Skip to content
Quotes.

Leopold Aschenbrenner quote, Jun 4, 2024

Founder, Situational Awareness LP · Jun 4, 2024 · Essay, Situational Awareness IIIa: Racing to the Trillion-Dollar Cluster

White-collar workers are paid tens of trillions of dollars in wages annually worldwide; a drop-in remote worker that automates even a fraction of white-collar/cognitive jobs (imagine, say, a truly automated AI coder) would pay for the trillion-dollar cluster.

Primary source

Words found on the source page on Sep 25, 2026.

More from Leopold Aschenbrenner

Quote
But right now, there are perhaps a few hundred people, most of them in San Francisco and the AI labs, that have situational awareness. Through whatever peculiar forces of fate, I have found myself amongst them.Jun 4, 2024· Essay
By 28/29 the intelligence explosion will be underway; by 2030, we will have summoned superintelligence, in all its power and might.Jun 4, 2024· Essay
By the early 2030s, the entirety of the US arsenal (like it or not, the bedrock of global peace and security) will probably be obsolete.Jun 4, 2024· Essay
Do we really want the infrastructure for the Manhattan Project to be controlled by some capricious Middle Eastern dictatorship?Jun 4, 2024· Essay
Hundreds of millions of AGIs could automate AI research, compressing a decade of algorithmic progress (5+ OOMs) into ≤1 year.Jun 4, 2024· Essay
I make the following claim: it is strikingly plausible that by 2027, models will be able to do the work of an AI researcher/engineer.Jun 4, 2024· Essay
Over the past year, the talk of the town has shifted from $10 billion compute clusters to $100 billion clusters to trillion-dollar clusters.Jun 4, 2024· Essay
The trillion-dollar, 100GW cluster alone would require ~20% of current US electricity generation in 6 years; together with large inference capacity, demand will be multiples higher.Jun 4, 2024· Essay
Ultimately, my main claim here is descriptive: whether we like it or not, superintelligence won’t look like an SF startup, and in some way will be primarily in the domain of national security.Jun 4, 2024· Essay

On the same topics

Quote
But the right tail of the market is thinner than almost anyone forecast.Tomasz TunguzSep 23, 2026· Post
Demand for intelligence is not a pyramid with a small, wealthy peak paying for everything beneath it.Tomasz TunguzSep 23, 2026· Post
Most business AI use is the messy middle: multi-step workflows that need a smart enough model at a price a company can afford. It is the most important part of the market today, & it is where the competition is fiercest.Tomasz TunguzSep 23, 2026· Post
If the top U.S. labs have to give up on what is supposed to be really important, they will look very “catchable.” The policy creates a big incentive for some other parts of the world to invest a lot more in compute.Tyler CowenSep 22, 2026· Post
A world with sufficient compute is one where intelligence is a commodity, and in commodity markets margin comes from a superior cost structure, which I would expect the leading model providers to have, in part because they have a meaningful lead in scaling and can apply superior AI to their infrastructure.Ben ThompsonSep 21, 2026· Post
Pure capability no longer translates directly into a moat.Ben ThompsonSep 21, 2026· Post
About this quote
Said by
Leopold Aschenbrenner, Founder, Situational Awareness LP
Where
Situational Awareness IIIa: Racing to the Trillion-Dollar Cluster
Topics
Compute, Work, Economics
Company
Situational Awareness
Source
situational-awareness.ai/racing-to-the-trillion-dollar-cluster/

A quote is one moment, not the whole argument. Read it in context at the source.

Sources: the primary source linked on each quote, checked weekly. A quote is one moment; read the source. Logos via logo.dev; trademarks belong to their owners.

New quotes by email

Fridays, only in weeks with new on-the-record quotes from data and AI leaders.

Double opt-in. Unsubscribe any time.