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Howard Marks Ai Debt Vs Equity And The Next 40 Years Of Investing Nikhil Kamath

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TITLE: Howard Marks: AI, Debt vs Equity & The Next 40 Years Of Investing | Nikhil Kamath | People by WTF CHANNEL: Nikhil Kamath DATE: 2026-05-04 ---TRANSCRIPT--- Mhm. Could you also say that indexation and ETFs have taken over because the markets have been in an uptrend. My answer is that indexation has taken over as it has not because it’s so good but because active management was so bad cuz a lot of the distressed bonds that you are in is the chance of a downside zero. So I’ll give you a little bit of a background. So most of these are like conversations.

Most of the interviews that we do are conversations. They’re fairly free flowing and the audience we cater to are entrepreneurs of Indian origin who are around the age of 25 to 30. Everyone’s looking to invest in the market, trade the market, start a business, building something from the bottom up. So we are speaking to them. So most of today is around that. Can we start with a little bit about you and uh how your own journey began from Queens to Wall Street maybe like a how do you describe your story in your words, your story, your origin story? Well, um, you know, I was born in Queens, New York, as you know, one of the what one of what are called the outer burrows. Uh, middle class upbringing. Uh, neither parent uh went to college. Um, but my father was a very intelligent man and and and an accountant and I think he did his job well. And so we lived a uh comfortable middle class uh existence. Um I went to the public schools of New York at a time when you could get a good education in the public schools of New York. Uh and I think I got one uh and uh oddly enough u ended up taking courses in business law and then accounting in high school. Mhm. and really connected with accounting, with the orderliness and the symmetry. Uh it it it just clicked for me. So I decided to go to uh uh business school. I applied to Wharton as the best business school for undergraduates in America. Uh I was told I wouldn’t get in, but I did. Uh went to Wharton as an accounting student, switched my major to finance. Mhm. Uh uh then went on to get a an MBA in in accounting from the University of Chicago Business School. Uh and uh between years of business school, I had a job in the investment research department of City Bank, liked it, went back. That that’s my that’s my background. Is Wharton, would you say, still one of the better schools? No, I think it’s I I I I have no reason to believe it’s not still the best undergraduate business school. There are other good graduate schools. Uh that are uh uh very competitive with Wharton. Um I’m not I’m no expert. I’m going to say that a hundred times on this tape. Uh but uh I believe that Wharton is still the best undergraduate business school. And you studied Japanese literature at Wharton? Yes. Uh when I went to Wharton, uh there were two very enlightened requirements. Mhm. You had to have uh a semester of the literature of a foreign country and you had to have a non-b businessiness concentration, what we call a minor, right? And you know the the wonks would take stat or economics or polyide. What are the wonks? Wonks. Yeah. Oh, you know people who just think about making money. Okay. Or or or or just think about numbers and business. Uh but for my uh literature requirement for some reason I don’t remember I took Japanese studies. Uh Japanese literature. uh uh per I think perhaps it was the uh exoticism. Mhm. Uh and I just fell in love with it. Uh and so I ended up taking a second semester of Japanese literature and then two semesters of Japanese civilization, then one semester of Japanese art. And what did that teach you? Well, it taught me a lot. uh uh but the main thing I’ve carried away have been some aspects of the Japanese uh philosophy. Mhm. Uh the most important one, the most relevant one is something called mujo. Mhm. Uh which uh literally means the turning of the wheel of the law. And what it means in in everyday life is it means the inevitability of change. That change is uh inevitable, unpredictable and uncontrollable. and that we have to accommodate to it and make the most of it rather than think we can control it. Should one expect it? One should. It’s inevitable. Yes, of course. One should expect change. One should not expect a specific change because it’s unpredictable. I once read somewhere that a western man if it rains for 5 days will expect it to rain on the 6th. Whereas a East Asian person say Japanese for example if it rains for 5 days will expect no rain on the 6th because the pendulum like you say swings back to the mean. Is that culturally true? Uh I have no reason to know. I don’t know. uh but uh what I would say is if if the probability of rain is let’s say 5050 Mhm. If some people think five days of rain means the six will rain. Mhm. Because of continuation of trend and some people think five days of rain means that it won’t rain the next day because the rain has all been used up. What I think is on the sixth day it’s 50/50. The previous days do not matter for the sixth day. Well, I mean, and in weather that may not be precisely true, but but I’m a big believer in in the independence of events. And I think that that’s what mujo is about, independence of events. So you know if you flip 10 a coin 10 times better example coin than rain because rain there are some physical properties that work but uh if you flip a coin 10 times and you get 10 heads the probability of heads on the 11th flip is still 50/50 because the because the trials are independent. Do you believe in game theory in game theory? Uh well, I believe that uh I believe that uh it you can strategize and you can uh figure out uh which action has the highest expected payoff. Mhm. Or the highest maximum potential payoff or the least probability of a really bad payoff. Mhm. And you can perhaps even strategize about what your uh opponent is going to do. Mhm. I I believe in strategy. I don’t know if that’s exactly the same as game theory, but I I think um I think that you know uh I as I’ve suggested in my comments so far, what I really don’t believe in is predictions and uh I believe that u given human nature and the uh dislike for ambiguity. Uh people pursue uh predictions so that they can understand what world they’re going to be operating in and and deal with it accordingly. Uh and if they do this to excess, then they theorize about a world uh they’ll be operating in uh which is not as likely to obtain as they think which means that their predictions can be misleading. Mhm. And um about 20 odd years ago I wrote a memo called you can predict you can’t predict you can prepare and that’s really the essence and that that you can tell that that comes directly from the understanding of mujo um we can’t predict the future we can’t control the future but we can prepare for the future. Now that raises an interesting contradiction in terms if you can’t predict what the future will be, how can you prepare for it? And the answer is you can prepare for a future which is unpredictable. So you can uh in investing you can put together a portfolio rather than one that will produce maximum success if a certain future unfolds. You can put together a portfolio which will do fine if several any of several futures unfold and not too terribly if a bunch of other futures unfold. Now you can’t prepare simultaneously for the uh positive tale and the negative tale. Mhm. If you if you prepare for a a total disaster, then you’re unprepared for a great future. If you prepare for enormous success and you’re going to maximize your outcome should this success unfold, then you’re probably totally unprepared for a very negative. But you can prepare if you if you uh suboptimize for a number of possible outcomes in the middle of the probability distribution. Isn’t that a bit contrarian to the coin example? You said if you toss a coin and it comes heads 10 times. Yes. And I toss it the 11th time, you still expect the odds to be 50/50. So I can’t look at past data to predict the future or prepare for the future. Then how do I prepare? I I think that the I think that the uh the difference is that the coin tosses are independent. The result of the preceding coin tosses has no impact on the next one. Mhm. That’s not true in the areas I work in. Mhm. Uh most importantly, uh history, the things that have happened so far and people’s reaction to history have semi-predictable implications for the future. Not history, but people’s reactions of it. Well, not history itself as much. I mean, if you if you knew history, but but but well, but but but I mean, history is the history of what people did and what people did in the past by itself has implications for the things that will unfold tomorrow and next month and next year. So in a way are you saying the psychology of people mass mentality in a manner remains the same and that can be modeled for more so than events can be. Well of course events are largely the things that people do which is largely the result of their psychology. But I do think that that events in the future are somewhat predictable because be because the implications of past behavior are somewhat predictable and future behavior is somewhat predictable. The things that have happened, for example, in the economy and the markets are likely to induce certain behavior in the future. And you can know a little bit about that. And but when when the history and the past behavior has been extreme, the ability to infer from that rises. In other words, I wrote a book about uh cycles and that’s the one where I refer to my experience traveling in India and uh cycles are induced primarily by behavior by you know uh uh the upcycle is exaggerating overgeneralizing the upcycle that there’s a trend line. Let’s say it’s GDP growth. Mhm. There’s a trend line. But sometimes uh the economy grows more than that. Why? Largely, I think because of optimism. Because uh people are optimistic. So they spend a lot of money. Producers are optimistic about demand for their product. So they build new factories and hire labor and buy machinery. And the sum of these things produces a period of above trend growth. Mhm. But then when producers have more than prepared for the coming growth and consumers have been sated by consumption, then the then things will ease off and maybe it results in a period of below average growth. So, uh you know, I I wrote the book uh I was about twothirds through writing the book and I’ve been studying cycles for almost 60 years now, living through cycles. And uh I said to myself, just why do we have cycles? Why doesn’t GDP if if the average growth in GDP is two, why isn’t it always two? Why is it three or four or one or zero or minus one? uh and the answer is excesses and corrections and then you go to a negative which is an excess and then it corrects back to the trend line. So rather than thinking of cycles as ups and downs which I think most people do think of them as excesses and corrections excesses and corrections fluctuations around the trend line. I mean, this is most easily seen in in in the stock market. For example, you look at the S&P 500. The S&P 500 has returned about 10% a year on average for the last 100 years. But the constituents of the S&P have changed many times in that period. But the but the average rate of return doesn’t change. Average rate of return. I don’t know about the S&P. I know in India the indexes. I’m a stock investor. That’s my full-time job. Yes. We have returned about 11% over the last couple of decades, but we have depreciation of currency which is about 4 5% a year. So I’m assuming the S&P would have returned 6% if you were to ask me to wager a guess. But I don’t think it’s a fair benchmark because the companies in the S&P like the indexes back home change by virtue of market cap. They do. But my point is that the S&P, however constituted, has returned an average of 10% a year for the last 100 years, but um not steadily. Mhm. In the ‘9s, it returned 20% a year and in the as it returned zero per year. So certainly not steady. And not only is that an interesting phenomenon to think about, but even more so, the fact that the return on the S&P, which averages 10, is almost never between 8 and 12. This is a very interesting datam. Uh uh why is it that the norm is not the average greed and fear excess and correction excess of optimism correction excess of p pessimism can I ask you a small digression in a question if humans were no longer in the picture yes and AI models are trading in the market would 10% be 10% every year because there would be no optimism and pessimism. Uh this is another of those times when I’m going to say I’m not smart enough to know. It stands to reason that it would if America if if we programmed AI to find the elements and expect uh the patterns that produced success in the past and left it alone. And since we’re told AI does not have greed or fear or optimism or pessimism, you would think that that the returns would be uh steadier. I think it makes it makes sense to think that. I heard your interview a year ago with Nikolai from the Norwegian Sovereign Fund. He’s a friend of mine. And when he asked you where are we in the cycle, you said somewhere near the middle. Well, I think that was two years ago. Okay. Yes. Where are we now? Um, well, we’re guess what? It’s two years later. Mhm. That’s the only thing I know for sure. But uh I believe that if I so I believe that interview was April of uh 20 4 and the market continued upward from April 24 through I think it’s fair to say January of 26. So another uh 21 months took it considerably higher. Um and uh of course the uh the economy people when you look at the economy people think of the age of the recovery. So the rec economic recovery is two years older. The the the bull market in stocks went on another almost two years. So um I would I would say that the uh you see it it first of all as to the economy it’s very very hard to date or talk about the age of this cycle because we had the pandemic where we did something unique. We closed the world economy to produce the spread to reduce the spread of the disease and so that interfered with the normal workings and it according to the people who make these decisions it produced a recession. It was in a very unusual recession because it was only one quarter. I always thought an a recession was two quarters of negative GDP growth. Uh and of course it didn’t occur for the normal reason of excess optimism leading to a correction. It was man-made. Mhm. And was readily corrected. So the second quarter of 2020 was the worst quarter in the history of the world uh for for us for GDP uh and then the third quarter was the best. Mhm. So was it really a recession in the in the functional terms of determining cyclicality uh or or just some noise? Uh and can I ask another question here? I would say GDP if I were to consider it the total produce going into the economy and consumers consume as much as we can. I could argue that a recession is truly when there is more production in an economy and the consumption is organically lesser. So do you think GDP is a good benchmark to figure out when there is a recession or not? Because the consumers went away then artificially. Well, I think it’s I think um I think your definition of recession isn’t isn’t right because what you said was uh there’s more production but that’s not less consumption. Less consumption that is that’s the main element of of of a recession in my opinion. Uh manufacturers are always happy to produce goods to meet demand. The recession means primarily a reduction of demand. So that which which discourages manufacturers from producing and the reduced production is really what causes the recession. Fewer people are at work uh etc. Fewer goods are produced and consumed. So in the p pandemic production went down but the demand for consumption did not actually go down but just that the markets were shut for a period of time cuz when they opened people really consumed. Well I mean yes the the underlying demand didn’t go down but people I mean uh in the sense that people would have liked to have parties. They just weren’t allowed to have parties. So the demand, the psychological demand for a party was there, but the economic demand for rental halls and bands and food and uh party dresses and things like that uh didn’t exist. Uh so that’s that. So, but this is why I say that the GDP was kind of artificially depressed uh by a decision of government really. So, so when we say that how old is this recovery? Was that a real recession? If that was a recession, then this recovery is now 6 years old. If that wasn’t a recession, 28 years old, this then this recovery is 17 years old, which is the longest in history is 10 years. Why 17? Because the last recession was in ‘09. So it’s 17 years since then. But can you just tie recessions and cycles down to tenure time? You can’t. And that’s one of the reasons why I don’t believe in predictions. But there seems to be a norm. Mhm. Uh we always said that the average was eight years. Mhm. For a for a recovery and in the 2010s uh it went on for 10 plus years. So we called that the longest in history. So, so and and and normally if we have a recession uh in year one X, we don’t expect another recession two years later because recovery goes on for some period of years which seems to average eight. I can’t explain why. I don’t think anybody can tell you why. Maybe maybe the answer is on average eight years is long enough from the last one to prevent to permit the next one. Uh but uh so I don’t believe you can you know somebody I wrote the book about cycles and and somebody in England said oh no these aren’t cycles because they’re not predictable you know cycles like radio waves or sine waves or or or something like that these are predictable and and I think that uh patterns in the in the in the real world the non non-scientific non- mechanical world uh certainly aren’t regular, but they do occur ups and downs. They do it predictably, but not necessarily predictable in time or predictable in uh amplitude, but they certainly occur predictably. So, if I can bring you back Howard to the question, what question is so long ago? Where are we in the cycle now? Well, I think I think that the uh the recovery is uh I think it’s uh it’s gone on a good while and u it’s uh it’s not nent, it’s not adolescent. Uh it’s but it’s also not uh uh geriatric. I think it’s in middle age. uh and and I think I think the US economy, if that’s what you’re talking about, is healthy and and doing quite well. Uh if if the thing that preages a a downturn is excesses to the upside, you don’t find too many of those. You know, uh when I go to a city, I I look for construction cranes in the sky to tell me if there’s a building boom. Most booms are followed at some point by busts. I don’t see it in most of our cities. Uh I don’t see uh inventories growing. Uh inventory growth is in in inventories grow for two reasons. In times of uh weak consumption because people don’t buy the things that manufacturers produce. In times of of of strong consumption, uh, inventories grow because manufacturers amp up production to get ahead of some anticipated surge in demand and those often pre preage downturns when they turn out not to be warranted. I don’t see that in some sectors. Do you? Well, I mean, maybe I I don’t I don’t look at the data finely enough to tell you that. In AI, maybe. Pardon me. in AI maybe. Uh well, of course, we don’t talk about inventory in AI, but there’s certainly a boom in capital investment for AI. One could say hardware, energy, compute is inventory. Yeah. Well, I mean, look, there’s massive construction of infrastructure for AI, much like buildings. Yes. Yes. Yes, that’s right. That that well, that is that is the area that’s booming in our economy. And uh I need uh people who know more about AI than me to tell me whether it’s going to bust. You know, the question is is all of this or is some of this construction unwarranted? Um uh I don’t think anybody can tell us that. We do know we certainly know that it is an area of of uh of boom. How do you stay so sharp Howard at your age? like I have watched a whole bunch of your interviews and read a lot of what you have written over the years as a stock market investor all my life. Uh I think there’s so much I can learn from you. But how do you stay this sharp today? Well, I don’t think I don’t I mean I’m lucky I have genetically Well, I I think I’m I think I’m very lucky genetically. Okay. Yes. because uh my dad lived to 101 and he was quite sharp at the end. Mhm. Uh and uh you know uh we all face a decline at some point in time and the only question is when does it start and and and at what rate does it progress and uh you know you look at uh Warren Buffett, Charlie Mer some of my uh role models and friends and uh you know they were or are uh sharp in their mid 90s and late 90s. So, it’s just a I mean I didn’t when you say how do you stay sharp? I don’t go to the gym and work. Well, I do do a lot of puzzles and I read and I read in fields that are not my fields. I you know I I’m still trying to gain knowledge and broaden myself and uh I guess I make some effort to uh to uh plow new ground and the question is when do you stop doing that? At what age? But you know I my last two memos uh I hope your audience knows about the memos. Yeah. But the I wrote one December 9th and one I think February 25th uh um about AI and I had to do a lot of learning. You changed your mind on AI as I changed my mind. But first I first I uh challenged my mind and uh you know I had uh for the second one in particular I had a extensive conversation with Claude and and and and learned a great deal. Um and uh you know it was very exciting to be plowing new ground at almost 80. Um, and do you think it could be ambition and hunger? Well, it it’s it’s it’s it’s it is definitely a hunger. It’s a hunger to learn and to stay relevant and uh and to stay stimulated. Uh when you say ambition, that that usually starts with dollar signs. Not necessarily. Yes. Well, it’s it’s an ambition to stay relevant and and uh and to to use your terminology to stay sharp rather than start to atrophy. I think staying relevant is the core ambition of everyone. The dollar is a means that people pick in the beginning, not at the end maybe. Well, I think I think that most ambition starts with the dollar sign. In enlightened cases, it transitions to non-dollar. Not every case. Now, you know, there are people are different. You can’t Mark Twain, I think it was, uh said uh all generalizations are flawed, including including this one. But you can’t generalize. Uh like you say very well, I heard you speak about the role luck plays in our life. Would you say enlightened or lucky? The ones who transition. Uh well, now now you’re really getting deep because now you’re talking about uh determinism uh versus uh intention. Um and I think there are some of both. Uh I mean some people kind of I I mean these things are hard to parse Nquille and but some people I think transition naturally and as they grow maybe they become wiser and they start to understand uh that that there are things that are more important than money or uh let’s say things that are important in addition to money and so they do it. Let’s say that naturally, not intentionally. Mhm. I imagine there are people who do it intentionally. People who uh go to the mountain and meditate and think about it and conclude, you know what, I really should change my focus at this point in my life. Have you a to have you been able to ever pull that off? Like I’ve been fascinated with the idea of going to a mountain and arriving at some kind of evolutionary thought in my mind which makes me actively transition into something. Have you been able to touch that? Well, I I I I haven’t physically gone to the mountain, but I I think the key uh I’ve done I’ve written the first pages of a book. Mh. Uh, I think the I think the the the key to all of this, to all of life, is to behave thoughtfully with your mind engaged. Not just uh let the river take you, but give thought to what’s going on, why is it going on, what does it mean, why did it happen, what does it imply for me, what should I do about it? And uh it’s the that’s that is I think going through life with your eyes open. Uh and that’s how you can intentionally get to a higher stage in life by doing that. And and the the the uh the image that comes back to me is the image of whether you let the river take you or whether you uh try to figure out a a better place to get to and then try to get there. Maybe once or twice in my life I have felt like I could see the river. See the river? The river. Yes. Can you actively? Um I I think at this stage I I I am able to think about this progression constructively. When I think about my early decades, not years, decades, and I think about uh you know what I did from let’s say I would say from the beginning of let’s say high school. Mhm. 1960. Mhm. until starting Oak Tree in in 95. Mhm. So that 35 year period which took me up to age uh let’s say 49. I was a drift. I did not make proactive decisions. I let the river take me. I’m very lucky that it took me to some good places. Mhm. in in in several different aspects of life, but I don’t consider when I look at my behavior, I don’t consider it thoughtful or intentional. And so I’m just lucky that I got to a good place despite my own inattention. Uh I think that um starting Oak Tree was the biggest and maybe first I thing I really did with intention and uh I and I’ve tried to be more intentional since then. But when I look back and I describe uh how I selected my career, how I selected my first job, how I decided to go to graduate school uh u and and uh h and and and how I transitioned from from the the equities department uh to the bond world uh in 1978 in time to uh in time to have the benefit of the uh birth of Hayo Bonds, it was all happen stance, serendipity, coincidence, uh passivity, you know, I I I was not making intentional decisions in that period. What changed? How did you become intentional from being unintentional when you began oak tree? Because other pe people can maybe learn from it. Maybe I can learn how to catch it. Well, the easy answer is that my wife pushed me uh uh to to uh think about it more and to uh independently start oak tree. My partner Bruce Kh uh uh and I did it together. He he so his participation uh encouraged mine but that that required a proactive decision. Uh you know uh the the biggest change I made before that professionally was moving from City Bank to TCW in ’ 85. They approached me. Mhm. That was not proactive on my part. Not the act of starting oak tree but from being a drift the river to seeing the river. Well, I think I think uh once I made the decision to participate in the uh starting of oak tree, I I couldn’t drift anymore because now I was uh the person leading oak tree. I had to make uh proactive decisions. I mean, it became my job. Uh and uh and maybe I maybe I warmed to it. Uh maybe having made the proactive decision to start Oak Tree and having done it, maybe I said, “Hey, this is this is good. I think I I think that I maybe I like leadership.” And leadership is by definition proactive. is it’s it seems like an oxymoron to say he led passively. Those two words are in opposition. So I think that I think that uh thank God I I rose to the occasion and and left TCW with Bruce and and my other partners to start. And then I think that it was I don’t I don’t think I ever said, “Well, now I’m going to start taking control of my life. Now I’m going to start acting intentionally. Now I’m going to become a leader.” I just think it was inescapable. That’s very interesting because it sounds like you’re saying entrepreneurship and taking risk can trigger the riding the river to seeing the river. Some people are driven entrepreneurially. I think that entrepreneurship is the epitome of intentionality. It’s it’s taking the bull by the horns as we say proactively. So I think the entrepreneur naturally innately does the opposite of drifting down the river. Um and u my inclination was not entrepreneurial, you know. Uh I I uh I liked most of what I was doing at TCW. Uh but uh with uh with encouragement from Bruce Kh and my wife and with a little encouragement from TCW to leave in terms of how I thought I was treated, my inertia was overcome. That’s what I would describe. You know, it wasn’t a proactive decision. Hey, let’s let’s get going. It was the unlikely overcoming of my innate inertia. It’s a very different story. It could be like a chicken and egg thing. Oh, it’s very chicken and egg. Yes. But but uh I think the important thing is for the purposes of your audience that my departure from TCW did not start with an entrepreneurial spirit. And some people I know I know people who you know who were entrepre I mean uh you know always dreamed of making a lot of money always dreamed of running their own business chafed at being an employee had to get out and start their own. That that that was never descriptive of me. So I kind of I I kind of uh did something that you might call entrepreneurial uh despite myself is the way I would describe it rather than because of my uh innate drive. So Howard, my job for 20 years has been that of a stock investor. Mhm. You’ve been a debt person almost all your life. Why would you be in an asset class which has finite upside and the downside I guess is finite because in most cases it’s zero versus equity where you could have exponential upside. Well, that’s a great question and uh I I haven’t really been asked that question much in the past. My answer may take a while. Settle in. Yeah. Uh the the question as you pose it is an interesting question. if you assume rationality and objectivity, but that ignores personal, let’s say, kinks. So, I’ll return to that. But first of all, my decision to move from I I spent nine years in the equity department. So, it wasn’t really at the very beginning. It felt like a long time. But my decision to move from the equity department in ’ 69 to to the bond department in 78 was not my decision. And it it it it uh it wasn’t because I figured out it would be better for me. Uh the the the the city bank I joined in September of ’ 69 was an investor in what was called the Nifty50. Mhm. The 50 supposedly best and fastest growing companies in America. companies where nothing bad could ever happen. There was no price too high for the stock. And if you bought those stocks the day I got to work in September 69, if you held them tenaciously for for five years, you lost about 95% of your money. 95%. Because for many of them, something did go wrong. And for all of them, the price was too high. The PE ratios, as I recall, were mostly between 60 and 90. So it was a and and so that was a real disaster for the people who invested in the nifty50 which was most of the money center banks and I was uh director of research by the mid70s. So I was part of the process and we hired a new CIO who wanted to have a new head of research and uh I helped him hire my successor and then he said what do you want to do next? I said I don’t know I could do this I could do that. Typically I didn’t think it over very much or or assess my strengths and weaknesses very well. and he said, “I’d like you to move to the bond department and start a convertible bond fund.” Because he had come from a place that had a had one and it was very successful and we didn’t have one. And I said, “Yes.” So that was the extent of my intentionality, which is almost non-existent. It was, you know, and and I say now, and it may be an exaggeration, but I was lucky I didn’t get fired. Uh but American companies gave pretty much lifetime employment at that time. Anyway, so so number one, my move to to the bond department was not voluntary other than I could have said no. Uh uh but number two, you talk about the fact that bonds have capped upside and some downside from default. Certainly true. But it fit me because I was brought up to be very conservative. My parents were adults during the depression. Now, your parents probably weren’t alive during the depression or and most people I know who are old, their parents were children during the depression. My parents were adults during the depression, which meant when I grew up, what did I hear? Don’t put all your eggs in one basket. Save for a rainy day, avoid risk, etc. So I think Indian Indian parents live through pseudo socialism in the country. Mhm. Similar. Yeah. Not as bad. Yeah. Yeah. But but um see you as as a stock guy look at bonds and say no upside some downside. I say predictable outcome which is achieved almost every time. Is that true though cuz a lot of the distressed bonds that you are in which have fairly high coupons is the chance of a downside zero? I said almost every time. And you know uh uh first of all uh so as I said I moved to the bond department in 78 uh May of

  1. In a August of 78 I got the phone call that changed my life from the head of the bond department who said there’s some guy in California named Milin or something who deals in something called high yield bonds. Do you think you can figure out what that is? Because a client had asked for a portfolio. Junk Bonds.

Pardon me. Junk Bonds. Milkin. Michael Milkin. Junk Bonds. Yeah. Junk Bonds. So, so I said, “Yes.” Mhm. I can do it. And that put me here today, 48 years later. Um but but um so I I if you’ve read Malcolm Gladwell Outliers, you know the importance of right time, right place. I was in the right place at the right time. I was in that put me in high yield bonds at the beginning of the high yield bond movement. I’ve met Michael Milin and because he got unlucky later in life, it couldn’t have just been right place, right time because it didn’t go that way for him for a period of time. Well, that’s right. But, uh, things in his existence conspired to produce a bad result for a while. Uh, but not for me. I got there at the beginning. the the what Malcolm Gladwell’s book is really about, Nquille, is about it’s great to be at the front of the line. That’s really what it’s about. He talks about demographic luck. Right. Right time, right place. I think the question is how do you figure out where is the front of the line? Well, you Well, I didn’t. Somebody said, “Would you please stand on that line?” And I looked around. Then I was the first person in the line. You see, so that’s luck. uh figuring out is is much harder. And by the way, not all the people who got who were first in the line were there because they figured out that that was the line to be on. A lot of it is serendipity, you know, and not all of them did well either. That’s right. That’s right. Not all of them did well. But anyway, the point is I’ve been in Hayobonds for 48 years. Mhm. And in our experience, 99% of the bonds have paid interest in principle as promised. So I think I can say almost every time. And if you earn on average 10%, you only need it to be right 90% of the time. No, that’s not right. Because if you if if 10% of your bonds defaulted and you lost 10% of principal and the made 10% of interest on the ones that paid, you you had a zero return. Yeah. you you had to you had to re constrain your losses to a much lower figure than 10%. You had to be right 90 7 8 n% of the time and we were right 99% of the time because I think we did it in an above average way. But the point is that reliability appealed to me and uh I’m not a futurist or a optimist and so I was well suited to it. Um and then of course we got into the distressed debt business when Bruce Kar joined me in ’ 87. we brought out what I believe was the first distress debt fund from a mainstream institution uh or one of them and you know he he runs those funds he’s managed about 70 odd billion dollars since 1988 in that field by far the biggest and uh of of of his total profits and losses well over 90% are profits less than 10% are losses so And I think you could say most of the time and so the regularity the contractual nature of returns on bonds appealed to me. Um and so this is why I’ve been very comfortable in that in that field. The other thing is frankly a lot of your success in investing is determined by other people. If if if you go into a field that everybody likes and they like it a lot and have bid up the price, then your returns are not likely to be high. If they if you go into a field where everybody else has been blind to the merits and says, “I wouldn’t touch that with a 10-ft pole.” and you figure out that it’s good and it turns out to be good. Uh that’s how you get an exceptional return with low risk. Uh so um I think that uh for the most part well I was lucky at I should say at the time I made these decisions uh actively or passively took these steps shall we say u u I went into fields other people didn’t like you you use the term junk bonds a derogatory term nobody talks about junk stocks right But I mean junk bonds are much more predictable than stocks and yet they called them junk. We’ll call them distress bonds. Yes. But that was a that that was a bias, right, that made them available to me cheap and and that was that was a very good thing and and I could see that and take advantage of it. Can you contextualize distressed bonds? Let’s say the US Treasury, US government borrows at 4%. Let’s say I read somewhere that Google is borrowing 100red-year paper at 6%. Which sounds crazy and we’ll get to that. What kind of companies are in this distress bond ecosystem and what rate of return are they paying? Rate of interest. Well, let’s we have to clarify. Oak tree and I h have two businesses. One we perform we call performing credit and one we call opportunistic credit. That’s the new euphemism for distressed. Mhm. So, wouldn’t you benefit from calling it junk so you have a higher margin because more people would stay out of it? Yes, if they listen to me if I was that influential, but and and that’s the right kind of kind of uh counterinking. But uh on the other hand, a big part of our business now is making loans to companies that need what we call rescue loans. Mhm. They don’t like to be associated with the word distress. Fair. So we’re more likely to get their business if we call it opportunistic. Fair. Um so uh you know in the performing credit area we lend money to companies that the world thinks has a let’s say three four five six% of not paying us prob 3456% probability of not paying us. Mhm. We lend them money if we think it’s 1 or 2%. So if the world thinks they’re 5% likely to not pay us and we conclude that they’re only 2% likely to not pay us, then the world requires them to pay an a rate of interest which is commensurate with their 5% probability of non-payment. Which means if we’re right and it’s only two, we’re getting something for nothing. And that thing is called excess return. So, so that’s what we do. That’s the essence of lending money. I mean, why would you lend money to a company that has a nonzero probability of paying you back? And the answer, Mike Milin’s answer was you can demand a rate of interest which is compensatory or more than compensatory. And when you get when you get payment in life for doing something which is more than compensatory that’s called excess return. So is the skill set at Oak tree calculating that spread and how how do you do that? Well, when you say the spread, the the the the skill set at Oakry, the the base, the most important fundamental skill set is predicting the probability of default better than other people. That’s that’s where if if we don’t have that, that’s the necessary condition for for superior performance. And is this skill set company specific or are you able to call the larger cycle in the market and hence you do it better? H no that skill set is separate from the latter thing you talked about is what we call macro. Mhm. That skill set is not is micro. We have great analysts who look at companies. We have a framework for analysis. The framework is essential, necessary, but not sufficient. The nec the this what makes it sufficient is having brilliant people to operate the procedure. The procedure itself is nothing without superior implementation. But we have both. And so uh over the last 40 years on average something like 3.6 6 or 3.7% of all high yield bonds have gone into default every year and our default rate has been uh roughly uh a third. That’s our superiority and that is a casebycase bottomup uh superior implementation. And when you say superiority, not the process of the people running the process, do you mean attention to detail? Do you mean thinking out of the box? No. Um why why do we have a lower default rate? Mhm. Well, I think we have institutionally more experience than anybody else. We’ve been doing it longer. We have a uh a a a work environment that allows people to stay in that job for their lifetime. You know, when I started at City Bank in ’ 69, every analyst goal was to become a portfolio manager because that’s where the that’s where the luster was. So, so and as long as that’s the case, then on the analytical side, you don’t build up institutional e excellence because it’s people are always trying to get out of that job. You want people to build up excellence and stay in the job so that you can get the benefit of their excellence and and uh we set up that system. So, you know, you can be a lifetime analyst and be very successful if you’re great at it. So, that’s one important thing. So we have people who’ve been doing it for years and years, decades and we have the benefit of their expertise. Uh we have the institutional experience which gives us stability in times of rocky uh psychology when people get too excited or too depressed. We tend not to. That’s a great help. Mhm. We have a a process which enumerates a eight areas of investigation and many subsidiary questions within that and everybody has to follow it. Now people might say when I when I started doing something like this at City Bank as director of research, people said, “Oh, you’re taking away our creat creativity.” But we we we told them that a process they had to follow, but they could follow it creatively. But the process consisted of covering the bases. You got to cover the bases consistently. You got to ask the same questions of every company every time rather than you know in in the equity world where you live you’ll get a research report it says buy this company great management doesn’t talk about the product buy this company great product doesn’t talk about the management buy this company uh great tax shelter doesn’t talk about the product or the management I felt that it was important to cover every base every time and when when you when you look at a at at a at a portfolio and you see a a a stock that’s down 80%. It’s usually because something wasn’t covered. Mhm. And because the the the analysis was not disciplined enough to touch all the bases and again you know uh you’re talking about the difference between stocks and bonds. That’s one of the differences, right? uh we’re we’re we’re bean counters. We’re green eye shade types, but at least we should do it well and consistently. Uh the equity investor has imagination and foresight and entrepreneurial spirit uh and but doesn’t do it as consistently as we do our analysis. If you had to begin a new career today for the next 40 years, yes, would you pick debt over equity again for me or for or for the average watcher? Let’s say for the average watcher. Um, well, I think that I think that we were very fortunate in getting into some debt markets before they were discovered and before people understood them and we benefited from people’s uh uh antagonism toward those markets. Uh those opportunities are in the past. Um so where’s the front of the line today? Well, I mean, who is the person in the investment business today who will find the most success in the next 10 years? The answer is, in my opinion, the person who best understands AI and its capabilities and implications. So, but or is a contrarian and doesn’t believe in AI. Pardon me. Or he could be a contrarian and bet against AI. Well, that’s what I said. I said best understands. I didn’t say is most in favor of. So if if AI is going to disappoint, the expectations are very high. And when you, as you know from being a stock picker, when you go into something where the expectations are very high, it’s very easy to lose money if those uh uh expectations aren’t rewarded. Mhm. So yes, maybe maybe uh if you’re the person who best understands AI today, maybe you’ll make a lot of money by understanding that it’s overdone and betting against it. The current expectation with AI is almost dystopia or utopia. Yes. Which is crazy, I think. Well, I don’t know. If you read my memos Yeah. Uh especially the last one, you know that I was shocked uh by my experience with AI and and Claude and what it But you also said you haven’t fired anyone, nor do you intend to because of AI. Uh, I believe I don’t know enough to be confident in this, but I believe that AI’s excellence is in discovering past patterns, extrapolating them, and applying them with discipline. and with let’s say uh calculations or logic which is almost always correct and not subject to psychological ups and downs but I think there’s more to investment excellence than that it’s the innovation of new patterns it’s seeing the potential of things that have never you know how if if if what if what AI does is uh pattern matching, shall we say? Mhm. Pattern completion from Yes. Mhm. Then how how will it deal with something where there’s no pattern? Something that’s that’s brand new. And you know, I wrote a memo. Is there such a thing? Well, look, I wrote a memo n or 10 years ago called investment without people. investing without people and it was pretty early. I so it had three levels indexation and passive investing, algorithmic or systematic investing, AI and machine learning. And my revisionist memory or I should say my my memory which could be revisionist tells me that in that memo I said I posed some questions. I may not opposed them but I wish I had if I didn’t. Can AI sit down with five business plans and figure out which one is Amazon? Mhm. Can AI sit down with five CEOs and figure out which one is Steve Jobs? That goes beyond pattern recognition. I would bet not. Well, I would bet not, too. So, if that’s true, if we’re right, that means there’s still a role for people. M and but before you go on to the next question I have to interject something. Neither can most people. So so what that says is there is a role for exceptional people even in an AI world. And that’s my conclusion. I hope I’m right. I hope to be one of them. Uh I hope my firm is is is still one of them. But if that’s true, if there are things that AI can’t do that some people can, then that’s what I want to keep doing. Now, you look, you’re a stock picker. When I went to graduate school at University of Chicago in, let’s say, ’ 66, no, no, 68, the professor said most mutual funds underperform the S&P. So, and they charge high fees, so why don’t they just buy one share of every stock in the S&P? There were no index funds or concept of indexation that came along in 74 primarily with Jack Bogle. And now most mutual fund equity capital is run by passive or index. Why? Low fees. Is that the only reason? No. It it also the active management didn’t work. They were they were unsuccessful and charged high fees for it. But even if they had low fees, even if they charge the same fee as the index fund, if the passive decisions are inferior, indexation is still better than active. So it’s not the low fees that was that exa that exacerbated the problem. It was really So my answer is that indexation has taken over as it has not because it’s so good, but because active management was so bad. and um but I I believe that people can do some things that AI can’t. Could you also say that indexation and ETFs have taken over because the markets have been in an uptrend largely in a more volatile time active might make sense. In a depression, active might make sense. You know what? The bad times create an opening for active management, but it’s still hard. And not many people can do it well. Why do bad times create an opening? Because panic drives down, let’s say, stock prices. Mhm. But the same panic causes most people to panic, which means that most people can’t stop up and buy in the panic. And there’s a there was a guy named Wally Demer who was an oldtime trader who had some great quotes and he turned them into a little book and but his greatest quote of all is when the time comes to buy you won’t want to. So this this idea that upheaval creates opportunity is logically correct but not realistic because most people’s psychological impediments prevent them from taking advantage of the upheaval. You see maybe you mix active plus AI together to try and take emotion out of it. Well that that could work. That could work if if Claude could call you or send you a message which says this is one of those opportunities we talked about. Don’t be stupid. Get your ass in gear and buy something. Don’t hide in your in your in your uh in your hole. That could that could be a good thing. Yes. But but I still think that I still think Nquille that when you get into areas which are not connected what I would call mechanically where where where physical laws are not everything. Mhm. That means that human psychology plays a role in developments. And that tells me that people who are superior at dealing with human psychology can get an advantage and I think that includes investing. But not everybody. It always comes back to not everybody. And you know there’s a there’s a phrase in in our world, a friend of mine in England used it as the title for a book. Simple but not easy. Our job is simple. We got to find the best managers, the best companies, the best ideas, the best products. My son is a venture capitalist. Does a great job. He finds the best founders. The task is easy. I just said it to you in 10 seconds. It’s just not easy because what makes you superior at finding founders? what makes the better founders available to you rather than somebody else. Uh and Char Charlie Munger once said to me, “Putting together simple but not easy.” Charlie, when I finished my first book, The Most Important Thing, I had lunch with Charlie and as I got up to leave, he said, “Just remember, none of this is easy. Anybody who thinks it’s easy is stupid.” That was one of the great things anybody ever said to me because Charlie said it in his typically brusk way. But it it can’t be easy to be smarter and more disciplined than all the other smart people who are trying. That’s what the efficient market hypothesis says. They I’ve never seen it written down that way. All these smart, highly motivated, educated, numerate, computer literate, interwired people are trying to get rich. So where is the $10 bill? Nobody has picked up right now. Well, I think it’s in it’s it’s around AI, but but everybody’s excited about AI. So if if your excitement level and by that I mean your insight level is average you don’t have an edge your perform and you get involved in AI your performance will be average you will go along with the tide if it works you’ll be schmic if it doesn’t work superior it all comes down you boiled down our conversation to this point. It all and the things Charlie said and and and so forth. It all comes down to superior insight and not you know we have an author in America a guy named Garrison Keeler and he wrote a book called Lake Wiggon and Lake Wiggon was a fictional community in uh I think uh Wisconsin if I’m not mistaken and he said in lake in Lake Wiggon all the children are above average. Well, we know that there is no place where all the children or all the investors are above average. So I think my my own vision of the world which is not a scientific vision is that in fields where human nature is involved and the future is unpredictable and things don’t operate according to mechanical rules, there is still a place for superior insight. But you will not have success without superior insight. How would most of my investing is in India? I’m 39 39 years old now. I know you’ve deployed a certain amount of capital, I think 4 billion to India recently, but you haven’t written a memo about it. My assumption is India is growing at say 7% or 6% it will continue to do so for a period of time GDP per capita will go up so consumer will do well uh energy will do well energy consumption goes up as GDP per capita goes up maybe above $5,000 would I be okay in just staying allocated to equity say 80% present for the next 20 30 years and if so is there a sector that you like well I I I’ve been cautioning you about things I don’t know much about here I can be more uh more uh emphatic I don’t have any idea what the right se what the best sector in India is right I will not uh hold myself out as as knowing anything about the Indian stock market Okay. I read that during co you lived with your son Andrew in a house. Yes. I’m sure Andrew has learned so much from you. Is there one thing that you learned from Andrew? Oh, I’ve learned so much because and this is how we started the conversation. You said to me, “How do you stay sharp?” Yeah. and and uh you know uh speaking with young people if you stay if if you speak if I speak to my contemporaries how am I ever going to learn anything? Speaking with young people is how you learn and they they know stuff you don’t know because they are still learning and they learned more recently and hopefully you have something you can give them in exchange which is experience that they don’t have because they haven’t lived 80 years. Uh but Andrew is essentially your age. Uh and I wrote a memo after that experience. Uh three generations living under one roof was of great value. And I wrote a memo called something of value. And the other reason I chose that title is because we mostly talked about something called value investing. Uh but I get so much from him and he pushes me to see things that I don’t wouldn’t otherwise see. And he’s also intolerant of of my not uh staying sharp and moving ahead, you know, how how do you how do you keep moving ahead at 80? That’s really the question. But I I don’t think it’s impossible. But a a a great example, I mean the the example that immediately comes to mind uh and I think it’s a it’s a great one is that he observed and I wrote in the memo the memo was something of value January of 21 as I recall. He pointed out it was almost revelatory readily available quantitative information about the present cannot hold the key to success because everybody has it. Success in investing is doing better than others. In investing is a is a funny field because it’s really easy to be average and it’s really hard to be above average. But readily available quantitative information about the present is not going to make you above average for the simple reason that everybody has it. And and I talk in the memo about that one of the reasons Buffett was able to steal the march on everybody else and become Buffett is because nobody he he he sorted out and he worked it when nobody else did. And you know when I was starting off in this business in the research world, think about your process. Let’s say I said, um, you know, I went into a store today. I bought a product. I like the product. I think maybe that company has a future. I’d like to learn about it. How would you get information? Think about what you would do if you had that experience this morning here in New York City. What did we do then? You know what we did then? We wrote a letter to the company and asked it for a copy of the annual report. It took a week for them to get that letter. They put it at the bottom of the pile and they took the letter off the top of the pile and they sent that person an annual report. It took a week or two to get down to my letter and then they took an annual report, put it in an envelope, addressed it to me, put a stamp on, put it in the mailbox, and it took a week for it to get to me. Now, I exaggerate, but the point is it took a month to get an annual report so that I could start studying the company. There was no online. There was no wiki or whatever source you might use. Uh the only alternative was there were there were books called Moody’s manuals and they were each book was this thick. No, this thick. Take it off the shelf. It had a paper called onion skin, the thinnest of paper. And it had tiny print. Tiny print. You needed glasses. And it it they had the financials, the current financials on every company. Not much narrative, nothing, no discussion of the future, but just the financials of every company. That’s all you could get until your annual report came in the mail, then maybe you could start figuring out the business and its potential. So, uh, you could if you were Buffett and if you sat in your office in Omaha and read the Moody’s manual when nobody else was willing because it was stoaltifying, you could get an advantage. Is that what he did? I think Well, that’s an ex that’s my that’s my illustration of what he did. Maybe he did more. I don’t know. But I’m no one to pay you a compliment, Howard. But if I could Yes. I think albums are always I think the nimleness and the willingness you have to change at 80 is by far the most impressive thing about you. And when I speak to really successful people, I think this trait over all others kind of makes them who they are. Well, I I appreciate that comment. I hope it’s true. Uh but it makes sense, doesn’t it? Because the ability to change your mind and change your thinking and learn new things is an is is an example or a component of superior insight, which is what you have to be. This is a competitive game. Uh it’s like golf. You say, “Today I shot 74.” Mhm. I tell you I shot 74. Mhm. You have no idea if I won or lost. The only thing that matters is what did everybody else shoot, right? If I tell you last year I made 13% in my stock portfolio, is that good or bad? Well, it’s pretty good. The average return on the S&P is 10, but of course the S&P was up 18 last year. So 13 stank. So this is a competitive game. You don’t have to. It’s not a matter of being right or wrong. It’s a matter of being more right than the other person or less wrong. Are you able to change because you have been able to consciously remove ego? Uh well, I think that helps. Mhm. Because ego if you have too much and the wrong ego would probably I would imagine tend to make somebody say, “I’ve always done it this way. It’s worked in the past. I’m an enormous success. You know, I’m worth this much money. So, why should I change my approach? But you have to keep changing. Uh, innovate or die. What could what could trigger it? Like, if we were to advise people watching this, if you were to Yeah. How can they trigger the realization that they need to constantly change? Well, you know, it’s a funny thing. This has been a theme for me for the last nine months. I say this every time I get a question like yours, Nquille. The the really hard questions are the ones that start with the word how. How can I learn the need to evolve and grow? How can I learn to see things better, more clearly than other people? How can I learn to be a credit analyst who better understands the default probability than anybody else? How can I become a what I call a second level thinker? Understanding things at a higher level and better than other people and all the hows. I can’t tell you how how can I remain sharp at 80. I can’t tell you. I can tell you what you have to do. You have to do all the things that I mentioned in order to be a superior investor. I just can’t tell you how to do it. And in my first book, uh it’s it’s funny when when when I sat when I had the idea for the first book, which is called the most important thing. It has 21 chapters. Each chapter says the most important thing is and then it’s a different thing because there are so many things that are important. And I told Columbia about the book and they wanted to publish the book Columbia University. And so they said give us a sample chapter and I wrote out a chapter called says is each chapter says the most important thing is and this one says second level thinking and I wrote the chapter about second. I had never really thought about it before. It just kind of struck me and I wrote it down. Um uh and and what it says is it it’s pretty simple. If you think the same as everybody else, you’ll act the same as everybody else. If if you act the same as everybody else, your investments will perform the same as everybody else. So to perform better, you have to deviate from the herd. Seems clear. Do you think how do you do it? How do you do it? And uh I said in the book asking how to how to become I I can tell you the importance of second level thinking but asking me how to become a second level thinker is like in basketball we say you can’t coach height. All the coaching in the world will not make your team taller. So can you I can tell you that you must become a second level thinker to be successful as an investor. I just can’t tell you how if I were to draw a extrapolation that second level thinking is also contrarian thinking in a way. Mhm. Do you think AIs which are predictive in nature can be modeled to be contradictory tomorrow? I but that’s the challenge you see because second level thinking or contrarian thinking is not just different from the herd. Mhm. That’s not enough. It has to be different from the herd and better. So you can say you could I I I don’t know how how to program AI but I assume you can say to Claude every answer you give me on every company has to be different from the consensus or the opposite of consensus or well the opposite is is pretty categorical but let’s say has to deviate from the consensus I don’t want to and no consensus thinking is welcome here you can say that you can you can make it be different. Can you make it be better if if it because you see this is the catch because the people you compete against in the investment arena are also intelligent, educated, literate, computer able, highly motivated. They’re pretty good. M much much of the time they’re as close to right as you can get. So if you believe that consensus is as close to right as most people can get, then if you tell Claude, I only want non-conensus thinking, then it has a high probability of being wrong. That’s not a good thing. In a way, AI in investing could work if everyone in investing uses AI. No, I don’t think so. Because if if if everybody uses AI and let’s assume everybody’s AI is the same. Not same, different. Well, are they? That’s the question. it if if you know if that so that’s that maybe that’s what my partner Bruce Kh the the recovered lawyer would call a gating question. Mhm. Are some AI models smarter than others since they all have super IQs computing power and they all are trained on the same history. Are some smarter than others? I don’t know. I need somebody to tell me. But if if they’re all the if they’re all equally smart and you say to the This is an interesting thing. So they’re all equally smart. You say, everyone says to all of them, write out a process that will produce investment success. Theoretically, they all write the same one. Mhm. Because they are all equally smart and have the same training. Mhm. And if they all follow it perfectly, they all produce the same result. So nobody there’s so there’s no superiority. But then everybody makes 10%. Nobody makes 8 or 12, right? But then but then what what do you get paid for making eight 10%. But AI doesn’t need to be paid. Yeah. But who employs AI? M that person wants to get paid. Nobody’s do nobody’s employing AI for fun, right? They’re employing AI because they want to get rich, getting rich in investing comes from superiority, not from averageness. How do you get superiority? Mhm. I don’t want to ask you this question, but but you will. You can choose not to answer it. Yes. Do you think the world is going to socialism and AI is triggering that? I don’t I don’t consider myself a futurist. I don’t engage in that kind of that’s that kind of thinking is what we call blue sky. Mhm. And uh I am partial to what Albert Einstein said on the subject. He said something like I don’t think about the future. It’ll come soon enough. But do I think about the past? I think about the past to learn from it. And I I try to I try to uh I’m I’m great on these quotes. And my favorite on this subject is from Mark Twain who supposedly, but I think didn’t really say it. Supposedly said, “History does not repeat, but it does rhyme.” There are certain themes that re that rhyme from instance to instance in history. Mhm. And um they mostly have to do with human nature. And I think human nature doesn’t change incredibly slowly. I mean, when we talk about fight or flight, people are still talking about the the the the stone age man and the and the watering hole, right? Mhm. Well, that was millions of years ago. These things are still relevant. So, so the point is that that uh uh I think I think you can learn from history. Mhm. And what you what you mostly learn are the lessons of human nature. Mark Twain said that and Napoleon said history is written by the winners of tomorrow. So, we don’t even know how accurate the history we have access to really is. Well, except except for we have the numbers financial history. Yes. Financially, when you have nu numerical history, it’s probably not that subjective, but maybe not the psychology that led to the numbers. Right. Right. Well, I mean, I just read Andrew Ross Sorcin’s new book 29. It’s a great book. Yeah. I liked it. I have a memo coming out this week talking about private credit. Uh and I referred to it in that in there. What’s happening with uh private credit? But let me just finish this thought. Okay. Uh so you know he explains the events that wrote that led up to the great crash rather vividly and gives you picture uh and and I think there’s a lot to be learned from that and I try to convey some of the uh lessons of 1929 in this new memo which is coming out in 2026. Um, I hope that the history that Andrew describes is the real history because if not the lessons are will not be that valid. That’s all I can say. Any large last words, Howard, to our audience, any piece of advice? Well, I I what I what I always say to people about investing, Nikil, is that investing is a puzzle. challenging puzzle investing I define as positioning your capital to take advantage from f of f future developments but I also say that future developments can’t be predicted accurately so you need superior insight to get it more right than most people but you’re not going to get it right all the time if you have to be right all the time. If there’s something in your makeup that rec that says you’re going to be unhappy if you’re not right all the time, don’t become an investor. Uh TB in his book Fooled by Randomness talks about the difference between investing and dentistry. He says if you go to dental school and you learn how to fill a cavity and you fill the cavity that way every time, you’ll be successful every time. So if you have to be successful every time, become a dentist or or an engineer, a civil engineer. You say, “I want to build a bridge from here to there.” He does his calculations. How much steel? How much concrete? Every time the bridge stands, but but it’s not that interesting in my opinion. And so investing deals with this fascinating puzzle that you’re trying to solve to a better degree than others, even though there are no laws that work. Absolutely. Mhm. Fascinating. And I love it. Um it’s still a puzzle. It’s still a puzzle. I’m trying to uh peel like the onion. Um but you’re never done. And that makes it interesting. Um and and and and so that’s the kind of person who should be uh engaged in it. It’s interesting that you resonate with Talib because I somehow when I read your stuff and his stuff, I find you guys on the opposite ends of the spectrum. I think Talib when his he ran his fund, he was buying way out of the money call options and put options hoping for blacks won events. And you in a way are doing the opposite of that wherein you’re buying debt in distress hoping that the percentage of things being black swans are lower than what the market perceives. Right. I well I I in that sense I think we are different. uh I mean I said earlier I believe in putting together a portfolio that will do well in the main portion of the probability distribution. He’s advocating protection that can be bought cheaply because it only deals with the tail event which rarely happens. So people underestimate the value of the of the of the uh of the uh tail protection. Uh but uh so you can buy you can cheaply buy protection against something that is unlikely to happen which in theory is a good thing but since it happens so rarely uh that the value of that uh underpriced tail protection doesn’t become apparent very often. Even he uh compares in the book as I recall I only read it 22 years ago or something like that. Uh I read all his books. I love him. Yeah. But he even he says that investing is like Russian roulette but rather than having a bullet in the six chambers, there are 100 chambers in the gun. So the bullet rarely goes off. Mhm. And I I I don’t think you can I mean, so you could spend 1% of your money to buy tail protection every year. Uh but I think it’s I think it’s that’s going to be your whole existence. It’s going to be a dull existence because the because the the uh explosion will happen so infrequently. And he also said that even CO was not an explosion. He said it’s not a black swan event. So if CO wasn’t the question is what is well it’s yes I mean um you know obviously CO was not the first pandemic but there it it was I I would say it was the first pandemic of the modern era and it was the first pandemic that that was uh that encountered uh the digital economy and um many many and globalization many many other things. Uh so it it was kind of unique or or certainly innovative in a lot of ways that and and um I I I would guess we could find we could say some people dealt with it better and worse. Mhm. Which is to me the definition of what makes something interesting. The ability to deal with it better or worse. Thank you Howard for taking the time today. This was incredibly interesting and I feel like I’m learning so much from you. Well, and I I have learned from speaking with you and I’ve enjoyed it and your your your uh uh questions were in many cases novel and provocative. Thank you. Thank you for doing this. Cheers.