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Chart of the Week: The Fed’s AI Singularity Wake-Up Name

by Index Investing News
October 31, 2025
in Markets
Reading Time: 5 mins read
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It’s one factor after I speak about a coming AI-driven singularity.

However when the Federal Reserve begins speaking about it, you already know one thing massive is occurring.

In June, the Dallas Fed launched a research titled “Advances in AI Will Increase Productiveness, Residing 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, presents 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 particular person.

Chart 1 exhibits GDP per capita from 1870 to 2024 together with situations, a few of them excessive, depicting what might occur to dwelling requirements between now and 2050.

In layman’s phrases, this chart exhibits 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 development 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 much 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 wherein AI finally surpasses human intelligence, resulting in fast and unpredictable modifications to the economic system and society. Underneath a benign model of this state of affairs, machines get smarter at a quickly growing price, finally gaining the flexibility to provide all the things, resulting in a world wherein the elemental financial downside, shortage, is solved. Underneath this state of affairs, the longer term might look one thing just like the (hypothetical) crimson line in Chart 1.

As you may see on the chart, on this state of affairs development 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 that transaction prices, the invisible frictions that make firms needed, might finally fall towards zero.

And it exhibits you the way mainstream the thought of a technological singularity has turn into.

However what’s with that line falling off the graph when the singularity occurs?

Underneath 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 turn into malevolent, and this finally results in human extinction. It is a recurring theme in science fiction, however scientists working within the area take it significantly sufficient to name for tips for AI improvement. Underneath this state of affairs, the longer term 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 likelihood that AI might reshape the economic 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 not a sideshow within the economic system. It’s the principle occasion.

The authors be aware that neither of those singularity paths is more likely to occur within the subsequent 25 years:

At this time there may be little empirical proof that might immediate us to place a lot weight on both of those excessive situations (though economists have explored the implications of every). A extra affordable state of affairs could be one wherein AI boosts annual productiveness development by 0.3 proportion factors for the subsequent decade. That is on the low finish of a spread of estimates produced by economists at Goldman Sachs. Underneath this state of affairs, we’re a distinction in GDP per capita in 2050 of just a few 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 an alternative, they predict a small however not insignificant annual productiveness development of 0.3 proportion factors over the subsequent decade.

However that could be too small of a prediction.

Compounding machine productiveness calls for new infrastructure. Not simply information facilities and cost rails, however the power and community infrastructure that can energy this new world.

And as every new AI mannequin outpaces the one earlier than it, the timeline between innovation and impression collapses.

My massive takeaway? When central bankers begin plotting exponential development curves, it means we’re effectively previous the hype stage of AI.

The following productiveness growth will take off the second AI begins coordinating the worldwide economic system the best way the web coordinates data.

That’s the actual singularity the Fed is hinting at…

And it’s already on the chart.

Regards,

Ian King's Signature
Ian King
Chief Strategist, Banyan Hill Publishing

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