you have only
to

ESCAPE

THE PERMANENT UNDERCLASS

ESCAPE

Estimate last updated 3 hours ago

THE PERMANENT UNDERCLASS

Why

AGI is coming, fast.

Most jobs will be eliminated.

Those displaced will depend on UBI with low odds of generating wealth or moving upwards. This is known as the "permanent underclass".

The only known escape route is owning a piece of the cake before this happens.

Signal feed

Dario Amodei profile photo
Dario Amodei

CEO of Anthropic

"AI could wipe out half of all entry-level white-collar jobs and spike unemployment to 10-20% in the next one to five years... an unemployed or very-low-wage 'underclass.'"
Dario Amodei profile photo
Dario Amodei

CEO of Anthropic

"We might be 6 to 12 months away."
Andrew Yang profile photo
Andrew Yang @AndrewYang

Founder of the Forward Party

"It's becoming increasingly clear that AI is going to kick millions of knowledge workers to the curb and our political class won't do a damn thing while our way of life gets changed forever."

Framed as a near-term political failure case: rapid labor displacement without structural relief.

Sam Altman profile photo
Sam Altman @sama

CEO of OpenAI

"It was amazing to watch how much faster we were able to ship 5.3-Codex by using 5.3-Codex, and for sure this is a sign of things to come."
Matt Shumer profile photo
Matt Shumer @mattshumer_

AI entrepreneur

"Think back to February 2020. If you were paying close attention, you might have noticed a few people talking about a virus spreading overseas. But most of us weren't paying close attention. The stock market was doing great, your kids were in school, you were going to restaurants and shaking hands and planning trips. If someone told you they were stockpiling toilet paper you would have thought they'd been spending too much time on a weird corner of the internet..."
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iruletheworldmo @iruletheworldmo

AI observer

this is absolutely insane, just look at the progress from gemini 3 deepthink... if you can't see what's happening, and what's coming this year there's very little i can say. but it's about to hit you like a truck.
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Beeple profile photo
Beeple @beeple

Digital artist

PERMANENT UNDERCLASS
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source: Grok 4.1 with 237 datapoints

Next

What can YOU do?

Short, practical moves to stay ahead.

Finance

Start saving money

We don't know what's coming, so build up savings and avoid new debt. Don't assume your income will remain intact.

Coping

Do not dismiss this

The most common reaction is dismissing. It's called normalcy bias. But the worst thing you could do for yourself right now is trying to convince yourself this is just a fad that will eventually pass. You need to ACT.

Equity

Invest + get a slice of the pie

Accumulate equity and assets that benefit from AI-driven growth. This can mean investing in AI companies or creating your own.

Practice

Pay for the best models available

Pay for the top-tier AI models, avoid default model settings.

Embrace

Start applying AI to YOUR work

Don't play with AI. Treat it like a coworker. Delegate entire REAL tasks to it. Start with the task that consumes most of your week.

Advantage

Stay adaptable

We don't know what the future looks like, but we do know only those who adapt fast survive.