Slide rules were the gold standard for engineering calculations for over 300 years. Then the pocket calculator showed up in the 1970s and wiped them out in a decade.
Professors fought it. Some banned calculators from exams well into the 1980s. The arguments were reasonable: students would lose the intuition for magnitude, they’d depend on a tool they didn’t understand, they wouldn’t develop real number sense. Some of those concerns were legitimate.
Nobody is arguing for the slide rule anymore.
The Pattern Is Consistent
The mainframe was a marvel until the personal computer put computing on every desk. The desktop was everything until the laptop made it portable. The laptop dominated until the smartphone put it in your pocket.
Each time, the people most invested in the current technology were the loudest voices against the next one. Not because they were wrong about the tradeoffs. Because they were wrong about the timeline. The new technology didn’t wait for permission.
Encyclopedias were a definitive reference until the internet made them irrelevant overnight. Not gradually. Not with a thoughtful transition period where librarians retrained and institutions adapted. Overnight. Search engines organized the internet until AI started just giving you the answer.
The same argument got made at every transition. The new thing is less rigorous. Less trustworthy. Students won’t learn to think for themselves. We’ll lose something important. Some of those arguments were right. We did lose something when students stopped having to learn to triangulate sources from an encyclopedia index. That skill had value. It’s gone.
The world moved anyway.
The Pattern in Education Is the Same
When word processors arrived, the concern was that students would lose the ability to write carefully because they could always revise. When spell-check arrived, the concern was that students would stop learning to spell. When calculators arrived in math classes, the concern was number sense. When the internet arrived, the concern was that students would stop learning to synthesize information across sources and just copy-paste.
Every concern had merit. Every transition happened regardless.
The faculty and clinicians who figured out how to use the new tool well, not blindly, not carelessly, but deliberately, are the ones who defined what education looked like in the next era. The ones who waited for the technology to go away found that it didn’t. And the gap between those who adapted and those who didn’t became visible quickly.
Where AI Sits in This Sequence
AI is not the last stop. Something will replace it, and we’ll have this exact same argument again. The specific technology changes. The pattern doesn’t.
What’s different now is the pace. The calculator took years to move from engineering departments to high school classrooms. The internet moved faster. AI is moving faster still. The window between “this is new and unfamiliar” and “this is the baseline expectation” is compressing with each cycle.
That matters for nursing education specifically. The nurses graduating today will practice for 30 to 40 years. The clinical tools they’ll use in year 20 of their career don’t exist yet. The AI tools that feel unfamiliar to faculty right now will be embedded infrastructure by the time those nurses hit mid-career. If the training doesn’t account for that, we’re producing graduates for the world of 2010.
In No Country for Old Men, the retired sheriff is trying to make sense of a world that’s moved past him. His uncle tells him: “You can’t stop what’s comin’.”
He wasn’t saying give up. He was saying: the world doesn’t pause while you decide whether you’re comfortable with it. Adapt or get left behind isn’t a judgment. It’s a description of how this has always worked.
The faculty who figure out how to use AI well are going to define what nursing education looks like in the next decade. The ones waiting for it to go away are the slide rule on the shelf. Technically accurate. No longer in use.
The question worth asking isn’t whether to use AI. It’s whether you’re going to be the person who figures out how to use it well, or the person who finds out later what you missed.