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AI's Coming Reality Check: When The Physics Finally Hits The Hype
International Man ^ | 05/31/2026 | Chris MacIntosh

Posted on 05/31/2026 9:23:43 PM PDT by SeekAndFind

In five years, we’ll all likely be chuckling and shaking our heads over AI. Because today, the tech feels free and limitless, doesn’t it?

People are generating endless content: images, videos, memes, code snippets, social posts. Companies are bolting AI onto products by default, the way every Fortune 500 company suddenly discovered they were “sustainable” five years ago.

There’s much deliberation on AI right now, and it splits into two main camps of thesis:

What interests us is something more boring. Physics. Because here’s the thing: AI isn’t free.

Every token represents electricity. Something your average developer, product manager, user, or investor gives precisely zero thought to.

Electricity means power plants, transmission lines, grid infrastructure — yes. It also means hot sheds; capital-intensive data centres and all the equipment, cooling systems, and real estate that go with them. Real things. Physical things.

We are surrounded by hype without consideration for the physics.

Right now, there’s a disconnect between the physical cost of this technology and the price users pay for it.

That gap is being covered by Wall Street, venture capital, pension funds, hyperscaler balance sheets, and strategic spending on “growth” (a word which here means “losses we’ve chosen to rebrand”).

The question is: what happens when that gap closes?

Scenario 1: The Industry Matures

No outright collapse, but financial discipline arrives. A novel concept in Silicon Valley. Low-value usage disappears first. “AI slop” dies because the people generating junk stop when it costs them actual money. Turns out nobody’s willing to pay real dollars to have a chatbot write their LinkedIn thought leadership posts. Tragic.

Serious users — those deriving profit or genuine productivity gains — remain. Growth slows but doesn’t stop. GPU upgrade cycles stretch from two years to three or five or seven. Valuations compress. The froth comes off but the infrastructure remains important.

The boardroom shifts from “infinite logarithmic growth” to “focus only on what’s profitable.” Less bubble burst, more long, slow leak of disappointment. A bit like ESG.

Scenario 2: Energy as the Arbiter

Now overlay structurally higher energy prices. You know, the thing everyone was told wouldn’t matter because we’d all be running on solar and unicorn farts by now. If power becomes materially more expensive while capital markets tighten simultaneously, the economics get a lot harder.

Inference costs rise. Training LLMs gets hella more expensive. Shareholders start feeling like they’re holding the next NFT apes. Spending slows sharply. Many AI firms disappear. Hyperscalers pull back, maybe with taxpayer assistance (they are, after all, strategically important to those in power — funny how that works).

GPU cycles extend further. Seven-plus years between major upgrades becomes normal outside the top tier. Markets correct hard. Confidence takes a long time to rebuild.

This is not the end of AI, but a reset. Users will fondly remember the “good old days” when it was free. When one could generate a movie scene and post on X about how they just ended a billion-dollar production company’s business model. Peak delusion makes for great content.

Scenario 3: AI Actually Delivers

There is also the upside case, though we admit it’s included here much like a “minority” conspicuously placed on a corporate board — a box-ticking exercise.

In this scenario, AI meaningfully increases productivity across enterprises. It reduces costs durably. It embeds itself in everything from coding to logistics to research. The sentient toaster.

Higher energy prices don’t kill demand because efficiency gains outweigh them. Hardware cycles remain short. Today’s valuations look justified in hindsight and Jensen Huang’s leather jacket gets its own wing at the Smithsonian.

For anyone familiar with us, you’ll know we think this is the most unlikely scenario. And yet it’s by far the consensus view. Which, if you’ve been paying attention to consensus views over the past decade (“inflation is transitory,” “ESG is the future,” “commercial real estate is fine”) should tell you something.

The gap between expectations and likely reality remains wide open. For Insider members, you’re familiar with the portfolio positioning and Nasdaq hedge.

What Really Matters

The key variable isn’t whether AI is impressive or useful (it is). The key variable is whether AI becomes a true profit engine or remains a subsidised cost centre dressed up in a hoodie and a TED talk.

If profitable and productivity-enhancing, current valuations are justified and the gravy train keeps chugging. If it remains mostly hype layered over weak economics, spending contracts, hardware cycles extend, and we could have an absolute humdinger of an economic “event.”

A ten-year stagnation would require something extreme: demand dropping significantly, hyperscalers becoming hyposcalers, capital markets wanting nothing to do with AI, and energy remaining expensive — all at once. Stranger things have happened. Just ask anyone who bought Peloton at $170.

Almost 50 years of history show this eventually reverts to the mean… and the pendulum swings the other way.

* * *


TOPICS: Computers/Internet; Science; Society
KEYWORDS: ai; limitations; physics

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1 posted on 05/31/2026 9:23:43 PM PDT by SeekAndFind
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To: SeekAndFind
62 square mile data centers.

What's not to love?

https://x.com/i/grok/share/ed1eca94664a4b61ab756a2aecb4f03f

2 posted on 05/31/2026 9:47:29 PM PDT by E. Pluribus Unum (If it ain't fun, you ain't doin' it right.)
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To: E. Pluribus Unum

And anybody who opposes I’m wary is a communist China collaborator. How convenient.


3 posted on 05/31/2026 10:04:50 PM PDT by Sequoyah101 (Opinions and belly buttons, everybody has one and they get to show them if they want to.)
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To: SeekAndFind
The big players like Microsoft have advised staff to cut back on AI using multiple agent workflows. That approach burns a lot of tokens. Tokens cost real money. How much? The kids burned nearly the entire budget for the year on tokens consumed by multiple agent runs using Claude. They have been directed to use just Claude CLI. The drunken multi-agent parties have exhausted the company resources.

The push to build data centers omits the lead time to stand up power, water, heat mitigation, sound mitigation, networking and actual server frames. The GPU/RAM/NVMe storage has been hoarded ahead of the build out. Much of that hardware will be aging out technically before it is ever powered on to generate revenue. The data center is technically obsolete before it can go online.

4 posted on 05/31/2026 10:22:28 PM PDT by Myrddin
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To: SeekAndFind

Im already bored with it. I don’t think its going to be what is being hyped.


5 posted on 05/31/2026 10:45:08 PM PDT by Georgia Girl 2 (The only purpose of a pistol is to fight your way back to the rifle you should never have dropped)
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To: Georgia Girl 2
"Im already bored with it. I don’t think its going to be what is being hyped."

I'm thinking the same thing about bulldozers, which is why I'm putting all my $$ on ditch-digging.

6 posted on 05/31/2026 11:03:03 PM PDT by The Duke (Not without incident)
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To: Georgia Girl 2

Depends on what a person or company is using it for. Some can and do spend a million dollars a day or more - but they are using advanced models with a lot of calculations. Molecular biology, coding, real time monitoring of a decentralized environment, movie making etc will burn a lot of tokens because it is running a lot of heavy, or constant, calculations. The cost for the biggest “power” users has only been going up this last year. For us regular folk the free or the $20 a month plans work just fine. But those are not the best models and the tasks are simple.

I find it helpful for several things in my line so I pay $20 just so it doesn’t time me out. And it remembers an entire conversation so I have ongoing threads where I ask for feedback, take it to the real world, then tell it the results the next day, and what I need, and it gives me relevant feedback. I’ve got several weeks-long conversations going back and forth until I get it right.

Next I will start tinkering with images and video and see what agents may be useful to me. It’s much more complicated and complex and may need to switch to a different AI for those. I’m not much into video or imagery but do need it so I’ll dabble and see what it can do. Oh I also had it redesign some web pages for me. I pasted in the code and told it what I wanted changed and it gave me new code. Worked perfectly. So it can be useful depending what your needs are. These are simple tasks. I’m sure large enterprises are doing way more difficult tasks AND/OR have many thousands of employees using it thus running up a massive bill.


7 posted on 05/31/2026 11:12:31 PM PDT by monkeyshine (live and let live is dead)
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To: SeekAndFind

Here’s an idea... Go back to school and get a plumbing certificate, or an electrician’s certificate, or an HVAC certificate, learn how to lay a floor, or become a masonry worker... These are the jobs that will still be there in the future.

If you work with computers or as an office clerk... You’re looking at an unemployment line that will only get longer and longer.


8 posted on 05/31/2026 11:40:48 PM PDT by jerod (Nazis were essentially Socialist in Hugo Boss uniforms... Get over it!)
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To: SeekAndFind

Bflr.


9 posted on 06/01/2026 12:01:39 AM PDT by Prince of Space (I cannot hate the media enough!)
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To: SeekAndFind

I think Elon will keep Grok free far longer than the others. Its part of his brand. What I fear is Grok being overloaded by hundreds of millions of Hindus and other 3rd world clown acts.

All that AI slop that has in invaded You Tube? Half comes from India as they try to make a few bucks a day from it. They use free online AI tools. But they can build an AI computer that can churn You-Tube slop locally. About $2000.


10 posted on 06/01/2026 12:26:52 AM PDT by dennisw (Qatarlson the Insufferable blowhard. There is no limit to human stupidity. |||||||||||||||||||||||||)
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To: SeekAndFind

bfl


11 posted on 06/01/2026 1:57:46 AM PDT by ClearCase_guy
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To: SeekAndFind

Accept AI for what it is becoming: The World’s Greatest Excuse!

Not only will it be the excuse for Execs to lay off thousands, it will be the excuse for every late transaction, every fowled up shipment, probably every late homework assignment.

“AI did it. The AI didn’t ship your product. The AI lost your transaction.”

Mark my words.


12 posted on 06/01/2026 3:44:12 AM PDT by MMusson ( )
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To: sauropod

.


13 posted on 06/01/2026 4:08:17 AM PDT by sauropod
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To: SeekAndFind

Real AI will need to run without electrical power plants and be based on a biological matter otherwise it will always be dependent.


14 posted on 06/01/2026 4:09:36 AM PDT by maddog55 (The only thing systemic in America is the left's hatred of it! I want lower taxes.)
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To: SeekAndFind

Let them build as many as they want, however, the must be powered by green energy and can only used recycled water.


15 posted on 06/01/2026 5:04:24 AM PDT by Keyhopper (Indians had bad immigration laws)
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To: Sequoyah101

IF YOU LIVED ON A WELL IN A RURAL AREA & DATA CENTERS WERE GETTING ALLOWANCES OF 9 TIMES YOUR WATER ALLOWANCE-—YOU WOULD HAVE A DIFFERENT THOUGHT & PICTURE.

IF YOU WERE RETIRED & HAD ABOUT 99% OF YOUR NET WORTH IN YOUR PROPERTY VALUE & IT WOULD PLUMMET TO ZERO WITHOUT WATER-—YOU MIGHT HAVE ANOTHER THOUGHT.

CREATE POWER??? TO SOME EXTENT, YES-—

CREATE WATER????? IN AREAS ALREADY ARID & CALLED “DESERTS”-—NOT SO MUCH. THE MORE ARID -—THE MORE A TARGET OF DATA CENTERS.

IF COUNTY CANNOT COLLECT TAXES FOR THE USUAL VALUE OF PROPERTY-—THEN ENTIRE COUNTY BUDGET IS IN SHAMBLES.

CANNOT SELL THE REAL ESTATE WITHOUT WELL PRODUCING WATER

REAL ESTATE VALUES PLUMMET

MORTGAGE COMPANIES WILL CEASE LOANING PURCHASE MONEY

SCHOOLS WILL FAIL

BUSINESSES WILL FAIL

R E AGENTS WILL NOT HAVE INCOMES

WHERE WILL THE INFLUX OF THOUSANDS OF DATA CENTER WORKERS LIVE??? NO WATER MEANS NO WATER-—FOR ANYONE.

EXACTLY HOW MANY “DATA CENTERS” ARE NEEDED, ANYWAY???

MY VALLEY COMMUNITY IS ABOUT 5500 -—MOSTLY RETIRED.

SUDDENLY-—2,000 DATA CENTER EMPLOYEES ARE NEEDED???

WE ARE RETIRED -—BUT NOT SEEKING A JOB WE ARE NOT QUALIFIED FOR & THOSE EMPLOYEES WILL ALSO NOT HAVE WATER AT THEIR HOMES....IF THEY HAVE CASH TO BUY, BECAUSE MONEY LENDERS WILL BALK.

THERE ARE FAR MORE ATTACHED PROBLEMS THAN BENEFITS FROM DATA CENTERS.


16 posted on 06/01/2026 5:34:23 AM PDT by ridesthemiles (not giving up on TRUMP---EVER)
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To: Myrddin

WHAT IS THE LIFE OF A “SERVER” & HOW MUCH OF THAT CAN BE RECYCLED?

OR IS THIS ALL ANOTHER VERSION OF WINDMILL BLADES & SOLAR PANELS-—NOT RECYCLABLE???


17 posted on 06/01/2026 5:37:06 AM PDT by ridesthemiles (not giving up on TRUMP---EVER)
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To: SeekAndFind

...The key variable is whether AI becomes a true profit engine or remains a subsidised cost centre dressed up in a hoodie and a TED talk....

Sounds like the perfect new toy for gubmints big and small


18 posted on 06/01/2026 5:37:19 AM PDT by Steven Tyler
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To: SeekAndFind

low cost energy
https://tae.com/tae-technologies-ukaea-advance-development-of-core-fusion-technology/

We’re not there yet


19 posted on 06/01/2026 5:45:34 AM PDT by Steven Tyler
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To: SeekAndFind

So where does quantum computing fit within these scenarios? It doesn’t look like it’s there at all.


20 posted on 06/01/2026 6:43:38 AM PDT by Carry_Okie (The tree of liberty needs a rope.)
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