SPECIMEN - POC - UNDER CONSTRUCTION
A cold November night in Nottingham, 1811. Lights in the workshop windows. A hammer through the loom. The Luddites weren't smashing machines because they hated technology — they were smashing machines because they were terrified of what came next.
You probably feel something close to that today.
The fear is the oldest story in industry
Every generation has lived through one of these moments. A new tool appears. Someone shows it doing the work of ten people. The room goes quiet. The questions begin.
Will the new tool replace me?
Will it replace my company?
Will it replace my whole craft?
The questions never change. But the answers — the actual answers, written by history — almost always surprise us.
Story 1: The scribes who printed their own obsolescence
In 1454, in a workshop in Mainz, a goldsmith named Johannes Gutenberg pressed ink to paper using movable type. A copy of the Bible that took a scribe a year to produce could now be made in days.
For Europe's monastic copy-rooms, this was an extinction event. The scribe — that revered profession of patient, gilded letters — was supposed to disappear within a generation.
It did. Within fifty years, more than two hundred million printed books circulated through Europe.
But here is the part rarely told: the printing press created more readers than it eliminated copyists. Whole new professions appeared — typesetters, printers, editors, publishers, booksellers, pamphleteers, journalists. Literacy rates climbed. The Reformation, the Scientific Revolution, the Enlightenment all rode on cheap paper and movable type.
The scribes didn't survive. The work of the scribes — preserving, sharing, multiplying ideas — became larger than they ever imagined.
Story 2: The ATM that didn't kill the teller
Skip forward to 1969. The first automated teller machine appears at a Chemical Bank branch in New York. A confident headline soon follows: The ATM will replace the bank teller.
It didn't.
Between 1970 and 2010, the number of ATMs in the United States exploded from a handful to more than 400,000. During that same period, the number of bank tellers… grew. Slowly, steadily, and against every expectation.
How? Because the ATM made it cheaper to run a branch. Cheaper branches meant more branches. More branches meant more tellers. And the role of the teller shifted, from cash-dispenser to relationship-builder. Mortgages, accounts, advice. The work moved up the value chain.
The machine took one task. The humans kept the job and changed it.
Story 3: The operator who really did go away
Not every ending is gentle.
In the 1920s, "telephone operator" was one of the most common occupations for women in America. By 1930 there were nearly 250,000 of them. They knew the city by heart. They knew your aunt by voice.
Automatic switching arrived. Then direct dialing. Then push-button phones. By the 1980s, the role had largely vanished.
But notice what happened next. Those switching networks didn't just remove operators, they enabled long-distance calling at scale, then fax, then the internet, then everything you do today on a screen. The whole communications industry, millions of jobs, trillions of dollars, sits on the foundation that retired the switchboard.
The operator left. Communication exploded.
The pattern, when you stand back
Read enough of these stories and a shape emerges:
- A new tool arrives that does a piece of someone's work better, faster, cheaper.
- The piece it replaces is usually the most repetitive, least judgment-heavy part of the job.
- The fear is sharp, visible, and immediate.
- The new opportunity is fuzzy, distant, and arrives slowly.
- Some roles disappear. Some roles change shape. Many new roles appear that nobody predicted.
- The economy ends up doing more — not less — work in total.
This isn't a comforting platitude. It is an observed pattern across the printing press, the spinning jenny, the steam engine, the tractor, the assembly line, the container ship, the personal computer, the spreadsheet, the internet, and the smartphone.
So — what about AI?
Two things are true at once.
First: AI follows the pattern. It is very good at the repetitive, judgment-light parts of many jobs — drafting boilerplate, summarizing meetings, writing first-pass code, sorting tickets, answering common questions. Those tasks are going to get cheap fast. The roles built almost entirely around them will compress.
Second: AI breaks the pattern in one important way. Earlier waves of automation mostly replaced muscle and rote. AI reaches into territory we used to call cognitive — language, reasoning, code, design. That moves the line of disruption higher up the org chart than ever before.
Both of these are happening at once. Don't let anyone tell you only one of them is true.
What the bank tellers, the printers, and the operators would tell you
If we could put them in a room, the people who lived through past waves would probably say something like this:
- The job you have now is not the job you will have in ten years. That was true for them too.
- The part of your work that a machine can do is not the part you should fight to keep. Move up the value chain.
- The skills that compound are the ones the machine still does poorly: judgment, taste, trust, context, relationships, and asking the right question.
- Curiosity beats credentials in every transition. The scribes who survived became printers. The tellers who thrived became advisors. The operators who adapted became the first generation of computer professionals.
The honest answer
Will AI take your job?
It will take parts of it. It will probably make other parts of it more powerful than you imagined possible. It may rename your role entirely. It may dissolve certain professions and invent ones we don't yet have words for.
This has happened before. It will happen again after AI too.
The Luddites smashed the looms. The looms still arrived. The textile industry employed more people, not fewer, by 1850 than by 1810, just doing different work in different factories, weaving cloth for a world that suddenly wanted far more of it.
You are standing in the same kind of moment. The honest, history-tested advice is also the simplest:
Learn the new tool faster than the people around you. Move toward the parts of your job that require judgment and trust. Let the machine carry the rest.
That is what survived every wave before. That is what survives this one.