Yale Model Simulation: AGI Will Eliminate the Middle Class

Yale University's latest mathematical economics model has torn open the most terrifying truth of the AGI era:

AGI will completely wipe out the middle class.

In the future, wages will no longer depend on your diploma and seniority, but will be strictly determined by the $2 of electricity and GPU compute needed to replace you.

Brothers, this is not some alarmist sci-fi prophecy; it is the mathematical deduction of the middle class's endgame from a peer-reviewed paper. Through a peer-reviewed macroeconomics model paper, Yale University, using extremely rigorous mathematical deduction, has shredded the last safety net that the modern middle class relies on to survive.

It does not speak in general terms about "whose jobs AI will take," but coldly demonstrates an irreversible economic death sentence: In the endgame where artificial general intelligence is fully rolled out, the contribution rate of human labor to economic growth will, mathematically, directly approach zero.

Over the past two hundred years, the decent lives of all middle classes in modern society have been built on an unbreakable underlying formula: You use decades of educational investment to obtain the scarcity of professional skills, and then use the 8 hours you sell every day to take your labor compensation from society's total pie.

Human capital is the core engine that drives the flywheel of wealth in human civilization.

But this paper points out a subversive fault line in capital substitution: When true AGI arrives, what determines your salary will no longer be an elite diploma, industry experience, or your cost of living; your labor value will be strictly anchored to "the GPU compute and electricity cost required to replicate your output in the cloud."

If an agent running in a data center only needs to burn $2 of electricity and hardware depreciation to complete a full day of your work, then on the pure microeconomic scales, the upper limit of your labor value is nailed firmly at $2.

The model deduces an even more chilling macroeconomic contrast: Even if tomorrow 50% of the world's human labor force simply lay flat and went on strike, global GDP would not fall by even a single percentage point.

On the contrary, the overall economic scale would keep racing upward at an even more exaggerated exponential rate.

Because in the new productivity loop dominated by algorithms, semiconductors, and clean energy, the fragile carbon-based flesh has long become the least efficient and most failure-prone source of frictional drag on the entire production line.

This is not a conventional industrial structural transformation, but a complete wholesale replacement of the asset attributes of the entire human society.

The entire civilization is irreversibly defecting from the old world that relied on human capital to a new continent built entirely on "computational capital."

Once your mental output can be simulated by silicon wafers in a row of server racks at extremely low marginal cost, your bargaining leverage in the economic system is uprooted.

In the past, machines worked for humans, and humans enjoyed the premium and dignity brought by labor.

In the future, silicon wafers will completely take over the economic system, and humans are being legally and elegantly squeezed out of the door of wealth distribution by the productivity tools they created with their own hands.

So everyone, stop believing that selling time alone can buy intergenerational wealth.

When the market pricing of labor is taken over by electricity meters and graphics cards, those who cannot convert their assets into compute, energy, or scarce means of production

will, in the mathematical sense, be reduced to impoverished middle class under the new economic system.