Big Mistakes · ch 4 of 16
Genius's Limits
A fund run by Nobel laureates blew up because huge leverage met a rare event their models ignored.
The rule for your portfolio
Never take leverage a once-in-a-decade shock can wipe out; models always understate tail risk.
The tallest tower in the class
Picture a boy named Rohan who wants to build the tallest tower of wooden blocks the class has ever seen. He runs out of his own blocks quickly, so he does a clever thing: he borrows blocks from every friend in the room. With everyone's blocks stacked on top of his own, his tower shoots up past the desks, past the window, almost to the ceiling. The whole class claps. Every minute it stands, more people gather to admire it, and Rohan feels like the smartest builder alive.
Here is the thing about a tower that tall. On a calm, still day it stands perfectly fine, and Rohan looks like a genius. But a tower that tall has a secret weakness that a short, stubby tower does not have: it only takes a tiny push to bring the whole thing down. A short tower can be bumped, knocked, even shoved, and it just wobbles. The tall tower only needs one small gust from a door swinging open - a puff of air that a short tower would never even feel - and the entire thing crashes to the floor. And because most of those blocks were borrowed, when it falls Rohan doesn't just lose his own few blocks. He now owes everyone in the class their blocks back, and they're scattered and broken all over the room.
That, in one picture, is the whole idea of this chapter. There is a way of investing where very, very clever people build a tower so tall - using borrowed money instead of borrowed blocks - that it earns claps every single day it stands. And then one small gust that nobody thought mattered knocks it flat, and because the money was borrowed, they don't just lose what they had; they lose everything and owe more besides.
Why the cleverest builders still fell
Now, the surprising part - the part that makes this chapter worth reading twice - is who built the tallest tower in real life.
You might think a disaster like this only happens to reckless people who don't know what they're doing. But the most famous version of this story happened to some of the cleverest money-people who have ever lived. In the 1990s, a fund in America called Long-Term Capital Management was run by a team that included two men who had actually won the Nobel Prize - the highest award in the world - for their work on how markets behave. These were not gamblers. These were the people who wrote the rules everyone else studied. They understood numbers the way a chess grandmaster understands a chessboard.
And their fund still collapsed. In 1998, after a stretch of trouble in world markets that included the country of Russia failing to pay back its debts, their giant tower fell over almost all at once. It had to be rescued so its fall wouldn't knock other things down with it. These are neutral, well-recorded facts of history, and I'm not telling you this to judge anyone - I'm telling you because it teaches something you must never forget.
Here it is: being brilliant did not save them. If anything, being brilliant is what let them build the tower so dangerously tall in the first place. They were so sure their calculations were right that they borrowed enormous amounts to make their small, clever bets huge. Their cleverness was real. But cleverness is a skill for the calm days. It has almost no power on the one wild day when the gust finally comes. On that day, the only thing that decides whether you survive is not how smart you were - it's how tall you let your tower get.
So two people can make the same mistake, and the loss is completely different. A person who is a bit foolish but borrowed nothing loses a little when things go wrong and lives to try again. A genius who borrowed a mountain loses everything on the very same bad day. This chapter is about that gap - why the borrowing, not the brains, is what decides who walks away.
And notice something almost unfair about it. Being clever actually made the danger worse, not better. A less clever person would have been nervous, unsure their bets were right, and that nervousness would have kept their tower short. The geniuses had no such fear - they were certain their calculations were correct, and certainty is exactly what gives a person the confidence to borrow to the sky. So their gift didn't protect them from the trap; it walked them straight into it, with their heads held high. That's the quiet warning hiding in this whole story: the very thing that makes you feel safe enough to take a huge risk is often the thing that makes the risk deadly.
What borrowing money actually does
Let's slow right down and understand the machine at the centre of this, because once you see how it works, the whole disaster becomes obvious.
The grown-up word for "building bigger with borrowed money" is leverage. A lever is that simple machine you already know - a long stick over a small stone that lets a small child lift a heavy rock. A small push on one end becomes a big lift on the other. Borrowed money works the exact same way on your gains and losses. It takes whatever happens - good or bad - and makes it bigger.
Here's the machine in plain numbers. Suppose you have ₹50,000 of your own. If you buy something with just that, and it goes up 10%, you make ₹5,000. Nice, but small. Now suppose you borrow another ₹4,50,000 and buy ₹5,00,000 worth of the same thing. If it goes up 10%, you now make ₹50,000 - because you're getting the gain on the whole five lakh, not just your fifty thousand. You still only put in ₹50,000 of your own, so a ₹50,000 gain feels like you doubled your money. That's the magic that makes borrowing so tempting. It makes an ordinary result look like genius.
But look carefully at the machine, because it has no idea which way it's pointing. A lever that lifts a heavy rock upward will just as happily slam it downward. Borrowing magnifies your losses by the exact same amount it magnifies your gains. If that ₹5,00,000 falls 10% instead of rising, you lose ₹50,000 - and that ₹50,000 was your entire own stake. A move of just 10% - the kind of move that happens all the time - has wiped you out completely, while a person who used only their own money simply lost ₹5,000 and shrugged. The higher you stretch the lever, the smaller the push it takes to knock you to zero. This is the whole secret of the tall tower, written in rupees.
Watch it happen: the wonderful year
Let's put a real person and real rupees in front of this machine and watch it feel like a triumph - because that's how the trap always starts. illustrative
Meet Aman. He has saved ₹50,000. He notices that a certain kind of investment tends to drift up slowly and steadily, a few percent at a time, almost boringly reliably. On his own ₹50,000, a 4% year would earn him ₹2,000 - pocket change. That feels too slow. So Aman finds a way to borrow ₹4,50,000 on top of his own money, giving him ₹5,00,000 to put to work. He is now standing on a tower ten times taller than his own money could build.
The first year is beautiful. His investment drifts up 4%, exactly as he expected. But 4% of ₹5,00,000 is ₹20,000 - and against his own ₹50,000 stake, that's a stunning 40% gain in a single year. Aman is thrilled. His friends who invested only their own money made a dull ₹2,000; Aman made ₹20,000 doing the "same" thing. He starts to feel like he has discovered a secret the slow, cautious people are too timid to use. He does it again the next year, and the next, and each calm year the claps get louder. His borrowing looks less like a danger and more like a stroke of brilliance.
And here is the quiet poison in those good years: they teach Aman the wrong lesson. Every calm year that passes makes him more certain that borrowing big is smart, and less afraid of the day it might not be. He isn't being punished for his risk - he's being rewarded for it, over and over, which is the most dangerous thing that can happen to a person. The tower has stood for three years, so he stops seeing it as tall. He starts to think of it as safe. Nothing in his experience is warning him, because the gust hasn't come yet. That's precisely what makes it a trap: it pays you generously right up until the moment it takes everything back.
Watch it happen: the ordinary bad day
Now let's roll the tape forward to a perfectly ordinary bad patch - not a once-in-history catastrophe, just a normal wobble of the kind markets have several times a decade - and watch the same machine run in reverse. illustrative
In the fourth year, Aman's investment does something completely unremarkable: it falls 10%. That's it. Not a crash, not the end of the world - the sort of dip that happens all the time and that patient investors barely notice. A person holding only their own ₹50,000 would lose ₹5,000, be left with ₹45,000, sigh, and wait for it to come back.
But Aman isn't holding ₹50,000. He's holding ₹5,00,000, of which ₹4,50,000 is borrowed. A 10% fall on ₹5,00,000 is a loss of ₹50,000 - and ₹50,000 is everything he owns. His entire stake is gone, erased by a dip so small the newspapers barely mention it. And it gets worse, because the person who lent him the money doesn't wait around politely. The moment Aman's own cushion runs thin, the lender demands their money back now, forcing Aman to sell at the worst possible moment, locking in the loss with no chance of waiting for a recovery. If the fall had been 12% instead of 10%, Aman wouldn't just be at zero - he'd owe ₹10,000 he doesn't have.
Sit with how lopsided this is. The very same 10% move earned a shrug from the unleveraged investor and total ruin for Aman. He did nothing differently in the bad year than in the good years - same investment, same strategy, same cleverness. The only thing that changed was the weather, and the tower he had built was so tall that ordinary weather was enough to flatten it.
Let me lay the two of them side by side, because the honest scoreboard is the whole lesson in miniature. The patient investor put in ₹50,000, rode a 10% fall down to ₹45,000, and is still fully in the game - free to wait, free to buy more cheaply, free to let the years do their slow work. Aman put in the same ₹50,000, took the same fall, and is at zero, forced out at the bottom by a lender who wouldn't wait. Same starting money, same event, same market. One of them had a slightly annoying month; the other's entire savings ceased to exist. Every single rupee of that difference came from one choice made before the bad day ever arrived - the choice of how much to borrow. That is why this decision matters so much more than any clever call about what to buy: it's the one that quietly decides whether a normal bad day is a bruise or a burial.
Why the wild day comes more often than the model says
Now we have to answer a fair question. The very clever people who build these towers aren't blind - they calculate the odds of a bad day before they build. So how do the calculations let them down so badly?
The answer is one of the most important ideas in all of investing, so let's build it carefully. When clever people measure how much a market bounces around, they usually assume it behaves like most things in nature - like the heights of people in a class, say. Most children are close to the average height; a few are quite tall or quite short; and someone twice the average height essentially never appears. If you drew it, you'd get a gentle hill shape - fat in the middle, and thin, thin, vanishing tails at the edges. This shape is so common that the models quietly assume markets follow it too. In that shape, a truly huge move is so rare it's basically treated as impossible.
But markets are not shaped like the heights of children. Markets have what are called fat tails. That means the giant, extreme moves - the ones the gentle hill says should almost never happen - actually happen far, far more often than the model expects. A "once in ten thousand years" move by the model's reckoning turns out to show up every decade or two in real life. The edges of the market's shape aren't thin and vanishing; they're thick and full of surprises. And it is precisely out there, in those fat tails, that the wild-day gust lives.
Do you see the deadly combination now? The clever builders use a model that says "a move big enough to topple our tower happens about once in ten thousand years - safe to ignore." So they build the tower as tall as that assumption allows, which is very tall. But the real world hands out that "impossible" move every decade or so. They didn't just make a small error in their sums. They built their entire tower on the one part of the map that was drawn most wrongly.
The deeper cut: a fund of geniuses
Let's build the fullest version now, so you can feel exactly how the towers of the cleverest funds actually work, using a composite picture - my own illustrative numbers, not any real fund's books. illustrative
Imagine a fund run by the smartest people you can picture. Their strategy is genuinely clever, and it's this: they hunt for tiny mistakes in prices. Two things that should cost almost exactly the same are, for a moment, priced a little differently - say one is worth ₹100 and the other ₹100.30 when they ought to match. The fund buys the cheap one and sells the dear one, and pockets that 30 paise when the gap closes. It's real, it's reliable, and it's almost boringly safe on any ordinary day. The only problem is that 30 paise is tiny. On ₹1,000 crore of the fund's own money, collecting these little gaps might earn a dull, unexciting return.
So - and here is the whole story in one move - they make the tiny bet enormous with borrowing. They take their ₹1,000 crore of real money and borrow enough to control ₹25,000 crore of these little bets. That's a tower twenty-five times taller than their own money. Now each 30-paise gap, multiplied across ₹25,000 crore, adds up to a fortune, and the fund earns spectacular returns year after calm year. The cleverest people in the world are being proven right every single day. Who could argue with them?
But run the machine backwards, as the real world eventually always does. On a rare, turbulent day - the kind that lives in the fat tail, the kind a famous 1998 upheaval in world markets actually delivered - those little price gaps don't close as expected. Instead they lurch wider, all at once, everywhere. Suppose the fund's giant pile of bets moves just 4% against them. Four percent sounds survivable, ordinary even. But 4% of ₹25,000 crore is ₹1,000 crore - and ₹1,000 crore was the fund's entire own money. The whole thing is gone, in a move that a person betting only their own money would have shrugged off as a bad week.
And there's a cruel final twist that makes it worse than the arithmetic alone. When a huge borrowed fund starts to fall, its lenders panic and demand their money back, forcing the fund to sell its bets in a hurry. But everyone in the same trouble is selling the same things at the same moment, which pushes the prices even further the wrong way, which triggers even more panic and more forced selling. The fall feeds on itself. The clever strategy that quietly earned 30 paise a thousand times over gives it all back, and then the borrowed mountain besides, in a matter of days. The genius of the calm years bought them nothing on the wild one - and this is exactly what happened to that real Nobel-laureate fund in 1998, told here with my own composite numbers.
Where people trip up
The slip almost never feels like recklessness in the moment. It feels like being smart with a sure thing. That's what makes it so dangerous.
Here's the shape of it. You find a strategy that really does work on ordinary days - something reliable, boring, almost certain. Because it's so reliable, borrowing to make it bigger feels not risky but obvious: why earn a little from a sure thing when you could earn a lot? Every calm month that passes seems to prove you right and quietly invites you to borrow even more. The reliability of the good days is the exact bait that lures people onto giant leverage, because a bet that "can't lose" seems like the safest possible thing to magnify. And then the fat-tail day arrives - the day your "sure thing" wasn't - and the magnifier that made your gains huge makes your loss total.
Where this idea can mislead you
Now the honest corners, because even this lesson can be twisted into a wrong one.
First, "borrowing is dangerous" does not mean "all borrowing is evil" or "never use it at all." A family taking a sensible home loan they can comfortably repay, or a good business borrowing a modest amount to build a new factory, is not building a doomed tower. The poison isn't borrowing itself - it's borrowing so much that an ordinary bad day can wipe you out. A short, stubby amount of borrowing that you could survive a big shock on is a tool. It only becomes the tower in this chapter when the amount is so large that survival depends on the weather staying calm. The lesson is about how much, not whether.
Second, don't walk away thinking the answer is "just be even cleverer - build a better model that predicts the gust." That's the very mistake the geniuses made. The problem was never that their model was a bit inaccurate and needed sharpening. The problem is that the wild day is, by its nature, the one you didn't see coming, in a way you didn't expect - so no model, however brilliant, can be trusted to have it covered. The safe response isn't a smarter forecast of the storm; it's building a tower short enough that you survive a storm you failed to forecast. Safety comes from the height of your tower, not the sharpness of your prediction.
Third, notice the quiet flip side: because these funds pay so beautifully during the calm years, refusing to join them feels foolish for a long time. The cautious person who won't borrow big will underperform the bold one year after year, and will be called timid, slow, left-behind - right up until the single day the verdict arrives. So the limit of the idea is really a limit on your patience: you have to be willing to look wrong for a long stretch in exchange for still being standing when the gust comes. That's hard, and the good years are designed to wear your resolve down. But the whole point is that the scoreboard that matters is the one taken after the storm, not during the calm.
Carry forward
- Borrowing is a lever: it magnifies your losses exactly as much as your gains, so a tower built with borrowed money can be flattened by an ordinary push that a short tower would never even feel. The taller the tower, the smaller the gust that topples it.
- The wild day comes far more often than the models say, because markets have fat tails - the "impossible" giant move actually shows up every decade or two, out in the exact region the clever calculations drew most wrongly. A long run of calm years is not proof of safety; it's just the storm not having arrived yet.
- Brilliance is no shield against ruin. The cleverest people who ever managed money still blew up, because their cleverness let them build the tallest, most fragile tower - and once you're wiped out, there's nothing left to be clever with.
like a boy whose ceiling-high tower of borrowed blocks stood proudly for days and then collapsed at one small gust - owing everyone their blocks back - an investor who borrows heavily to magnify a "sure thing" wins claps through the calm years and loses everything on the one wild day that the fat tails always eventually deliver; so never build a tower an ordinary push can flatten, because being brilliant protects the calm days but only being hard to topple protects your life.