Every technological revolution gets described the same way: as the creation of abundance. The descriptions are always accurate, and they always miss the point. Abundance is the visible half of the event. The invisible half is that scarcity does not die. It migrates. Whatever a revolution makes free, value drains out of. Whatever now binds, value floods into.
I think of this as a conservation law — as close to physics as economics gets. And the reason it matters now is that we are running the largest test of it in history. We are making intelligence free.
The Law
The pattern has repeated for as long as we have records.
Light was scarce for seven thousand years. William Nordhaus traced its price across that span and found it had fallen by a factor of many thousands — from a meaningful share of a day's labor for an evening of dim flame to something too cheap to meter. Nobody got rich selling lumens after that. The value moved to everything abundant light made possible, and the scarcity moved to everything abundant light consumed.
Calories were scarce for all of human history, and for all of human history, fat was the body of a rich man. The moment calories became abundant, the signal inverted: restraint became the luxury good, and entire industries now exist to sell discipline back to people drowning in what their ancestors died for lack of.
Information was scarce until roughly 1995. Herbert Simon saw the inversion coming a generation early: a wealth of information, he warned, creates a poverty of attention. He was precisely right. The fortunes of the internet era were not made by the people who sold information. They were made by the people who owned the attention it consumed.
The mechanism is the same every time. When a good becomes free, value flows to its complements — the things you need alongside it, the inputs that now bind. The revolution doesn't end scarcity. It relocates it, and the relocation is where every fortune of the following era is made.
The Abundance at Hand
The price of a given level of machine intelligence has been falling roughly tenfold a year — a cost curve that makes Moore's law look patient. What this commoditizes is not "some jobs." It is the median unit of cognitive work: the competent analysis, the workable code, the serviceable diagnosis, the reasonable plan. The entire middle of knowledge work — the part we built schools to produce, credentials to certify, and firms to rent by the hour — is becoming a utility.
The instinctive response is to ask which skills survive. That is the wrong question. The conservation law says to ask instead: where does the scarcity go?
And here the law reveals something uncomfortable, which is the claim I would defend against anyone: intelligence was never really the bottleneck. The world has always contained vastly more capable minds than deployed ones — gated by geography, credentials, permission, and capital. If raw intelligence were the binding constraint on value creation, the smartest person in any room would be the richest. They almost never are. Artificial intelligence does not remove the bottleneck. It removes the camouflage, and shows us what the bottleneck always was.
Where the Scarcity Goes
Wanting. A frontier model can answer nearly any question. It does not, of itself, want anything — every goal it pursues is supplied from outside. Intelligence is becoming free precisely because it can be separated from intention, and intention is the one input the factory cannot manufacture.
This is where the deepest pattern I know completes itself. People are extraordinary at limbo: set a bar anywhere, and they will bend to get just under it. Machines are the inversion. A sufficiently capable system rises to exactly the bar it is given — no higher, no lower. Which means output is no longer a function of talent, headcount, or budget. It is a function of where the bar is placed. For the first time in economic history, ambition is a factor of production. The gap between organizations will be the gap between their asks.
Taste. When anything can be made, making is no longer the job. Choosing is. The scarce skill shifts from execution to selection — from "can we build it?" to "does this deserve to exist?" Taste was always the hard half of intensity; the discrimination underneath the obsession was always the whole game. Now it is the whole economy. When execution is free, a company is its portfolio of questions, and nothing else.
Trust. An abundance of plausible output devalues output. When any document, image, or voice can be synthesized for nothing, the question stops being "is this good?" and becomes "who stakes their name on it?" Scarcity migrates from production to provenance — to the signature, the warranty, the institution that can credibly absorb blame when things go wrong. The ability to take responsibility is about to be one of the best businesses in the world.
Reality. Models are trained on recorded reality, and they are converging on everything recorded. What remains scarce is the unrecorded: proprietary data, private workflows, the texture of what actually happens inside companies and between people. Compute can be bought and algorithms leak. The undigitized residue of reality is the raw material of the next decade, and whoever owns it owns the mine.
The Falsifiable Form
If the conservation law holds, the great fortunes of the next two decades will not accrue to whoever builds the best model. Models are the thing becoming abundant — selling them is selling lumens. The fortunes will accrue to whoever owns the complements: the demand, the data, the distribution, the trust, the taste to know what to ask for. If by 2035 the model layer has captured most of the value of the AI economy, this essay was wrong. I am betting it won't be, and the history of every prior abundance is the basis of the bet.
The Most Expensive Question
We spent ten thousand years organizing civilization around the rationing of intelligence — schools to grow it, credentials to certify it, firms to rent it, cities to concentrate it. All of that was scaffolding around a scarcity that is now ending. And what the scaffolding concealed is that intelligence was always the means and never the point. The point was the wanting. "What do you want?" is becoming the most expensive question in the world, because it is the last input that cannot be generated.
The bar shapes the runner. We have now built a runner that clears any bar we can articulate. Which means the future compounds from a single remaining variable — where, exactly, you have the nerve to set it.