Tuesday, November 14, 2023

g-f(2)1587 Unlocking AI's Potential: A Framework for Prompt Engineering

 

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genioux Fact post by Fernando Machuca and Claude


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Introduction


Effective prompt engineering unlocks the immense power within AI systems like GPT-3, Claude and ChatGPT. This HBR article provides an insightful framework to optimize AI value through strategic prompts and continuous fine-tuning.



genioux GK Nugget:


"A strategic prompting framework aligns AI to business goals through iterative refinement of prompts and models." — Fernando Machuca and Claude


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genioux Foundational Fact:


To fully leverage AI systems like ChatGPT, organizations need to take a structured approach focused on:


  1. Crafting high-quality prompts tied to specific business objectives.
  2. Customizing prompts for personalization.
  3. Constantly gathering user feedback to refine prompts and fine-tune models.



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  1. Prompts critical to extract useful AI outputs
  2. Create process linking prompts to business goals
  3. Focused, conversational prompts refined via feedback
  4. Tailor prompts to AI system's capabilities
  5. Real user testing determines business value
  6. Prompt engineering - emerging skillset for teams
  7. Fine-tuning customizes AI to company needs
  8. Continuous feedback enables ongoing improvements
  9. Prompts guide systematic AI reasoning
  10. AI efficiency gains require human oversight



Conclusion


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This HBR framework equips companies to develop expertise in prompt engineering and continuous fine-tuning, aligning AI systems with business goals for optimal impact through constant improvement.



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The GK Article from HBR

Colin W.P. Lewis and Agnieszka DziewulskaImprove Your Company’s Use of AI with a Structured Approach to Prompts, Harvard Business Review, November 14, 2023.


Colin W.P. Lewis 

Colin W.P. Lewis is a Professor of Artificial Intelligence and Data Science. He has built and applied for patents for several AI systems and works diligently to ensure safe and reliable AI is implemented. He previously worked at Palantir Technology and built and sold two software and audit system companies.


Agnieszka Dziewulska

Agnieszka Dziewulska is a PhD Candidate at University of Warsaw, faculty of Management focused on the materiality of the Social component of ESG. She is also Chief People and Culture Officer and heads the People function for KPMG Poland and Central and Eastern Europe, where she enables the people agenda and digital transformation. Agnieszka has been in HR leadership positions in global corporations for over twenty years with General Electric (GE), Hewlett Packard and IBM.



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Categorization


This genioux Fact post is classified as Bombshell Knowledge that means: The game-changer that reshapes your perspective, leaving you exclaiming, "Wow, I had no idea!".



Type: Bombshell Knowledge, Free Speech


g-f(2)1587: The Juice of Golden Knowledge


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References


genioux facts”: The online program on "MASTERING THE BIG PICTURE OF THE DIGITAL AGE”, g-f(2)1587, Fernando Machuca and Claude,  November 14, 2023, Genioux.com Corporation.


The genioux facts program has established a robust foundation of over 1586 Big Picture of the Digital Age posts [g-f(2)1 - g-f(2)1586].



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