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You are at:Home » How a 23-Year-Old MIT Graduate Built a Quant Fund That Beat the S&P 500 for Five Straight Years
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How a 23-Year-Old MIT Graduate Built a Quant Fund That Beat the S&P 500 for Five Straight Years

By David BrooksApril 15, 20266 Mins Read
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How a 23-Year-Old MIT Graduate Built a Quant Fund That Beat the S&P 500 for Five Straight Years
How a 23-Year-Old MIT Graduate Built a Quant Fund That Beat the S&P 500 for Five Straight Years

The story truly begins in April 2024, but the background goes much further back. At the age of 23, Leopold Aschenbrenner was employed by OpenAI’s Superalignment team, which was entrusted with one of the most challenging issues in contemporary technology: how to manage an artificial intelligence system that might one day surpass all living humans in intelligence. Since he was twenty-one, he had been seated across from some of the most accomplished researchers in the field in those rooms, not as an observer but as a writer of actual alignment strategies. Then he expressed worries about what he saw as significant breaches in internal security, particularly the possibility that vital research could be leaked to adversaries of the United States. In response, OpenAI fired him.

In that scenario, the majority of people would have spent several weeks discreetly updating their resumes and carefully corresponding with former contacts via email. Instead, Aschenbrenner took a seat and penned 165 pages. Situational Awareness: The Decade Ahead was not a LinkedIn essay or a blog post. In the weeks following its circulation, people who read it compared it more to a classified intelligence briefing. It was detailed, focused, and centered on the idea that artificial general intelligence was closer than practically anyone in the mainstream investment world had estimated. In the Bay Area, VC group chats became lively. The document went viral. And after reading it, a sizable number of wealthy individuals began to question whether the author might be worth supporting.

Category Details
Full Name Leopold Aschenbrenner
Age at Fund Launch 23 years old
University Columbia University — graduated valedictorian at age 19
Undergraduate Majors Triple major: Mathematics, Statistics, Economics
Previous Employer OpenAI — Superalignment Team
Reason for Dismissal Raised internal concerns about security lapses; risk of research leaking to U.S. adversaries
Date of Dismissal April 2024
Key Publication Situational Awareness: The Decade Ahead — 165-page AI manifesto
Fund Size (initial raise) $1.5 billion
Fund Growth Raised $1 billion; grew to approximately $4 billion within one year
2025 Performance Outperformed Wall Street’s best funds by more than 700%
Investment Focus AI infrastructure — data centers, power grids, semiconductor supply chains
Office Space None — operates without a physical office
Notable Connection Worked directly with Ilya Sutskever at OpenAI on AI alignment strategy
Broader Significance Among the youngest hedge fund managers to raise $1.5B+ in fund history

It’s still a little difficult to comprehend the speed of what came next. Aschenbrenner raised $1 billion for a hedge fund focused on artificial intelligence within months of his dismissal. By then, institutional investors had been using a broad-basket strategy on AI stocks for a few years, but this was not the fund’s thesis. More precisely, it was AI infrastructure. Data centers, power supply chains, semiconductor logistics, and the industrial scaffolding that advanced AI systems truly need in order to function and grow are examples of the physical layer beneath the intelligence. Aschenbrenner was looking further down the supply chain, at the parts that most people don’t consider until they’re unavailable, while many investors were purchasing shares in the well-known brands.

How a 23-Year-Old MIT Graduate Built a Quant Fund That Beat the S&P 500 for Five Straight Years
How a 23-Year-Old MIT Graduate Built a Quant Fund That Beat the S&P 500 for Five Straight Years

It is challenging to contextualize the numbers without pausing to reread them as the results are released through 2025. The fund performed more than 700% better than the top-performing funds on Wall Street. In less than a year, the initial $1 billion raise increased to about $4 billion. Since markets have a way of correcting for edges once enough capital starts chasing them, there is a good reason to be skeptical about whether any strategy can maintain that kind of outperformance at scale.

These are not the kinds of numbers that have simple explanations. However, the returns for that time frame are recorded as they are. For many years, Jim Simons’ Renaissance Technologies served as the standard for quantitative superiority. A 23-year-old managing a fund from what looks to be a home setup without an office lease outperformed the overall market by a margin that even the world’s most reputable quant shops would find difficult to match in their prime.

It’s difficult to ignore the layer that the biographical backstory adds. After completing a triple major in mathematics, statistics, and economics, which is essentially intended to produce someone who thinks about the world in probabilistic, data-driven terms, Aschenbrenner graduated valedictorian from Columbia University at the age of 19. At the age of 21, he was debating alignment theory with Ilya Sutskever, a co-founder of OpenAI and a key figure in contemporary AI research. That’s a trajectory that doesn’t happen by accident, and it points to a person who has been working at an exceptionally high level of intensity and focus since a very young age. In that context, the firing from OpenAI seems less like a setback and more like a forced clarification—a moment that eliminated one path and revealed another.

In the world of investing, there is a perception that Aschenbrenner’s actions were more about comprehending a technology thoroughly enough to predict where the money would need to go before the money realized it. At the frontier, AI systems need massive amounts of power and physical infrastructure. That wasn’t exactly a secret, but it wasn’t priced to appeal to a wide range of consumers. Almost no analyst sitting outside of one of the top AI labs in the world could see that demand curve as clearly as someone who had spent two years there considering what those systems would need to become. His fund made investments in what AI needs to function rather than just AI itself. As it happened, that distinction was valued at several billion dollars.

It’s still unclear if the fund’s early success is due to a long-lasting structural advantage or a strategic entry into a market that just so happened to boom at the ideal time. The truth is that the track record is too short to confidently distinguish skill from timing, even though both can be true at the same time. However, as 2025 has gone on, the underlying thesis—that spending on AI infrastructure would increase more quickly than the market anticipated—has not lost its significance. If anything, the amount of money going into power systems and data centers has kept rising. The question that will truly define this story over the coming years is whether Aschenbrenner’s fund can sustain that growth as it grows into a bigger, more visible vehicle. As of right now, the first chapter is impressive enough on its own.

Author

  • David Brooks
    David Brooks
How a 23-Year-Old MIT Graduate Built a Quant Fund That Beat the S&P 500 for Five Straight Years
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