It’s one factor after I speak about a coming AI-driven singularity.
However when the Federal Reserve begins speaking about it, one thing huge is going on.
In June, the Dallas Fed launched a research titled “Advances in AI Will Increase Productiveness, Dwelling Requirements Over Time.”
Its authors, Mark A. Wynne and Lillian Derr, each work within the Fed’s Analysis Division. And though the report explicitly notes: “The views expressed are these of the authors and shouldn’t be attributed to the Federal Reserve Financial institution of Dallas or the Federal Reserve System,” the chart they supply is telling.
I’ll let the authors set it up for you:
Synthetic intelligence (AI), like many applied sciences earlier than it, gives the potential to enhance folks’s dwelling requirements. Such advances will be approximated by modifications in gross home product (GDP) per capita over time—the speed of change within the quantity of output per individual.
Chart 1 reveals GDP per capita from 1870 to 2024 together with eventualities, a few of them excessive, depicting what might occur to dwelling requirements between now and 2050.

In layman’s phrases, this chart reveals what the authors name a “singularity-level” productiveness path. It’s an exponential curve the place output per employee accelerates far past the historic norm.
And it’s proof that even essentially the most cautious economists are starting to think about a future the place progress accelerates past something we’ve ever seen earlier than.
From 1.9% to Infinity
Since 1950, U.S. labor productiveness has grown at roughly 1.9% per yr.
At that tempo, dwelling requirements double about each 36 years.
The Fed’s “regular AI” state of affairs assumes a modest enchancment just like the bump we noticed after private computer systems took off within the Nineteen Nineties.
However its excessive state of affairs tells one other story.
In that mannequin, AI triggers what the authors name a “technological singularity.”
Technological singularity refers to a state of affairs through which AI finally surpasses human intelligence, resulting in fast and unpredictable modifications to the financial system and society. Beneath a benign model of this state of affairs, machines get smarter at a quickly growing price, finally gaining the power to supply every little thing, resulting in a world through which the basic financial downside, shortage, is solved. Beneath this state of affairs, the long run might look one thing just like the (hypothetical) crimson line in Chart 1.
As you possibly can see on the chart, on this state of affairs progress isn’t gradual. It’s exponential.
That is the primary time I’ve seen a Federal Reserve publication brazenly modeling a world that appears something just like the Coasean Singularity we talked about yesterday…
The concept transaction prices, the invisible frictions that make firms vital, might finally fall towards zero.
And it reveals you the way mainstream the concept of a technological singularity has grow to be.
However what’s with that line falling off the graph when the singularity occurs?
Beneath a much less benign model of this state of affairs, machine intelligence overtakes human intelligence at some finite level within the close to future, the machines grow to be malevolent, and this finally results in human extinction. This can be a recurring theme in science fiction, however scientists working within the discipline take it critically sufficient to name for pointers for AI improvement. Beneath this state of affairs, the long run might look one thing just like the (hypothetical) purple line in Chart 1.
In different phrases, that’s the Terminator state of affairs.
And despite the fact that that state of affairs is extremely unlikely to occur, the Fed isn’t dismissing the chance that AI might reshape the financial system in methods we will’t but measure.
Right here’s My Take
The Dallas Fed is just acknowledging what we’ve been speaking about for over a yr.
AI is now not a sideshow within the financial system. It’s the principle occasion.
The authors observe that neither of those singularity paths is prone to occur within the subsequent 25 years:
As we speak there may be little empirical proof that may immediate us to place a lot weight on both of those excessive eventualities (though economists have explored the implications of every). A extra affordable state of affairs may be one through which AI boosts annual productiveness progress by 0.3 share factors for the following decade. That is on the low finish of a variety of estimates produced by economists at Goldman Sachs. Beneath this state of affairs, we’re taking a look at a distinction in GDP per capita in 2050 of only some thousand {dollars}, which isn’t trivial however not earth shattering both. This state of affairs is illustrated with the inexperienced line in Chart 1.
As a substitute, they predict a small however not insignificant annual productiveness progress of 0.3 share factors over the following decade.
However that may be too small of a prediction.
Compounding machine productiveness calls for new infrastructure. Not simply information facilities and fee rails, however the power and community infrastructure that may energy this new world.
And as every new AI mannequin outpaces the one earlier than it, the timeline between innovation and affect collapses.
My huge takeaway? When central bankers begin plotting exponential progress curves, it means we’re properly previous the hype stage of AI.
The following productiveness growth will take off the second AI begins coordinating the worldwide financial system the way in which the web coordinates info.
That’s the true singularity the Fed is hinting at…
And it’s already on the chart.
Regards,

Ian King
Chief Strategist, Banyan Hill Publishing
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