Capitalism's Autoimmune Disorder

I went back and reread everything I published this year.

It's all the same post.

Per-seat pricing dying. The model moat collapsing. Cloud landlords billing me for broken code. Apple's toll booth getting dismantled by two regulators in one week. Six hundred billion dollars of compute chasing sixty billion of revenue.

Different headlines. One event.

Every post was about AI breaking a different way money gets captured. I was documenting it one mechanism at a time without naming the thing underneath. This post is me naming it.

KB

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The pattern

In February I wrote that the cost of software hit zero. Salesforce charges $300 a seat, and the seat is dying because one person with agents does the work of ten.

In April my Anthropic bill went from $25 a day to $800 a day and I wrote about Cloud Landlords cashing the check whether the code worked or not.

In May, Apple's $10.1 billion App Store toll started coming down. Two regulators, two continents, seven days.

In June the model moat died. In July parity arrived, charged incumbent prices for a few weeks, and promised to open the weights anyway.

Look at what each of those stories actually is.

A scarcity that stopped being scarce.

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Capitalism prices scarcity

Strip capitalism down to the engine and it's a machine for pricing scarce things.

Margin lives where scarcity lives. Skilled labor is scarce, so salaries. Distribution is scarce, so Apple takes 30 points. Frontier intelligence is scarce, so you rent it by the token. Every business model I have ever built on top of is a scarcity with a price tag on it.

AI attacks the scarcest input of all.

Competent cognition.

Not muscle. Machines took muscle a century ago and capitalism absorbed it fine, because the thinking still had to be hired. This time it's the thinking. Reading, writing, coding, deciding. The input every other scarcity was downstream of.

When the scarcest input goes abundant, its price collapses. And everything priced on top of it starts collapsing too. The seat. The toll. The token rent. The salary.

That's not a market correction.

That's the pricing layer itself failing.

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Not oil and water

My first instinct was to call this a fight. AI versus capitalism. Oil and water. Two things that don't mix.

That framing is wrong, and it took me a while to see why.

Oil and water are foreign to each other. AI is not foreign to capitalism. AI is the most capitalist artifact ever built. The largest concentration of private capital in history, deployed by the most valuable companies on earth, all racing for returns.

And the product they ship dissolves the pricing mechanisms their own businesses depend on.

Microsoft put $13 billion into OpenAI. Microsoft's core business is per-seat licenses. The labs burn billions training models, and every release makes intelligence cheaper, which shrinks the token rent they burned the billions to collect. The compute math has been upside down for two years and the spending is still accelerating.

This is not an outside attacker.

This is the system's own output attacking the system's own tissue.

An autoimmune disorder.

And here's what makes it a disorder instead of a decision: nobody can stop. A lab that stops training loses to the lab that doesn't. A company that stops deploying agents loses to the company that doesn't. Every rational, self-interested, textbook-capitalist move accelerates the dissolution.

The immune response is the disease.

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Better or worse

I don't know how this ends. I want to be straight about that, because everyone selling an AI take right now sounds certain, and I'm not.

There are two ways the abundance lands.

One: it reaches everybody. Software costs nothing. One founder builds what used to take fifty employees. The deflation that already hit my industry hits every industry, prices actually fall, and a normal person gets more life per dollar than any generation before them.

Two: the abundance gets fenced. A handful of landlords own the means of cognition, everyone else rents access, and the deflation gets captured as margin before it ever reaches a price tag.

Both futures are live. I can find evidence for each one in the same week of news.

And underneath both sits the question nobody has answered for me.

Capitalism's distribution mechanism is the paycheck. Work flows one way, money flows back. If agents do the work, the paycheck stops carrying money to people. Every replacement anyone proposes is a bigger change to capitalism than anything AI has done yet.

I don't have the answer.

I have a scoreboard.

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The scoreboard

That's what this blog is now. Not a collection of takes. A running ledger on one question: is the abundance reaching people, or is it getting fenced?

The entries write themselves. Where margin actually flows, to labs, landlords, or operators. Whether falling model prices ever show up as falling consumer prices. What happens to wages in the first industries agents fully reach. Whether parity models stay open or close the gate the moment they can charge rent. The K3 weights drop or don't drop on July 27, and that entry gets written either way.

When the evidence moves, I'll say so. I already had to revise the moat post 26 days after writing it. I expect this thesis to take the same beating, and I'd rather update in public than be quietly wrong.

Capitalism built the thing that's dissolving its own pricing layer, with its own money, at full speed, and it can't stop.

I'm keeping score.