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Free chapter · Legendary Biographies No. 105

from The Caroline Testimony, a biography of Samuel Benjamin Bankman-Fried

Chapter 1The Stanford Cradle

by Sterling Aldridge · 3,917 words · about 16 minutes

Foreword

For a year and a half I covered Sam Bankman-Fried the way most of the business press covered him: from the outside, in real time, working from the materials he wanted us to have. The podcast appearances. The tweets. The photograph of the beanbag. I understood only later that a good deal of what we called reporting was closer to stenography. He was building the record, and we were transcribing it, and the arrangement suited him precisely because he was better at assembling records than we were at reading them.

Then the company failed, and a different kind of record began to accumulate. Not the record a subject constructs for the people writing about him, but the record the government constructs for the people who will judge him. Spreadsheets subpoenaed rather than volunteered. Private journals entered as exhibits. Testimony given under oath by people who had every incentive to be exact, in a courtroom where the price of the wrong word was measured in years. I had spent eighteen months reading what Bankman-Fried said about himself. Now I could read what the evidence said about him instead. The two documents did not match, and the distance between them is the reason for this book.

I have covered this sector long enough to recognize the type — the founder who is treated as a prophet on the way up and a defendant on the way down, and who is, at both stops, described almost entirely in the wrong language. In real time the crypto boom produced a kind of coverage that mistook velocity for genius and informality for candor. A man who played video games during meetings with senators was read as refreshingly unpretentious rather than as someone who had calculated, correctly, that people who appear not to be paying attention are underestimated, and that people who are underestimated have an advantage. The trial took that advantage away. Under oath, informality is just informality. It stops working.

I expected, going in, to be writing the anatomy of a con — the familiar story of a salesman who knew the whole time that the thing he was selling was empty. That is not what the record gave me. What the sworn testimony and the contemporaneous documents describe is stranger and, I have come to think, worse: a person so thoroughly trained to convert every decision into an expected-value calculation that he appears to have genuinely lost the ability to tell the difference between maximizing a number and stealing eight billion dollars. The fraud was not a departure from his stated values. It was, in a specific and terrible sense, their fullest expression.

I worked from the public record — the trial transcripts and exhibits, the bankruptcy filings, the years of interviews and appearances he gave before the collapse, the memoirs and the press archive that grew up around the case. I did not need private access. That is the peculiar gift the courtroom left behind. A fraud covered in real time is a fog of competing narratives; a fraud reduced to a trial record is a settled account of who took what from whom, and how, and why. The story was no longer being written by the person it was about. For the first time, it could be read straight.

The book takes its title from the witness whose testimony did more than any other to close that account, and who paused for thirty seconds before she could bring herself to point across the room and name the man she had loved. That pause is what this case turns on: the moment the story stopped belonging to the person telling it and passed to the people forced to testify about it. I came to Sam Bankman-Fried as a reporter who thought he had already covered him. I leave him a biographer who understands that I had only ever read the version he wrote.

— Sterling Aldridge, Atlanta

Chapter 1 · The Stanford Cradle

Part I: The Arithmetic of Good


Samuel Benjamin Bankman-Fried was born on March 5, 1992, at Stanford University Medical Center, less than a mile from the office where his father taught tax law and fewer than two miles from the office where his mother taught legal ethics. The proximity was not incidental. The Stanford campus functioned as the organizing geography of his childhood, a closed intellectual ecosystem where the boundaries between home, school, and moral philosophy dissolved into a single, continuous environment of credentialed certainty.

His father, Joseph Bankman, had joined the Stanford Law School faculty in 1989. Bankman was a tax law specialist whose academic work focused on the intersection of behavioral economics and tax compliance, the study of why people cheat on their taxes and what systems might prevent them from doing so. He had earned his J.D. from Yale before entering academia. By the time his son was born, Bankman was already considered one of the leading tax scholars of his generation, publishing in the Stanford Law Review and the Yale Law Journal on subjects ranging from the psychology of tax shelters to the optimal structure of the federal income tax.

His mother, Barbara Fried, arrived at Stanford Law School in 1987. Her academic specialty was utilitarian philosophy applied to law and public policy, specifically, the question of how legal systems should be designed to maximize aggregate human welfare. She had studied at Harvard as an undergraduate and earned her J.D. at Harvard Law School. Her scholarly work challenged libertarian conceptions of personal responsibility and self-ownership, arguing in papers and in her 1998 book The Progressive Assault on Laissez Faire: Robert Hale and the First Law and Economics Movement that the distinction between government intervention and market freedom was philosophically incoherent. Markets, Fried argued, were themselves products of legal choices. There was no neutral baseline. Everything was a policy decision, and the right policy decision was the one that produced the most good for the most people.

This was the intellectual atmosphere of the Bankman-Fried household: two legal academics, both operating at the highest levels of their respective fields, both committed to the proposition that human behavior could be understood through rational analysis, both engaged daily with the question of how institutions should be structured to produce optimal outcomes. The dinner table conversation, as multiple family friends later recall in interviews with journalists, was not small talk. It was argument. It was cost-benefit analysis applied to everything from public policy to what the family ate.

Sam was the older of two sons. His brother, Gabriel Bankman-Fried, born in 1995, later became the director of Guarding Against Pandemics, a political advocacy organization funded by FTX money that lobbied for pandemic preparedness legislation. The brothers grew up on the Stanford campus in a faculty housing unit, surrounded by the children of other professors. The social environment was simultaneously insular and intellectually ambitious, a community where precocity was the norm, where ten-year-olds discussed philosophy, and where the implicit assumption was that the people in this room were smarter than the people outside it.

This assumption proved consequential.


Joe Bankman's academic work on tax compliance contained an insight that became, in retrospect, uncomfortably relevant to his son's career. In a series of papers published in the 1990s and 2000s, Bankman studied the mechanisms by which sophisticated actors exploit gaps in regulatory systems, not through crude evasion, but through complex structures that technically comply with the letter of the law while violating its spirit. His 2004 paper "The Tax Shelter Problem," published in the National Tax Journal, examined how tax shelters used opacity and complexity to transfer wealth from the public treasury to private actors, often with the assistance of major accounting firms and law firms that lent their institutional credibility to the enterprise.

The parallels to what his son later built at FTX are not subtle. The elder Bankman studied, with academic precision, exactly the kind of regulatory arbitrage that the younger Bankman-Fried executed at industrial scale in the cryptocurrency markets. Joe Bankman understood, better than almost anyone in the legal academy, how smart people use complex financial structures to move money in ways that regulators cannot easily track or prevent. His son demonstrated this understanding in practice.

The question of what Joe Bankman knew about FTX's operations, and when he knew it, became a significant legal issue after the collapse. In September 2023, the FTX bankruptcy estate filed a lawsuit against both Joe Bankman and Barbara Fried, alleging that they had "exploited their access and influence within the FTX enterprise to enrich themselves, directly and indirectly, by millions of dollars." The complaint alleged that Joe Bankman had not been a proud father observing from Stanford but had been, at various points, involved in FTX's operations: that he had helped structure aspects of the company's tax arrangements, communicated with FTX employees about corporate matters, and visited the Bahamas compound on multiple occasions. These were the estate's allegations, contested by the Frieds and never adjudicated in court.

Joe Bankman received a $10 million "gift" from his son during FTX's operation, according to the bankruptcy estate's complaint. He also received a property in the Bahamas. He sought and received a $200,000 annual salary from FTX for advisory work. The lawsuit alleged that Bankman was consulted on matters of corporate structure and political donations and had used his position to influence FTX's engagement with regulators.

Barbara Fried's involvement took a different form. In 2019, she co-founded Mind the Gap, a Democratic political fundraising organization that bundled donations from Silicon Valley donors and directed them to Democratic candidates. According to trial testimony and FEC records, Mind the Gap received significant funding connected to FTX and Alameda Research. The exact amounts were disputed, but the bankruptcy estate alleged that Fried's political organization was part of the broader network through which FTX money flowed into the political system.

Both parents denied wrongdoing. In February 2025, the bankruptcy estate settled the suit; the claims against Joe Bankman and Barbara Fried were dismissed without prejudice, with no admission of liability and no court finding on the allegations.


The intellectual framework that Sam Bankman-Fried absorbed in the Stanford faculty housing was not academic. It was, in a specific and measurable sense, the philosophical architecture of his later crimes.

Utilitarianism, as Barbara Fried taught it and as the Bankman-Fried household practiced it, rests on a deceptively simple premise: the morally correct action is the one that produces the greatest good for the greatest number. In academic philosophy, this principle is subject to centuries of refinement, qualification, and critique. In the hands of a mathematically gifted child raised by two people who treated it as the operating system of daily life, it became something else: a calculation engine that could justify almost anything, provided the expected value of the outcome was sufficiently high.

This is not speculation about Sam Bankman-Fried's moral reasoning. It is what he said, repeatedly, in public, before his arrest.

In a widely circulated March 2022 interview with the economist Tyler Cowen, published on Cowen's podcast eight months before FTX's collapse, Bankman-Fried was asked whether he would play a game with a 51 percent chance of doubling the Earth and a 49 percent chance of destroying it entirely. He did not refuse outright. "Well, not necessarily," he answered, before reaching for the St. Petersburg paradox, the idea that one might keep accepting such double-or-nothing bets, in his phrase, "into an enormously valuable existence." Pressed on the logic, he affirmed that a thoroughgoing utilitarian should be risk-neutral with respect to aggregate welfare, willing in principle to gamble everything so long as the expected value of the outcome was positive.

This was not a throwaway remark. It was, as multiple observers noted at the time and in retrospect, a distillation of the moral framework in which Bankman-Fried operated. If the expected value was positive, the bet was correct, regardless of the downside risk. Applied to philanthropy, this logic produces earning-to-give, the effective altruist strategy of making as much money as possible in order to donate it. Applied to financial management, it produces something else entirely: the willingness to bet other people's money on high-risk strategies, justified by the conviction that the expected payoff would eventually fund enough mosquito nets to save more lives than the fraud endangered.

Bankman-Fried appears to have genuinely believed this. The trial evidence suggests not a cynical con artist deploying altruism as cover, but something more disturbing: a person so thoroughly trained in utilitarian calculation that he could not recognize the difference between maximizing expected value and committing fraud.


The neighborhood of Sam Bankman-Fried's childhood was not affluent. It was, in the specific sense that matters for this biography, a place where institutional authority and intellectual certainty were indistinguishable from the physical landscape. The Stanford campus is designed to produce this effect, the sandstone colonnades, the red tile roofs, the careful landscaping that makes an eight-thousand-acre private university feel like a small, self-contained civilization. Growing up inside this environment, as the child of people who helped run it, created a particular relationship to authority: the rules applied to the people outside the gates. Inside, you were the people who made the rules.

This is the class dimension of the Bankman-Fried story that is often understated. Sam Bankman-Fried was not a self-made entrepreneur who rose from nothing. He was not a scrappy outsider who talked his way into the establishment. He was born at the center of one of the most powerful academic institutions in the world, raised by two of its most credentialed members, and educated in an environment that taught him, implicitly and explicitly, that people with sufficient intelligence and the right philosophical framework were entitled to operate by different rules than everyone else.

When Bankman-Fried later told journalists that he didn't care about money, that he planned to give it all away, that he slept on a beanbag and played video games and couldn't be bothered with the trappings of wealth, all of which was true, or at least genuinely performed, he was drawing on a specific cultural tradition. The Stanford professoriate does not display wealth in the manner of Wall Street. It displays indifference to wealth, which is a different kind of status signal, one that communicates: I am above material concerns because my contributions are intellectual and moral, not commercial. This posture of ascetic intelligence, which SBF would later perform to devastating effect in meetings with venture capitalists and regulators, was not something he invented. It was something he grew up inside.


Sam Bankman-Fried attended Crystal Springs Uplands School, a private preparatory school in Hillsborough, California, south of San Francisco. Annual tuition during his enrollment was approximately $25,000. The school's college placement record was exceptional: most graduates attended elite universities. Bankman-Fried was, by multiple accounts, a strong but not extraordinary student, mathematically gifted, engaged in class, but not conspicuously driven in the way that would later characterize his professional life.

He was, however, already developing the interpersonal style that later became his professional signature: a combination of intellectual intensity and deliberate informality that read, to those who encountered it, as either refreshing authenticity or calculated performance. He wore shorts and T-shirts. He spoke quickly, in long, unpunctuated sentences that demonstrated command of complex ideas while simultaneously performing a kind of casual indifference to the act of communication itself. He played video games obsessively. League of Legends would remain a constant through his career, played during meetings, during investor calls, during conversations about matters involving billions of dollars.

The video game habit was not trivial. It was part of a broader behavioral pattern that former classmates and later colleagues described consistently: Bankman-Fried gave the impression of someone whose mind was always elsewhere, always running calculations in the background, always slightly too brilliant for the task at hand. Whether this impression was accurate or performed, whether he was genuinely distracted by deeper thoughts or simply rude, remains a matter of interpretation. What is not a matter of interpretation is that the behavior served a strategic function. People who seem not to be paying attention are underestimated. People who are underestimated have an advantage. Bankman-Fried would exploit this advantage repeatedly.

Bankman-Fried's adolescence also established a peer relationship that would later prove significant. As a teenager, he met Gary Wang, who became FTX's co-founder and chief technology officer and who later testified against him at trial, at Canada/USA Mathcamp, a summer program for mathematically gifted students; the two later became roommates at MIT. That long acquaintance gave Wang a decade-long context for understanding Bankman-Fried's personality and decision-making before the founding of FTX. When Wang testified at trial about conversations in which Bankman-Fried directed the implementation of the "allow negative" backdoor, he was testifying about instructions from someone he had known since they were teenagers, instructions delivered in a communication style, the casual certainty of someone who expected to be obeyed, that Wang recognized from years of acquaintance.

The long personal connection between Bankman-Fried and Wang is one of the biographical details that best illustrates how the FTX enterprise was built on personal relationships that predated professional ones. The inner circle, the people who built the fraud and who were ultimately prosecuted for it, were not strangers who assembled around a business opportunity. They were friends, former colleagues, and, in several cases, romantic partners who had known each other for years before FTX existed. This personal density was both a practical asset, people who know and trust each other can operate with less formal communication overhead, and a structural vulnerability, the same familiarity that enabled rapid decision-making also made it difficult for any member of the inner circle to challenge decisions made by someone they had known since adolescence and had chosen to work for as an adult.


In 2010, Sam Bankman-Fried enrolled at the Massachusetts Institute of Technology. He chose to major in physics, though his true intellectual passion, as he later described it in multiple interviews, was for mathematics and probability theory. MIT was the first environment outside Stanford where he encountered peers of equivalent intellectual ability, and by several accounts, the experience was formative, not because of the coursework, but because of the social network.

The choice of physics as a major was significant in ways that went beyond the obvious: physics was the discipline most closely aligned with the mathematical rigor he sought, and MIT's physics department was among the strongest in the world. More specifically, MIT physics in the early 2010s produced graduates who were recruited aggressively by quantitative trading firms. Jane Street, Two Sigma, Renaissance Technologies, and other elite quant shops targeted MIT physics graduates alongside mathematicians and computer scientists because the training, in particular the emphasis on building simplified models of complex systems and using those models to make predictions, was directly applicable to the work of quantitative trading. Bankman-Fried's physics degree was not merely an intellectual choice. It was the beginning of a pipeline that ran from Cambridge to Wall Street to the cryptocurrency markets.

At MIT, Bankman-Fried encountered the effective altruism movement in its organized, institutional form. He had grown up with utilitarian philosophy as a household value. At MIT, he discovered that this philosophy had been formalized into a movement, complete with organizations, conferences, a canon of texts, and a community of young people who were, like him, intensely focused on the question of how to do the most good in the world.

The effective altruism movement, as it existed in the early 2010s, was centered on a few key ideas. The philosopher Peter Singer, whose 1972 essay "Famine, Affluence, and Morality" is the movement's founding text, argued that affluent people in wealthy nations had a moral obligation to give their surplus income to the most effective charities, those that saved the most lives per dollar. This idea was extended and systematized by a group of young Oxford philosophers, most prominently Will MacAskill, who co-founded the Centre for Effective Altruism in 2012 and published Doing Good Better in 2015.

MacAskill's contribution to effective altruism was the concept of "earning to give", the argument that a person with the talent to earn a high income in finance or technology should do so, even if the work itself was morally neutral or negative, because the money earned could be donated to causes that produced more good than alternative career paths. A Goldman Sachs trader who donated half his salary to malaria prevention, on MacAskill's calculation, saved more lives than a Peace Corps volunteer who spent two years in rural Africa.

This argument was philosophically defensible. It was also, as the FTX collapse eventually demonstrated, a permission structure of extraordinary potency. If earning money was itself a moral act, if making a billion dollars was morally equivalent to saving thousands of lives, provided you donated the money correctly, then the methods by which you earned that money became secondary to the outcome. The utilitarian calculus, taken to its logical extreme, rendered questions of process ethics irrelevant. All that mattered was the result.

Sam Bankman-Fried embraced earning-to-give with what multiple acquaintances described as evangelical intensity. He met Will MacAskill, accounts differ on whether this was during MacAskill's 2012 visit to MIT or through the effective altruism community more broadly, and the encounter was decisive. According to MacAskill's own public account, given before the FTX collapse, he encouraged Bankman-Fried to pursue a career in quantitative trading, where the earning potential was highest, rather than in direct charitable work. The advice was consistent with MacAskill's published philosophy. It was also, as MacAskill later acknowledged in a statement after the FTX collapse, catastrophically wrong in this specific case.


The MIT years also established a pattern that would persist through Bankman-Fried's career: the cultivation of a small, intensely loyal inner circle of people who shared his intellectual framework and his ambitions. At MIT, he formed relationships with several people who would later join him at Alameda Research and FTX. The social dynamics of this group, young, mathematically gifted, immersed in effective altruism, convinced of their own ability to calculate optimal outcomes, replicated, at a smaller scale, the dynamics of the Stanford faculty community in which Bankman-Fried had grown up: a closed system of high-IQ individuals who operated on the assumption that their intelligence entitled them to solve problems that ordinary institutional processes could not.

This was the environment that produced Sam Bankman-Fried. Not poverty. Not deprivation. Not the hunger of the self-made man. The Stanford campus and the MIT campus and the effective altruism community, three overlapping ecosystems of credentialed intelligence that collectively taught him that the smartest person in the room was, by definition, the most ethical person in the room, because ethics was a math problem and he was very good at math.

He graduated from MIT in 2014. He was twenty-two years old. He had a degree in physics, a network of utilitarian true believers, and the unshakeable conviction that maximizing expected value was the highest moral calling available to a human being. He was about to enter a world, quantitative finance, that gave him the tools to act on that conviction at scale.

The results were catastrophic. But the foundation was laid here, in the sandstone corridors and faculty housing of Stanford, in the utilitarian arguments over dinner, in the earning-to-give sermons of Oxford philosophers visiting MIT. The fraud that Sam Bankman-Fried later committed was not a departure from the values he was raised with. It was, in a specific and terrifying sense, their fullest expression.