Adam, founder · Pivotum · Fall 2026
I'm going to say something the industry that pays me would rather I didn't: the thing I build for a living scares me for my own kid. Not in the abstract. Not other people's children in some think-piece. Mine.
And it's landing on ground that's already unsteady. Look at the world we're handing this generation. It moves faster than the one we grew up in and holds still for no one. The basic footholds — an affordable place to live, a degree that reliably pays off, a stable first job — cost more and promise less than they did a generation ago. The pace of change has outrun the advice we were raised on for keeping up with it. Every generation inherits its parents' unfinished business; this one inherits more of it, faster, than most.
And AI is bearing down faster than anything before it — arriving at the exact moment your child is choosing a major.
Here's the strange part: it cuts both ways at once. AI has a genuine shot at easing every one of those pressures — new medicine, new energy, more done with less, hours of life handed back. It could be the thing that lightens the load this generation carries. And in the same breath, it's the force most likely to redraw the working world they're stepping into — rewriting the jobs, and the majors that lead to them, while your kid is still choosing between them. Fire and fire extinguisher in the same hand.
That double edge is the whole reason I'm writing this. Left alone, AI just happens to our kids — one more item on a list they never asked for. But this item is different from the rest. It isn't only a threat to brace against; it's the ground their working life will be built on, and it's shifting right now, at the exact moment they're choosing where to stand. I can't fix the rest of that list — no parent can. But this one we don't just have to endure. We can help them see it coming, understand how it moves, and step toward it on purpose instead of getting moved by it. That's the aim — not a shield, but a map.
That promise — AI's shot at easing every one of those pressures — has a paradox buried in it. No one actually knows yet whether it delivers. Not the labs, not the boardrooms, not me — and I build this for a living. And there's only one way to find out: you can't measure the payoff from the sidelines; you have to rebuild the work around it and watch what happens.
No one can afford to sit that experiment out. The prize on offer — bigger profits, cheaper healthcare, a functioning grid, hours of life handed back — is a kind of promised land, and the allure is strong enough that everyone is racing to reach it first, consequences be damned. Look at the labs building it: Anthropic, OpenAI and the rest are pouring tens of billions into the technology, spending far faster than it earns, and the market keeps betting on them anyway. If the people closest to it are wagering that hard on a payoff no one can yet prove, can you afford not to? So the whole world sprints at once, believer and skeptic alike.
Which means the transformation of work isn't the reward waiting at the end of the bet. It's the price of the ticket, paid up front. The jobs get rewired first; we learn whether it was worth it later.
That's why nothing slows this down — and why I'm certain about the one thing that matters for your child. I can't promise you the value will land; I genuinely don't know. But the change doesn't wait for the value. The change is how we find out. Within five years — not a generation, five years — the work your kid is training for will be remade, whether the promise pays off or not.
When people picture AI taking work, they picture machines doing what a person used to do. There will be some of that — I'll admit a laundry-folding robot sits near the top of my personal wish list. But the change that will actually reshape your child's career is quieter than that, and far more erosive. The job doesn't disappear. The way the job gets done shifts, and it tends to shift in a way that takes the exact thing you were hired for.
Don't believe me? Take this article.
I can't write to save my life. Never have been able to. What I did was think hard about what I believe and lay it out — the argument, the order, what mattered and what didn't, which lines were honest and which were just comfortable. Every judgment in this piece is mine. What I handed to a machine was the execution.
That's not an admission. That's the entire thesis in miniature. The thinking and the creativity were the scarce part; the craft of assembling sentences, which used to be the barrier to entry, wasn't. And you're still reading, which is rather the point.
Let me be careful here, though, because there's a lazy version of this argument that's simply wrong. Truly top-quality human writing — the kind with a voice you'd recognize blind, that makes you stop and read a line twice — is a thing of beauty and it is not being copied. I don't expect it to be. That is not what's at risk.
What's at risk is everything underneath it: the enormous middle of the profession where competent, clear, serviceable prose was the job. That's where most careers actually live — in writing and in every other field. The very top of any profession remains the safest place to stand. The problem is that nobody starts there.
Five years ago, a counselor looking at a kid with a gift for words would say: you're a strong writer, have you considered journalism? Reasonable advice. Kind advice. Today that sentence needs a hard follow-up question, because journalism is being rewritten as we speak — and the part being rewritten first is the part that kid is good at.
The skill hasn't become worthless. It has moved. Writing well is closer to table stakes now; having something worth saying and the judgment to know what's true is what's left standing. That's the pattern to watch for in every career your child is considering. Not replacement. Relocation — of where the value in the job actually sits.
Our parents had it comparatively easy. They coached us toward a job for life, or a respected profession, or a degree that opened doors. The map they handed us was imperfect but it was broadly the same map they'd used themselves.
We don't have that. The map our kids need is being redrawn underneath our feet while they're filling out college applications. And so we have a duty of care that our parents never faced: we have to explain a landscape we're still learning ourselves.
I can't overstate how much I believe children need to hear this from their parents. Not from a guidance counselor who saw them for twenty minutes. Not from a school system that has mostly decided AI is a cheating problem. From us, at the exact moment they're making a decision that shapes the next decade of their life.
You do not need to understand the technology. Nobody is asking you to read a research paper. But we should all understand the mechanics — what these systems are actually good at, where they fail, and how that maps onto the shape of a career.
Nobody has all the answers, including us. But the early signals are not subtle:
If I could give any parent a single thing, it would be this: our kids need us to guide them more than they have ever needed it, and the stereotypes that made sense five years ago are actively dangerous now. Chuck them out. Then spend real time getting familiar with how jobs are evolving.
That's what the Index is for. We scored 28 careers and 158 individual tracks, and we show the reasoning rather than asking you to trust a number, because a score you can't interrogate is worthless when the stakes are your kid's next ten years. The scoring helps tell the story. It isn't the story. The story is what's happening to the work itself — which careers are being hollowed out, which are being rebuilt, and where the value is quietly moving — laid out one career at a time so you can actually see it. That's the whole reason we built this: not a verdict to trust, but the map I promised you at the start. One you can read, so the next conversation with your kid is one you can lead, not avoid.
And I'll say the unprofitable thing out loud: even if you never buy a single Profile from us, please go and get informed. Read the free ones. Read someone else's. Read anything. Ask your child what they think is coming and actually listen to the answer.
I build AI systems for a living, and I have a teenager. That's the whole reason this exists. For my own kid, and for yours.
And I intend to keep shouting about it as loudly as I can, for as long as it takes. Not because I enjoy being the person at the barbecue talking about labor markets, but because the math is simple: every parent who takes notice now, and starts preparing their child for this shift rather than the last one, is one more kid who gets to walk into it with their eyes open. That's worth being loud about.
Educate yourself. It's the most protective thing you can do for them right now.
— Adam, founder, Pivotum