suggestions for acquiring those skills.
  • Importance rankings for each experience (1 to 10).

Data Priming Method

• Overcomes the limitation of training data up to 2021 by:
  • Feeding Chat GPT specific, up-to-date information.
  • Generating relevant startup ideas based on real data.

Using AI Technologies Together

Mid-Journey for Image Generation

• Service that creates images based on prompts in Discord.
• Process:
  1. Enter prompt for image creation.
  2. Preview and regenerate images as needed.

Combining Text and Voice

• Chat GPT can create scripts; tools like 11 Labs provide voice synthesis.
• Final output can be generated videos, combining text, images, and audio.

Reverse Prompt Engineering

• Understanding AI behavior through reverse engineering prompts:
  • Analyzing famous speeches to replicate style and syntax.
  • Encourages better prompt formulation for desired outcomes.

Conclusion

• Considered essential for utilizing Chat GPT effectively to optimize various tasks.
• Potential applications are virtually limitless, with future job opportunities in prompt engineering on the rise.