Monday, March 17, 2025

AI and the Calculator Effect

Lately, I’ve noticed something unsettling: younger people I encounter — cashiers, students, and others — struggle to do relatively simple math in their heads. Even simple addition, much less the standard kind of calculating you’d do to leave a tip, seem to trip them up. Oddly, they often seem unembarrassed by it, suggesting it’s normal for their age cohort.
 
I’ll admit I hold a bit of a double standard here. Their similar inability to write in cursive doesn’t faze me, I think because it seems so much less practical a skill to know. Math is such a daily practical tool that I can’t help but feel they’re at a disadvantage without it.
 
I’m not pointing fingers at them, though. If anything, it’s unconscionable to me that these bright, capable individuals passed through years of schooling without adults emphasizing the enduring value of this skill. Yes, calculators are great. And yes, having them in school makes sense. But allowing the calculators to replace learning basic math? Where were the adults?
 
Today we’re seeing a similar loss in intellectual capacity with the use of AI, specifically large language models (LLMs). A spate of recent articles has documented how the use of LLMs can have the effect of reducing the writing and thinking capacity of both students and adult workers (I post references to articles on AI at https://news.futureofai.org). Of course it has this effect.
 
The parallel is striking — where calculators have systematically dulled numerical fluency, AI is most assuredly chiseling away at our ability to think and write independently. This doesn’t mean we stop using them. I, for one, am having amazing conversations with LLMs that allow me to do the kind of conversational research I’ve wanted to do my whole life. But let’s be real: we need to describe the calculator effect AI is having and thoughtfully address it for the benefit of upcoming generations.
 
I love that the word "generative" has come into more everyday use thanks to "generative AI." Beyond its obvious link to creation or generation, it carries a deeper resonance from Erik Erikson’s stages of life. He described generativity as a phase of adulthood where we care about helping the next generation learn and grow, passing down knowledge and capacity — not for personal gain but for the benefit of those coming after us, as in the old adage about societies flourish when the older generations plant trees whose shade they’ll never enjoy. It’s incumbent upon those of us old enough to grasp the value of mental math and writing to cultivate reasoning minds that can communicate clearly with others. This feels not just important but essential — crucial, even. Let’s remember that education should be "generative" — a topic I explore in a longer blog post here.
 
In the 1960 film adaptation of The Time Machine, the time traveler arrives in a distant future where one group of people, the Eloi, have become so dependent on a machine-sustained world that they’ve lost the ability to think or question for themselves. This doesn’t feel so far-fetched anymore.

RECORDINGS POSTED for "AI and Libraries: Literacy, Ethics, and Responsible Use"

Our first Library 2.025 online mini-conference, "AI and Libraries: Literacy, Ethics, and Responsible Use," was held online this past Thursday, March 13th, 2025. We ultimately had over 9,400 registrations, and it was the highest-attended event we've ever held.

RECORDINGS:

1. LIBRARY 2.0: The conference recordings on Library 2.0 are HERE and include the full video recordings, the chat logs, and an AI summary for each session. Please note that you do need to be a member of Library 2.0 (free) and logged in to see the page (click HERE to join if you haven't already).

Also included on that page are several AI-generated summaries for the conference as a whole:

  • An AI Summary of the whole conference (from ChatGPT)
  • An AI Press Release / Article reporting on the conference (from ChatGPT)
  • A NotebookLM audio overview (podcast of 31 minutes)
  • A NotebookLM FAQ on AI and Libraries
  • A NotebookLM briefing document
  • A NotebookLM conference study guide

These are not just fun (which they are), but are also a fascinating and valuable upgrade to the conference experience. Please remember that they are AI-generated and may not be entirely accurate (see my blog post on "AI and the Cliff Clavin Problem" for more on the topic of LLM accuracy!).

2. YOUTUBE: The conference video recordings are also posted in the Library 2.0 channel HERE

EVALUATIONS & CERTIFICATES OF ATTENDANCE:

A link to submit for certificates of attendance is also on the recording page.

THANKS:

Huge thanks to our Chad Mairn and our keynote panel, to all our presenters, to our volunteers helpers, and to our founding conference sponsor, The School of Information at San José State University. 

As always, see you online!

Steve

Steve Hargadon
Library 2.0
https://www.library20.com
http://www.stevehargadon.com
https://x.com/stevehargadon