Last week I wrote about the Exponential Age: AI, robotics, energy and crypto all hitting the steep part of their curves at once, feeding off each other, and compounding into the fastest wave of change humans have ever lived through.
Nobody needs convincing anymore. You can already feel the shift in your job, on your feed, in the way you've stopped searching the web and started just asking the machine... everyone from your uber driver to your elderly aunt has a view on AI by now. The entire world has worked out that the wave is coming.
But knowing a wave is coming and knowing where it lands are two very different things. Where it lands and what it will do to growth, wages, and the price of everything you own is the only question that matters for your wealth over the next decade.
It also happens to be my job. I've spent my career living in the future, working out what the world will look like before it arrives.
So let's go there. What happens when everything converges at once?
The short answer is the economy stops running on human effort and starts running on synthetic intelligence. Growth explodes beyond anything in history, but every number we use to navigate the world will break.
This is what I call Economic Singularity.
I first wrote it up for GMI subscribers back in April 2024. What follows is the simplest version I can give you.
The Magic Formula
To understand why any of this is coming at all, you have to go back to the equation the whole framework rests on:
GDP Growth = Population Growth + Productivity Growth + Debt Growth
That formula is how an economy grows. More workers, more output per worker, or more borrowing. If you want to go deeper on this, I laid everything out in my Everything Code article a few weeks ago, so start there.
But here’s the short version: the first two engines are dying. Birth rates collapsed decades ago, the workforce is shrinking, and an older economy produces less per head. So debt has been doing all the work, and debt is why your money melts at 8% a year.
That trap has no human solution. You can't conjure workers who were never born, and you can't make an aging population younger. Every government on earth knows this, which is why they all keep borrowing... there's simply no other lever left.
Except now there is.
If an AI agent can do the work of a knowledge worker and a humanoid robot can do the work of a labourer, the population term in that equation stops being a birth rate problem. Workers can be manufactured. You can already hire an agent today that works unsupervised for hours, doing what used to take a skilled human a full day. The people building these systems have converged on the same window: human-level machine intelligence somewhere around 2030. And with the US and China locked in a race to convert energy into intelligence at the largest possible scale, nobody's taking their foot off the pedal.
So play it forward. The equation was built for a world where workers are scarce and expensive. What happens to it when intelligence becomes abundant and nearly free?
Population growth becomes infinite, because you can print workers now. Productivity growth becomes unprecedented, because those workers never sleep, never retire, and get smarter every seven months. Two engines that were dead for fifty years suddenly go vertical.
And an equation where two terms go vertical stops describing an economy. It starts describing a phase change.
The Doom Story Has It Backwards...
I know where your head goes next, because it's where everyone's goes: the machines take the jobs, unemployment rips, the economy caves in, and we fight over the scraps. Sixty years of Hollywood has trained us to see it exactly one way.
An economy isn't a fixed pile of jobs to be carved up. It's the total amount of work getting done, and work is what creates wealth. Add billions of workers who never sleep and never retire and explodes. The doom crowd is running a subtraction. What's actually happening is an addition: the largest workforce in history, arriving on top of the one we already have.
Here's why that's so hard to accept. Every economic instinct you have was formed inside scarcity. For all of human history there was never enough... never enough workers, never enough energy, never enough intelligence to go around. Scarcity is so deep in our wiring that when something arrives promising abundance, we can only process it as theft. Surely it must be taking something from us, because in a scarce world, more for them always meant less for you.
But this time the pie itself changes.
Sit with what's actually coming. Intelligence, the scarcest and most expensive resource in human history, the thing we built universities and visa programmes and trillion-dollar labour markets to ration is heading towards a cost of nearly zero. The thing that every business, government, and breakthrough has always been bottlenecked on will soon be everywhere, like water.
And everything intelligence touches follows it down the cost curve: medicine, education, software, energy, design. Prices falling across the board while output goes vertical, because the workforce is now effectively unlimited. A post-singularity economy could double in a year. Eventually, in a week. It sounds fucking mad, I know... I checked the maths more than once before I first put it in print.
Deflation across everything you buy. Explosive growth in everything we make. Machines doing the work while humans reap the output. It sounds like utopia, and in many ways it is.
But that world has a question buried in the middle of it, and almost everything you own is priced on the old answer: in a world where nothing is scarce anymore... what is anything worth?
The Paradox of Abundance
Start with GDP, the number the whole world steers by. GDP counts production, because for all of history production was the hard part. A few percent of growth mattered because a few percent was all you could ever squeeze out. Now bolt that gauge onto an economy that can double in a year. WTF is it measuring? I wrote back in 2024 that beyond 2030, GDP may stop being a useful measure of anything for humanity, and I meant it literally.
Money has the same problem, and this one bends the brain a bit. Strip away the mystique and money is just a rationing system... a claim on stuff, invented because there was never enough stuff to go around. So what's a claim on stuff worth when there's unlimited stuff? Honestly, nobody knows. I've asked some of the smartest people I know, and there isn't an economics textbook on earth written for that world.
Then look at companies. A company's value is its moat: the thing it can do that others can't. But when anyone can spin up a business over a weekend with a team of agents, every moat that isn't made of actual humans trusting other humans gets crossed almost instantly. Businesses will form and die at a speed we've never seen. The capital cycle will spin faster and faster until it stops functioning at all. This is why I've said there's zero chance IPOs exist in twenty years, and why venture capital, and eventually P/E investing itself, are living on borrowed time.
If that sounds far off, watch what markets are doing right now. The same market panics that AI capex is a bubble, then panics a week later that AI is moving too fast and will vaporise the companies it just funded... afraid of too much AI and too little AI at the same time. And I showed you in The Everything Code that P/Es stopped being valuations years ago and became monetary indicators. The instruments are already wobbling.
So the paradox: the more abundant everything becomes, the less our numbers can say about any of it. All of them measured scarcity, and scarcity is the thing that's ending.
Which brings us to the biggest number of all that's priced on scarcity: you.
You give your hours in the form of labour, and in exchange you get a claim on what the economy produces... a wage. Every pension, every mortgage, every plan you've ever made runs through that single pipe. And that pipe is about to meet a workforce that works for the price of electricity.
Where Humans Land
So if wages stop being how output reaches people, how will anyone get paid?
The answer every policymaker reaches for is universal basic income. Machines will do everything, and the state will cut everyone a cheque. Problem solved, right? Wrong. A cheque makes you a dependent... it covers your groceries while the entire upside of the greatest productivity boom in history flows to whoever owns the machines. The gap between asset owners and wage earners, the one I've been mapping since The Everything Code, goes vertical under UBI.
There's a better way to do this. Own the machines instead... that's the whole idea behind what I call universal basic equity: everyone holding a direct stake in the machines and the rails they run on, so the gains arrive as ownership, not welfare. UBI is a pension from the future. UBE is a share of it.
But money was never the whole story with work, was it? Work is where most of us get our sense of mattering... the first thing a stranger asks at a dinner party. Strip out the economics and the real fear is simple: not being needed. I get it. But when agents can build any product and cross any moat, the one thing they can't manufacture is a human that another human trusts. Community, care, taste, the person you actually want across the table... the durable moats left are made of people. In a world drowning in intelligence, the scarce thing becomes us. Ironic, I know.
How this transition lands, smooth or violent, is being decided right now, by governments, by companies... and by you. Because none of it changes the direction of the money. The output of the machines flows to whoever owns them.
So the only question that matters for the next few years: what, exactly, do you own?
The Life Raft
The entire retirement model of the western world is built on one instruction: buy equities for forty years and they'll fund your old age. It has failed, and I don't say that lightly.
The median Baby Boomer has around $150,000 saved for a retirement that could run thirty years. Gen X, now staring down the barrel of their sixties, has saved even less. And the purchasing power of wages, measured in the equities you were told to buy, has halved. People did what they were told, and debasement ate the proceeds anyway. That's the world The Everything Code described, and it's the starting position most people carry into the singularity.
So the question becomes: what still works?
Go back to the logic of everything above. In a world of infinite intelligence, value drains out of whatever can be copied and pools in whatever can't. The machines and the rails they run on... that's the technology companies building the intelligence, and the networks that will settle the machine economy underneath it.
I wrote in the Exponential Agepiece about why blockchains are the only financial infrastructure that scales with an economy of AI agents. But there's a deeper property that matters here: in a digital world of infinite copies, blockchains are the one technology that creates scarcity.
Bitcoin is the purest expression of it. Twenty-one million units, forever, in an era when every other form of money is being printed into oblivion. It's the hardest asset humans have ever created, arriving at the exact moment the softest assets, wages and cash, stop working.
None of this needs perfect timing, and I'm not handing you a portfolio. It needs the one thing the old plan never had: exposure to the scarce side of the ledger before the window closes.
And the window has a date on it.
The Window
Somewhere between 2030 and 2032, this stops being a forecast. The agents mature, the robots scale, growth goes vertical and the old numbers stop describing what's happening. After that, the machines are largely in control of the machine economy, and returns compress as trillions pile into the obvious, and the easy part is over.
Which means the years between now and then are the entire game. I've said it to my subscribers for years and I'll say it to you straight: this is the window to accumulate as much as you possibly can of the scarce side of the ledger.
Because here's the strange gift buried in all of it. The same force that breaks the pension model and melts your salary has also produced the greatest wealth-creation opportunity in human history, and for once it's open to anyone with a phone. You don't need to be a hedge fund. You need exposure, patience, and the stomach to hold on.
Accumulate, hold scarce assets, and chill. You can't disrupt someone sipping piña coladas on a beach.
The Economic Singularity isn't the end of the story we should fear. It's the point where the story starts again, written by whoever owns the pens.
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More at[ raoulpal.com](https://raoulpal.com/the-economic-singularity/?utm_source=X&utm_medium=social&utm_content=Economic+Singularity+July+21+2026).**
