Earlier this month, a video was posted of OpenAI‘s CPO, Kevin Weil, speaking about how briskly the price of intelligence is dropping.
As he put it: “We’re in a position to distill smaller fashions on the similar stage of intelligence that beforehand required a a lot larger mannequin. Inference is getting cheaper. GPUs are getting quicker. And also you’ve received all of those developments converging.”
Simply how briskly is that this taking place?
In accordance with Weil: “The price of intelligence is coming down by one thing like 10X a yr.”
Take into consideration what meaning.
We had been all amazed when Chat GPT-3 was launched on November 30, 2022. However a mere 30 months later, present AI fashions make these seem like youngster’s play.
The truth is, when you in contrast the 2, you’d be shocked at how significantly better the GPT-4.o mini mannequin is in the present day. It causes higher, provides extra correct responses and hallucinates far lower than GPT-3.
But, GPT-3 value 100X what GPT-4.o mini prices to run in the present day. Meaning AI isn’t simply beating Moore’s Legislation, it’s blowing it away.
This implies we could possibly be nearer to Synthetic Common Intelligence (AGI) before we predict…
Is AGI Across the Nook?
In 2005, the futurist Ray Kurzweil predicted a technological singularity by the yr 2045.
That is the purpose when technological development turns into uncontrollable and irreversible, leading to unknown penalties for human civilization.
He predicted that an AI would enter a loop of successive self-improvement cycles, inflicting an explosion in intelligence, culminating in a robust superintelligence.
That is also called synthetic common intelligence, or AGI.
The true worry is that people have at all times been the apex predator of the clever meals chain and we’ve by no means needed to compete towards something smarter.
It seems Kurzweil underestimated how rapidly we might arrive at AGI. The truth is, analysis means that we’ve been persistently underestimating its arrival.
A yr in the past, Ark Analysis printed this chart illustrating this truth. If the forecast error for AGI continues, we could possibly be a system way more clever than us by the tip of subsequent yr.
If the present forecast is well-tuned, we’re 2030.
Remember, this analysis was printed even earlier than intelligence prices fell dramatically. And in addition method earlier than DeepSeek modified the calculus on what is feasible.
I consider we’re possible even nearer to AGI than we predict.
However how are people faring with AGI proper across the nook?
Are We Getting Dumber?
James Flynn is an intelligence researcher who, in 1980, printed analysis about how folks carried out on IQ exams over time.
He noticed that the common IQ rating had been enhancing for generations, roughly three factors per decade.
This rise in measured intelligence is now referred to as the Flynn Impact, and it was thought to outcome from components like higher schooling, improved vitamin and extra stimulating environments.
However latest research counsel that American IQ scores are experiencing a phenomenon generally known as the “Reverse Flynn Impact”.
In different phrases, our IQ scores are happening.
A research printed within the journal Intelligence analyzed 394,378 scores on intelligence exams taken between 2006 and 2018, revealing drops in IQ scores throughout a number of classes.
Curiously, scores in spatial reasoning (3D rotation) usually improved from 2011 to 2018.
However scores decreased in verbal reasoning, visible problem-solving, analogies and computational/mathematical abilities.
The decline was noticed throughout age teams, schooling ranges and genders, with the steepest drops amongst youthful and less-educated test-takers.
Naturally, these findings are regarding. However they don’t essentially imply that People have gotten much less clever.
There are numerous legitimate the explanation why our collective IQ could possibly be dropping in these areas.
It might mirror adjustments in how folks interact with info or carry out on particular varieties of exams.
I’d wager that adjustments in schooling high quality and emphasis on sure abilities over others within the classroom performs a component too.
Even adjustments in perceived societal values may have an effect on check efficiency. Heck, folks simply may not be motivated to carry out effectively on these exams anymore.
However whereas all these components are possible at play, the most important potential issue that issues me is our technological dependence.
I fear that as we proceed to rely extra on smartphones and AI to retailer and course of info, we may be utilizing our brains much less for deep considering.
In different phrases, as our machines are getting smarter, it’s fairly attainable we’re getting dumber.
What Occurs in an AGI World?
Final month, Starbucks introduced layoffs affecting over 1,000 company workers. Not its baristas. The corporate’s white-collar staff.
It was the most recent addition to a troubling pattern…
Unemployment for college-educated staff is rising quicker than for different teams, and their wage development can also be lagging.
The massive query is whether or not these are simply short-term fluctuations, or if data work is going through a extra everlasting shakeup.
Final Might, unemployment rose above 4% for the primary time in two years. And it has remained over that mark ever since.

Supply: U.S. Bureau of Labor Statistics as of February 28, 2025
In fact, among the newer job losses are as a result of Trump administration’s funds cuts at federal companies and analysis establishments.
Johns Hopkins College, which is dependent upon federal funding, introduced 2,000 layoffs this month alone.
However many specialists consider we’re witnessing a “significant transition in the best way work is finished,” as Carl Tannenbaum, the chief economist at Northern Belief just lately advised the New York Instances.
He says: “I inform folks a wave is coming.”
And that wave is already hitting some industries arduous.
At this yr’s Recreation Builders Alternative Awards, the host highlighted “report layoffs” within the online game trade.
The finance sector can also be slashing its workforce. Unemployment in finance-related jobs jumped about 25% from 2022 to 2024.
Wells Fargo, for instance, has reduce jobs for 16 straight quarters, with its residence lending division seeing an almost 50% discount since 2023.
And the tech trade has been hit particularly arduous by layoffs for a couple of years now. In accordance with layoffs.fyi, over 19,000 tech staff have already been laid off for the reason that starting of 2025.
A part of that is as a result of fashionable company playbook shifting towards leaner cross-functional groups.
Amazon’s mannequin — the place workers juggle obligations throughout coding, advertising and different fields — is gaining traction. Corporations like Starbucks and Nissan cite related effectivity objectives of their latest layoffs.
However I consider that the plummeting value of intelligence can also be an enormous issue right here.
As I famous on the high, AI’s functionality is rising exponentially whereas its worth drops by an element of 10 every year.
And as companies proceed to embrace AI, demand for data staff will plummet. Particularly if hires are anticipated to tackle a number of roles, which would require AI to assist streamline their workflow.
Simply have a look at how AI is already affecting coding.
A latest research discovered that AI-assisted software program builders boosted productiveness by greater than 25%, with the most important positive factors amongst junior coders.
That is nearly sure to erode the wage premium for knowledgeable builders. It is going to additionally make some jobs redundant.
In any case, novices might quickly have AI do the majority of coding for them.
And that brings us again to Kevin Weil of OpenAI. He simply got here out with a prediction that AI will surpass people in aggressive coding this yr.
A mere two years in the past, software program engineers had been in excessive demand. Many individuals thought coding was one thing that solely very smart folks had been in a position to do.
However what does it say in regards to the worth of human intelligence if AI can all of a sudden code higher than people?
Right here’s My Take
As you possibly can inform, I’m having a little bit of an existential disaster about intelligence.
The optimist in me seems on the decreasing value of intelligence as a boon for humanity.
However I’m additionally a realist.
And as AI turns into cheaper and extra highly effective, evidently the worth of human intelligence in routine data work is quickly diminishing.
Meaning professionals in historically secure fields could possibly be going through an unsure future.
Harvard labor economist Lawrence Katz warns that whereas unemployment amongst school grads isn’t alarmingly excessive but, “it might be within the subsequent six months.”
It makes me surprise what sort of future my younger daughters face. What is going to the job market seem like in 5 years… a decade?
As soon as we obtain synthetic superintelligence, will there even be a labor market in any respect?
All I do know is that the foundations of the sport are altering.
And as AI continues to evolve, the financial worth of human intelligence could also be below risk.
Regards,
Ian KingChief Strategist, Banyan Hill Publishing
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