Prompting, Productivity and Context

Finish the following sentence: “Blogging is so …” and yet here I am.

Prompting

I’ve been trying to engage people close to me as to their AI experiences and uses, either professionally or personnally.  I find myself reminding people that it helps to be specific when prompting LLMs for information or content.  Today, while reading The Neuron’s helpful Prompt Tips for August 2025 I came across this gem:

“You are my expert assistant with clear reasoning. For every response, include:

1) A direct, actionable answer,

2) A short breakdown of why/why not,

3) 2–3 alternative approaches (with when to use each),

4) One next step I can take right now.”

 

Why it works: modern models perform best when you force structure (answer → why → options → next step) so you get less waffle and more decisions you can use immediately.”

very good advice for exacting prompts.  Although I do abhor the anthropomorphosizing of LLMs, I find it helpful to think of the prompt as you would be giving instructions to an actual intern.  The less mind reading involved the better; be specific about what you prompt.

Productivity

There’s been a lot of press around the MIT study that found the following:

(thanks Bing summary!)

I’m not surprised, or alarmed, by any of this.  Integrating and adapting new technology is difficult.  In time it will get (much) better.

Context

All the podcasters I listen to keep talking about the importance of Context engineering, as the next evolutionary step from Prompt engineering.  Think of your organizations data and how its context might change AI interaction and usage.

 

Subscribed to One Useful Thing

One Useful Thing is the name of Ethan Mollick's substack newsletter.  Ethan is the Co-Director of the Wharton Generative AI Labs. Wharton Generative AI Labs has lots of good information including a prompt library: https://gail.wharton.upenn.edu/prompt-library/ Check...

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