Uncapped with Jack AltmanVinod Khosla Predicting the Future | Ep. 15
EVERY SPOKEN WORD
60 min read · 12,496 words- 0:00 – 0:26
Intro
- VKVinod Khosla
We're gonna be in a era of abundance that's so large, it's very hard for people to imagine. The simplest way to say it is the need to work will go away. People will work on things because they wanna work on things, not because they need to work on things to pay their mortgage. [upbeat music]
- JAJack Altman
All right. I am super excited to be here with Vinod. Thank you so much for doing this with me today. I really am looking forward to this conversation.
- VKVinod Khosla
Look
- 0:26 – 5:54
Craziness of the current cycle
- VKVinod Khosla
forward to it.
- JAJack Altman
When you first walked in here, uh, before we got started, you were saying, "Wow, you know, the world's crazy," um, and you've invested through many periods of time. Obviously, you know, there have been a lot of ups and downs, but, um, you said the world's particularly crazy now. Can you share why you said that or why you're feeling that way?
- VKVinod Khosla
I've been doing venture capital for forty years, so I've gone through every large innovation cycle. Uh, I've never seen a cycle like this. To put a order of magnitude on it, almost every job is being reinvented. Every material thing is being reinvented differently, with AI as a driver. Probably the best way to describe it, if you look fifteen years hence, and that's too far to look, we'd have to look back at least fifty years-
- JAJack Altman
Hmm
- VKVinod Khosla
... maybe in the 1960s, to see the delta in change. And so we're going to see this large change in, in sort of such a short time. Uh, it's almost hard to imagine how society adjusts. And if I go even further, almost certainly within the next five years, any economically valuable job humans can do, AI will be able to do eighty percent of it, with a few exceptions like heart surgery or brain surgery. But by and large, eighty percent of, eighty percent of all jobs can be done by an AI. And if that's happening in the next five years, the world is gonna be a very different place. So I see this sort of like invention happening at a frenetic pace that is so large compared to even the dot-com phase when the internet first came, and there was Netscape and TCIP and all that. It's almost hard to imagine. No matter where you look, everything's being reinvented in some fundamental way, using often, uh, the, the, the, the innovations from AI and the capability from AI, uh, but also a few other vectors, like stuff happening in biology, stuff happening in fusion and other areas. Uh, so-
- JAJack Altman
Yeah
- VKVinod Khosla
... everything's up for grabs.
- JAJack Altman
So, so I guess that's then leading to a frenzied pace of investment, companies being created, you know, new ideas getting tried all at once. Is your overall read based on, you know, on one hand, it's crazy and frenetic, on the other hand, everything you just said about, yeah, about like maybe a billion jobs are gonna be, you know, done by an AI in the next couple years or several years, or something like that. Do you net out to being very optimistic about this moment in time for tech? Or do you think there's gonna be a lot of carnage, or how do, how do you think?
- VKVinod Khosla
So my view, the next five years, to, to twenty thirty, will look like productivity improvements. The way economists would say productivity is going up, GDP is going up, or accelerating on GDP, things like that. And then if I look to the fifteen years hence, twenty forty and beyond, we're gonna be in a era of abundance that's so large, it's very hard for people to imagine. The simplest way to say it is the need to work will go away.
- JAJack Altman
Yeah.
- VKVinod Khosla
Uh, people will work on things because they wanna work on things, not because they need to work on things to pay their mortgage.
- JAJack Altman
Is that gonna require us to change anything about, like, the social contract to get there? Like, are we-
- VKVinod Khosla
Yes, I'll come back to that.
- JAJack Altman
Yeah.
- VKVinod Khosla
But what I wanna say is, somewhere starting in twenty thirty, the changes are gonna be so disruptive that it's hard to imagine how it sorts out. And it'll sort out differently by country, by region. Different governments will play different roles in allowing it to happen and not allowing it to happen. And so we'll see this very, very disruptive, almost dystopic type of AI is taking all the jobs kind of thing. But we will have enough productivity, enough goods and services produced, to share broadly.
- JAJack Altman
Is what you're saying that basically the changes that are already happen- happening will compound to a point where it'll now just be this big disruption? Or are you saying the tech by the year twenty thirty is then going to be so disruptive that it's gonna create all these changes? In other words, are we already on that trajectory, or you're just saying the tech's gonna get there in a way that will be that disruptive?
- VKVinod Khosla
What I'm saying is tech is disruptive in some areas.
- JAJack Altman
And it will be everywhere.
- VKVinod Khosla
Uh, and it'll be everywhere. But almost no corporation, uh, by twenty forty, these are Fortune five hundred companies I'm talking about, should run the way it's running, even remotely. I should say, most Fortune five hundred.
- 5:54 – 9:35
Predictions of the future
- JAJack Altman
Yeah.
- VKVinod Khosla
One of my predictions is the twenty-thirties-... we'll see a faster rate of demise of Fortune five hundred companies than we've ever seen. It's actually pretty high anyway, but we'll see a rate accelerate dramatically. So let me put it diff- differently. If you're a healthcare company, and I speak to a lot of healthcare company boards, you look at AI and say it's an opportunity, and we'll get more administrative efficiency or something like that. But if I said to you, which I've said to a couple of boards, "If all medical expertise is free, you have an unlimited number of primary care doctors, oncologists, gastroenterologists, mental health therapists, um, uh, you, you, you name it, how would you redesign the healthcare system?
- JAJack Altman
Be crazy.
- VKVinod Khosla
Uh, that transition won't happen from existing companies. Almost somebody new will reinvent this. Now, there's the issue of regulation. The American Medical Association doesn't like the idea.
- JAJack Altman
I was gonna say, there'll be a lot of people fighting against this-
- VKVinod Khosla
Yeah
- JAJack Altman
... who have a lot of power, who will be good at fighting it for at least some amount of time.
- VKVinod Khosla
For some amount of time.
- JAJack Altman
Yeah.
- VKVinod Khosla
But fortunately, we have a small part of our healthcare system, very small part, uh, where payments are capitated, what's called a capitated system or Medicare Advantage, where you get paid a fixed amount to take care of a patient, roughly.
- JAJack Altman
Yeah.
- VKVinod Khosla
That world will be so much more effective because they won't care about reducing costs, which AI can do.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
Reducing costs for a hospital system is reducing their revenue.
- JAJack Altman
Of course.
- VKVinod Khosla
For a physician, reducing costs is cutting their c- cost down. Now, I, I think that the general model, I think, for next five years, when I talked about productivity improvements, uh, you will see, uh, almost every professional start to get interns working for you.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
So every MD, a practicing physician, will get five fresh MDs as if they are fresh out of Stanford Medical School, that work for him. It'll increase his productivity, maybe provide a higher level of service to their patients, all that. But that then turns into something much more catastrophic over time. So by and large, the next five years, I think we should assume that every-- all professionals start to get interns working for them who can-- who are trained in their profession, whether you're a structural engineer or a salesperson, who work for you. Mm, good, nice interns, behave well. Uh, but at some point, these interns grow up. They will have way more expertise-
- JAJack Altman
Yeah
- VKVinod Khosla
... than the physician, and then it's hard to roll this clock back.
- JAJack Altman
It's gonna go fast, too.
- VKVinod Khosla
It is-- It'll go fast, except in some areas where there's regulatory or other constraint. Take the example of the Screen Actors Guild last year. Anybody who signed up for the Screen Actors Guild thing will go out, out of business, but that change will be slower. Outside that system, people will be producing movies for, uh, a hundred thousand dollars, not a hundred million dollars.
- JAJack Altman
Yeah, right.
- VKVinod Khosla
The dynamics will be different by sector.
- 9:35 – 16:20
Role of humans with AI
- JAJack Altman
If this does play out even directionally, the way you're saying, and now it's twenty forty, what do you think is left for people to be doing? Like, there must be some things le-- Like, are people going to be still all employed or employable via creating their own businesses and pointing AI around, or, you know, we have a lot of two-person billion-dollar companies. Does it go that way, or does it actually just go to, like, a lot of people are just gonna consume a lot of leisure, and that's it?
- VKVinod Khosla
I'm, I'm waiting for the first entrepreneur to call me and say, "We can build a billion-dollar revenue company with ten employees." You can definitely do it with a hundred employees.
- JAJack Altman
Yeah.
- VKVinod Khosla
Uh, we haven't gotten there yet, but we will. That company's already been started.
- JAJack Altman
Yeah.
- VKVinod Khosla
And somebody will leverage it tenfold again.
- JAJack Altman
Yep.
- VKVinod Khosla
There's a question of: Will there be jobs that need people? If you have a billion bipedal robots by twen-- in the twenty forty timeframe, could be five years later, could be five years earlier, but let's say that that was one of my dozen predictions I made when I spoke at TED last year. Almost certainly, they're doing more work than human beings do labor today.
- JAJack Altman
Yeah.
- VKVinod Khosla
And, and-
- JAJack Altman
And they'll be smarter-
- VKVinod Khosla
And-
- JAJack Altman
... and they won't sleep. They'll never complain.
- VKVinod Khosla
And you won't have silly notions like a primary care doctor and oncologist.
- JAJack Altman
Right. The same robot-
- VKVinod Khosla
It's-
- JAJack Altman
... that, like, cleans your house is also your doctor.
- VKVinod Khosla
Yeah.
- JAJack Altman
Yeah.
- VKVinod Khosla
It's this super intelligence idea. I think people will have lots to do, but it won't be because they need to work for a living. Look, the first thing people forget, most of the jobs in this country or on this planet are not really jobs. There's what I call servitude.
- JAJack Altman
Hmm.
- VKVinod Khosla
If you're a farm worker working for eight hours a day picking lettuce, and you do that for forty years, or you're an assembly line worker at GM, mount- mounting a tire on a car for eight hours a day for forty years...
- JAJack Altman
Yeah.
- VKVinod Khosla
I, I, those aren't jobs. They are servitude because you have to survive.
- JAJack Altman
And what a great thing if we could give those people their lives back-
- VKVinod Khosla
Yeah
- JAJack Altman
... and the time, those hours of their lives back.
- VKVinod Khosla
What will people do?... humans will be humans. They'll still compete. We love sports.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
We love entertainment. We love, uh, being great at something. Whether you're-- even a mediocre artist loves painting for themselves, not because it can be recognized by a New York auction house, art auction house. Uh, so people will excel in what they do, you know, explorers, skiing, you name it. Um, I love the idea people will have a lot more time to talk, uh, care about their children.
- 16:20 – 23:18
Potential AI dystopia
- JAJack Altman
When you're talking about this dystopia, I think what was implied in what you just said was sort of a, a self-inflicted dystopia, where we just, you know, humans d- don't decide to organize correctly to take advantage of this amazing abundance.
- VKVinod Khosla
Absolutely.
- JAJack Altman
Do you worry at all about, like, the AI doomerism version of dystopia at all, where, like, the AI goes awry? Is that something you think about at all?
- VKVinod Khosla
Yeah, so l- let me answer the question in two parts. Certain societies will choose not to do it. We saw it with the Screen Actors Guild. They essentially signed existing traditional studios up to a paradigm that makes them order of magnitude less effective in content generation, because we are building an AI videographer in our portfolio. You specify-- You don't just generate video, you specify what the lighting angle is and what the, how you, um, pan and zoom the camera, and those kinds of things.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
So the people who resort to traditional means will not do well. Uh, people who do do movie production, today we can't do a full movie that way, but that's only a matter of time. They're right, only a matter of time.
- JAJack Altman
Yeah.
- VKVinod Khosla
Hmm. Today, almost all commercials can be done by an AI.
- JAJack Altman
Yeah, and the example you gave of, you know, reproducing a one hundred million dollar budget thing with a hundred thousand, of course, that does-- you know, of course, that's gonna go that way.
- VKVinod Khosla
And, and we know Coca-Cola got a lot of flak last summer, uh, last Christmas, because they produced some commercials with only with AI.
- JAJack Altman
Hmm.
- VKVinod Khosla
And people were nitpicking anomalies and stuff. Most people didn't know it was done by an AI, uh, and they did great.... and, uh, uh, I'm glad they did it. Broke the ice.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
So there will be a flood of that. So there, there's that version of dystopia, displacement. Disruption's always fun for the disruptor, very, [chuckles]
- JAJack Altman
[chuckles]
- VKVinod Khosla
not fun for the disrupted.
- JAJack Altman
Yep.
- VKVinod Khosla
And so one has to keep that in mind. We have to take care of people who are disrupted in this paradigm. The other end is sentient AI that kills us all.
- JAJack Altman
Exactly.
- VKVinod Khosla
I wouldn't say I don't worry about it. I do worry about it. Uh, but I look at it as a complete basket of risks humanity faces. We've gone through an, uh, uh, era where a pla-- asteroid hit planet Earth, and most life was destroyed. So we know that was a risk, and risks still exist. An asteroid could hit the planet. More likely, a much worse epidemic than a pandemic than COVID.
- JAJack Altman
Yeah.
- VKVinod Khosla
Uh, you know, COVID only killed seven million people. It's possible it could kill seven hundred million people.
- JAJack Altman
Totally.
- VKVinod Khosla
Right? Uh, in fact, I would say that's almost, um, likely. Uh, so there's a whole basket of risk. Do I worry about sentient AI killing everybody on the planet? Yes, but more than I worry about President Xi doing nasty things? No.
- JAJack Altman
Yep.
- VKVinod Khosla
So when it comes to AI, I want us to have, the Western world, to have the best AI so that we are not subject to President Xi or President Putin. Uh, that is by far the greatest risk.
- JAJack Altman
That makes total sense.
- VKVinod Khosla
And this is what the people who call to slow down AI research miss. Putin isn't slowing down, not that he's very good at it, but Xi and China definitely can do this. You know, it's a world in which the-- and, and you can't argue with that. Uh, they sort of say the end justifies the means.
- JAJack Altman
Yeah.
- VKVinod Khosla
We in the Western world care more about the means.
- 23:18 – 33:21
Investing in OpenAI
- JAJack Altman
I want to spend most of our time continuing to talk about the future, but I have one historical event I want to ask you about. The tee-up to this question is going to sound like, you know, just an opportunity to, you know, talk about being a great investor. But I specifically want to ask you about your OpenAI investment, and, um, the angle I want to ask you about it from is to try to figure out what, if anything, we can learn from how you did that, um, and how you decided to do it. I know that you were sort of like the first, you know, venture investor to, to do it, and you did it in real size, in something that probably at the time, a lot of people didn't want to do, maybe thought it was a science project. There was a lot of lack of clarity on the whole thing. Um, I think that, like, you know, now it's, you know, it is what it is, but at the time, it was probably an extremely hard bet to make. And so what I was hoping was to try to, as much as possible, play back the tape inside your brain to see what we can learn.
- VKVinod Khosla
... so it was a very large investment, more than twice the largest invest- initial investment I'd made in forty years of venture capital.
- JAJack Altman
Wow!
- VKVinod Khosla
So it was a conviction bet. Uh, but I want to go back to, uh, a different era and talk about this idea of people like to be in herds. When the herd mentality was crypto and a couple of other areas. And by the way, I've ne- never called myself an investor, uh, in forty years, always say I'm a venture assistant, helping entrepreneurs. [chuckles]
- JAJack Altman
That's better.
- VKVinod Khosla
Uh, it's a much better mental model for me. Uh, not-- the investing is a side effect, so I can keep doing it. I'll give you another example that relates to this. While people follow herd instinct, I like to think about what are the fundamentals and can they happen? Fundamentals don't always happen, but they can. And in nineteen ninety-six, I invested, uh, I started a company, uh, called Juniper. We worked on a business plan in my office for six months with the founder, Pradeep Sindhu. Why? Because the world was saying the internet would be a protocol called ATM, Asynchronous Transfer Mode. So every major company had given up on TCP/IP for the public internet and were only going to use ATM because the telcos were specifying ATM.
- JAJack Altman
Hmm.
- VKVinod Khosla
I talked to the senior management of almost every telco, and every single one said to me they wouldn't use TCP/IP. I talked to the CTO of Cisco, who said they have no plans to ever do TCP/IP above, uh, one hundred and fifty-five megabits, which is my home service.
- JAJack Altman
Hmm.
- VKVinod Khosla
Today, uh, it's far below my home service for a public router. But I looked at the data. TCP/IP usage had been climbing, and I said: "This will scale, and every expert is wrong in the field." And we should come back to that-
- JAJack Altman
Yeah.
- VKVinod Khosla
- if you remember, uh-
- JAJack Altman
Yeah
- VKVinod Khosla
... this notion of experts.
- JAJack Altman
Hmm.
- VKVinod Khosla
A- and the data said TCP/IP was an exponential, and we were the knee of the-- near the knee of the curve. Uh, so fast-forward to today, and by the way, I'd invested in TCP/IP, and it was a core part of what Sun did in nineteen eighty-two, and this was fourteen years later. You see the exponential in TCP/IP as a communications medium, and, and we bet heavily.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
By the way, we made seven billion dollars on a three million dollar investment, when almost no venture investment ever made even a billion.
- JAJack Altman
That's crazy.
- VKVinod Khosla
Yeah, I-
- JAJack Altman
Sounds good.
- VKVinod Khosla
Twenty-five hundred extra money.
- JAJack Altman
Yeah, I'd like one of those.
- VKVinod Khosla
Uh, [chuckles]
- JAJack Altman
Yeah.
- VKVinod Khosla
Yeah. You only need one, but- [chuckles]
- JAJack Altman
Yeah.
- VKVinod Khosla
Hopefully, OpenAI for us will do better, to go back to your question.
- JAJack Altman
Yeah.
- VKVinod Khosla
But fast-forward, in the year two thousand, I gave an interview, which is in the New York Times, so it's on the record, that said: "AI will have us redefine what it means to be human."
- 33:21 – 39:53
Robotics being next
- JAJack Altman
so that's the perfect setup into now looking to the future. That construction got you to a big bet in AI. What are the other areas right now that you feel maybe like, you know, the same way you felt in twenty fifteen about AI? What do you feel that way about now? You mentioned fusion, but, like, what are a few of the areas that you feel this way about the future now?
- VKVinod Khosla
Well, first, related to AI, robotics will take a little longer, but I think we'll have the ChatGPT moment in the next two to three years.
- JAJack Altman
What could that look like?
- VKVinod Khosla
A robot that doesn't need to be programmed. It learns. It isn't programmed to do tasks.
- JAJack Altman
And it, and it's a generalized, you know, maybe physical robot in our-
- VKVinod Khosla
Yeah
- JAJack Altman
... in our spaces.
- VKVinod Khosla
Well, the world is organized around the humanoid form factor.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
And so it's probably a humanoid. Humanoid is the only common enough form factor to get to high enough manufacturing volumes to get the cost down. Almost everybody in the twenty-thirties will have a humanoid robot at home. Probably start with something narrow, like do your cooking for you. It can chop vegetables, cook food, clean dishes, but stays within the kitchen environment. And, you know, your-- if you have a Prius, it costs three, four hundred dollars a month. The robot will cost three, four hundred thou..., uh, three, four hundred dollars a month. It won't matter in, you know, for anybody making more than a certain amount of money, they already have somebody helping, and so this is help.
- JAJack Altman
Yeah.
- VKVinod Khosla
I think that's how it'll start in the home, but factories, farms, uh, farm workers, is a massive area that's mostly unaddressed.
- JAJack Altman
What part of the humanoid intelligent robot are we most limited on right now? Like, is it about the robotics? Is it, like, the intelligence? Is it-
- VKVinod Khosla
It's the intelligence. Clearly, we've seen out of China many, many hardware form factors. They're pretty damn amazing. If you see them boxing or running a race or... It's pretty cool, but they're not learning robots. You change the environment, and they don't do as well.
- JAJack Altman
Yeah.
- VKVinod Khosla
I think this intelligence that learns and adapts, uh, and doesn't need to be programmed to do a task... You know, if you walk a human in here and say, "Clean up," they'll know what to do. Uh, a robot needs to do that.
- JAJack Altman
Why is this not gonna be like Apple? Like, and I know that, like, you know, I'm not saying I think it is, but, like, why do you think that we don't already have the sort of prototypes of this out from the biggest, most well-equipped hardware companies in the world?
- VKVinod Khosla
So I've been doing innovation for forty years, and innovation only. I can't think of very many large examples that were large innovation-... came from somebody who was large or in the business.
- JAJack Altman
Yeah. Can you, can we go through some of them?
- VKVinod Khosla
Yeah. Uh, retailing, you know, when we invested in Amazon, I was at Kleiner in '96. Uh, n- nobody thought you could compete with Walmart. You'd think Walmart would innovate.
- JAJack Altman
Yeah.
- VKVinod Khosla
Look at media. Was it NBC or CBS, or was it little things like Netflix and Twitter and YouTube and Facebook? And nobody even knew they were in the media business.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
Uber, did that come from Hertz or Avis car rental or taxi companies? No. Airbnb, did it come from Hilton or Hyatt?
- JAJack Altman
Yep.
- VKVinod Khosla
They have more rooms than Hilton and Hyatt now. Uh, SpaceX or Rocket Lab instead of Boeing and Lockheed, you'd expect to be able to do space launches?
- JAJack Altman
Yeah, yeah.
- VKVinod Khosla
Uh, m- you know, my own history, I got enamored with the fact that when, when I was at Kleiner, th- they talked about Genentech, started by an associate at Kleiner when nobody believed biotechnology was a field. No pharma company was doing it-
- JAJack Altman
Yeah
- VKVinod Khosla
... all the biotech.
- 39:53 – 42:29
Incumbents not innovating
- VKVinod Khosla
chance.
- JAJack Altman
What's the mechanic for what-- I, of course, agree, but what, what's the mechanic that's stopping them? Is it risk? Is it talent?
- VKVinod Khosla
Here's the f- uh, first thing I would say. In these forty years, in all the examples I've just cited for you, and I could give you more, none of them were done by somebody who knew the area.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
Experts are terrible at predicting the future. They extrapolate the past. Entrepreneurs invent the future they want. Uh, it's a bastardization of an Alan Kay quote, but, you know, so you imagine the world, and you try and make it happen. And you're not biased by... What is experience? Experience is a set of biases that prevent you from making mistakes, and that's what experts do, and that's why very rarely do experts innovate in their area.
- JAJack Altman
Yeah.
- VKVinod Khosla
Look, even the Covid vaccine came from two startups.
- JAJack Altman
Right.
- VKVinod Khosla
Moderna and, mm, the BioNtech. You'd think the pharma was well-equipped to mobilize. Not a chance. So, uh, you know, it's, it's, it's, uh, it's why the US has done so well. People have permission to try. And if you try and fail, it's-- you don't ruin your career. In a big company, you'll ruin your career-
- JAJack Altman
Right
- VKVinod Khosla
... to your question, right? You s- you can't afford to fail.
- JAJack Altman
Yeah.
- VKVinod Khosla
So you start with, "I can't fail," which means you can't take a large risk. My view is very simple: Most people reduce risk to increase the probability of success.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
I do the pos- opposite. Start with, "I want high consequences of success. I don't care about the probability of failure."
- JAJack Altman
I think that is, like, one of the best things about tech as an ecosystem is, and, you know, I think not everybody thinks quite like what you're saying, but in general, in tech, you can fail, and it's okay.
- VKVinod Khosla
Yeah.
- JAJack Altman
And I think even in other ind-- you know, I worked in finance in New York for a hot minute, and even there, it's just, like, it's just not how it works.
- VKVinod Khosla
Jack Dorsey's great, uh, on paper, but when we invested in Square in twenty ten, the following was the situation: He'd just been fired from Twitter. Twitter was a tiny company. He'd just been fired, and he had, like, four start-- failed startups, uh, his history on Wikipedia. Like, he had four failed startups. So, uh, you know?
- JAJack Altman
Yeah.
- VKVinod Khosla
Traditional wisdom would say, "Don't back him."
- 42:29 – 44:14
Mindset around risk
- JAJack Altman
Was your mindset around risk always just increase the consequence of success, or did that evolve over time?
- VKVinod Khosla
It was very much that from... You know, my first startup was-... go on, take on the computer business. Everybody big is dumb.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
Uh, which is a little bit of an arrogant viewpoint, but if we hadn't had that kind of hubris, we probably wouldn't have attempted what we attempted. So I think hubris is an important ingredient of great entrepreneurship.
- JAJack Altman
Yes.
- VKVinod Khosla
We'll build an AGI, right? Like, that's hubris. It's arrogance. Only I can do it. Uh, so the- these are entrepreneurial characteristics that are very important, but also thinking from first principles, which is why experts do poorly in their areas, because they have too many biases of what works and what doesn't, or how to do things. While somebody new in the area reinvents the area, they figure it out from first principles in the new environment, and that's an essential characteristic. So, you know, one thing is I always get asked is: "What do you look for in entrepreneurs?" You know, I seldom look for deep expertise in their area. I do look for people who are thinking from first principles and learning rapidly. Even in YC batch, if I'm talking to a YC partner about some startup, the question that's most important to me is: how much have they changed their plan over the last three months?
- JAJack Altman
Yeah.
- VKVinod Khosla
Rapid evolution, rapid thinking, rapid learning, uh, is
- 44:14 – 50:22
Bull case for energy
- VKVinod Khosla
what matters.
- JAJack Altman
So this went into a-
- VKVinod Khosla
I'm all over the map. [chuckles]
- JAJack Altman
No, it was-- This is... I, I love this, Eddie, but I want to keep getting sort of the other areas you're very excited about. Um, that was robotics, um, which I agree, humongous if, pr- you know, in some ways, that's like, that's like the final, you know, thing to figure out. Um, you mentioned fusion as a big thing.
- VKVinod Khosla
Yeah, I'm very bullish about energy.
- JAJack Altman
Well, certain many formats of energy.
- VKVinod Khosla
So, uh, I, I think there's two large formats. Fusion is one, and there's multiple approa- uh, uh, approaches to fusion, but, uh, I'm also s- very excited about super hot geothermal. Um, so again, this ties to this risk idea, right? In geothermal, completely uneconomic business. You buy power because it's green, not because it's cheap.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
And people like cheap stuff.
- JAJack Altman
Yep.
- VKVinod Khosla
Turns out, e- almost all geothermal in the US is at two hundred degrees or two hundred and fifty degrees max. If you increase the temperature to four hundred and fifty degrees, you get ten times the-- six to ten times the power, depending upon m- conditions, from the same well.
- JAJack Altman
That's surprising.
- VKVinod Khosla
For two reasons. One is Carnot efficiency goes up, but the heat content also goes up. So the energy content of the steam goes up and the efficiency percentage, so you get a multiplier effect.
- JAJack Altman
Oh.
- VKVinod Khosla
Um, don't need to get into technical details, but now it's cheaper than natural gas if you can get to four hundred and fifty degrees.
- JAJack Altman
Wow.
- VKVinod Khosla
Nobody has to worry about super hot geothermal is green. It's, it's just cheap.
- JAJack Altman
Wow.
- VKVinod Khosla
Right? And so, uh, why don't people attempt it? Because people have decided you can't drill at four hundred and fifty degrees because drill bits collapse.
- JAJack Altman
Got it.
- VKVinod Khosla
Um, so I sort of approached it differently. I said, "What would it take to drill at four hundred and fifty degrees?" Right? The-- If I can solve that problem, everything else takes care of it. And we know there's four hundred and fifty degrees the most parts of the Earth. It's only a matter of how deep you go.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
And so I set off on that problem. I think we are making great progress, so I think it's as powerful as fusion-
- JAJack Altman
Wow
- VKVinod Khosla
... in supplying most of Western United States.
- JAJack Altman
Yeah.
- VKVinod Khosla
Uh, is, uh, you can get that. Uh, our location in Oregon, one location could produce seven gigawatts of power, and I hope this year I can prove we can, mm, do all seven gigawatts competitive with natural gas-
- JAJack Altman
Wow
- VKVinod Khosla
... without worrying. It works in the Trump era, where he doesn't care, believe in climate change. It still works, and I love that kind of project. I'm also very bullish Commonwealth Fusion will do well. I don't know enough about Sam's project, uh, in Helion, but I'm glad diverse techniques are being allowed.
- JAJack Altman
But both of these are areas where you're like, "The science is gonna work, the impact will be enormous."
- 50:22 – 54:18
New transportation
- VKVinod Khosla
Uh, well, I'm super excited. Uh, so I was mentioning this talk I did, uh, it's called Plausible Tomorrows, so you can Google that, too. Um, I have a dozen predictions that look really implausible, unless somebody sits down with me, and I walk them through each, and they say, "I see no reason this won't happen."
- JAJack Altman
Hmm.
- VKVinod Khosla
I think by twenty fifty, we can replace most cars in most cities.
- JAJack Altman
Self-driving or just don't have cars?
- VKVinod Khosla
Public transit that meets the following requirements: It's always cheaper than cars and cheaper than today's public transit.
- JAJack Altman
Hmm.
- VKVinod Khosla
Cheaper than today's public transit, without losses for the transit agency. That's always faster than public transit, because it's like Uber, it's hailed, not scheduled. Uh, it's all personal.
- JAJack Altman
Yeah.
- VKVinod Khosla
It's two- and four-person vehicles, not... And it fits in a bicycle lane.
- JAJack Altman
Wow!
- VKVinod Khosla
Not only-- By the way, public transit, Fusion, OpenAI, I invested in the same timeframe, roughly.
- JAJack Altman
Yeah, yeah.
- VKVinod Khosla
Around twenty eighteen.
- JAJack Altman
Hmm.
- VKVinod Khosla
So I'm very proud of that vintage year.
- JAJack Altman
That's a good, that's a good year.
- VKVinod Khosla
But people said, "Public transit start-up? You must be totally crazy."
- JAJack Altman
Hmm.
- VKVinod Khosla
And I said, "Google doing Waymo is the wrong way to do transit."
- JAJack Altman
Because the vehicles are too big, or what?
- VKVinod Khosla
No. It just increased congestion. Okay?
- JAJack Altman
So what should it be?
- VKVinod Khosla
So, uh, and I think Waymo will have a great business for delivering people from transit routes to the last mile. There's only one question in a city, uh, when it comes to traffic: Can you increase throughput ten X for the same street width, without redoing the street width? So we designed a public transit system of self-driving vehicles in bicycle lane width. So it's easy to insert in a city, has ten times the capacity of a light rail system or, or a car system, so more capacity than a light rail system in a bicycle lane width, and it's on demand because the cars just, you hail them like an Uber. So turns out, every single project we have bid so far, we bid a, uh, well, we bid a lot. Four have been decided. We won every single one. For a public transit system from a start-up, and the start-up wasn't invited to bid on any of these projects, because nobody knew about us.
- JAJack Altman
Yeah.
- VKVinod Khosla
Nobody invites a start-up.
- JAJack Altman
[chuckles]
- VKVinod Khosla
San Jose invited thirty-two bidders to build a s- um, transit system from the airport to the Google campus, and then to the Apple campus in San Jose.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
We bid over the transom, because most of these bids are open, and we won it outright. Think about it!
- JAJack Altman
But is this-- So what is the-- what's the vehicle?
- 54:18 – 1:03:00
Future of medicine
- VKVinod Khosla
ambitious.
- JAJack Altman
Okay, and how about medicine? Because that's like twenty percent or more of GDP. That's a huge one.
- VKVinod Khosla
Yeah.
- JAJack Altman
Obviously, AI is a big part of this, but you spend a lot of time in medicine, separate from AI, with AI-
- VKVinod Khosla
So-
- JAJack Altman
-about medicine
- VKVinod Khosla
... uh, so, uh, of, which is a big part of our GDP, a quarter of that spend is medical expertise, is phys-- think doctors.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
Okay? Uh, almost certainly, that goes to zero. Can go to zero. So what are we doing? We're building AI primary care doctors, AI phys-- uh, mental health therapists, AI physical therapists, AI oncologists, AI, uh, you name it.
- JAJack Altman
Actually, maybe just to, like, take-- just to get specific on what you mean about that going to zero. If we have, for every hundred doctors per capita we have today-... in like twenty fifty, do you think we have like zero or ten or th-- like, what, like, what do you think this is?
- VKVinod Khosla
I, I don't know the answer, uh-
- JAJack Altman
But there are some?
- VKVinod Khosla
You will always have some to learn from. Right.
- JAJack Altman
For the AI to learn from.
- VKVinod Khosla
For the AI to learn from, though the AI can boot itself to be much better.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
Um, and I'll give you today's data of a multicenter study at Stanford. They b- took the best academic institutions and judged complex AI diagnosis. Physicians only, and these are academic learning centers with the best physicians, seventy-three percent accuracy, so twenty-seven percent of the patients were getting the wrong diagnosis.
- JAJack Altman
That's like a lot. That's like one in-- yeah, that's a lot.
- VKVinod Khosla
It's wonderful.
- JAJack Altman
Yeah, yeah, anyway, it's just-
- VKVinod Khosla
Think about it. And this complex means it was a serious thing.
- JAJack Altman
Yeah.
- VKVinod Khosla
It wasn't just the flu. AI alone, eighty-eight percent.
- JAJack Altman
Accurate.
- VKVinod Khosla
Accurate. But then they gave the AI to the doctors. The doctors improved from seventy-three percent to seventy-six percent. The AI got degraded from eighty-eight to seventy-six percent.
- JAJack Altman
That's funny.
- VKVinod Khosla
And this is a serious multicenter study. I love medicine. What will happen is everybody on the planet, for less than a dollar a month, will get a free primary care-- a free physician, initially called primary care, but they'll be, uh, do everything. My son's company, Curai, is called multi-specialty primary care 'cause the AI knows enough gastroenterology to provide that. N- now, the hard problem is, the American Medical Association won't let the AI write a prescription.
- JAJack Altman
Yeah.
- VKVinod Khosla
And so we, we have human physicians who approve the diagnosis and the prescription or testing recommendation or whatever.
- JAJack Altman
Yeah, I was gonna say, I mean, if the humanoid at home plays out too, then it's probably also doing some amount... I mean, it's not gonna do surgery, but it might be doing some amount of giving you a physical or-
- 1:03:00 – 1:05:40
A different type of enjoyment
- JAJack Altman
As I'm listening to you talk about all of these different areas, and, like, you think on such a grand societal scale, but you probably also have a bunch of sort of, um, maybe seemingly boring, but, like, good ideas kind of come through Khosla Ventures all the time, too.
- VKVinod Khosla
Yes.
- JAJack Altman
Do you still enjoy making those kinds of investments, uh, as well? Is that more where you have, like, a partnership, and there's other people on your team who are more interested in-
- VKVinod Khosla
Well, one, there are other people in the partnership who enjoy just successful startups.
- JAJack Altman
Yeah. [chuckles]
- VKVinod Khosla
I do, too.
- JAJack Altman
Yeah.
- VKVinod Khosla
Hey, look, I, I enjoy winning. You know, when I do a GitLab, that's, that's a win. When we do cognition, it's a win. When we do Replit, it's a win. I mean, the growth rates for some of these companies are stunning.
- JAJack Altman
Shocking, yeah.
- VKVinod Khosla
So, um, yeah, it's still fun to be disruptive.
- JAJack Altman
Yeah, it's just, like, sort of a different bucket of enjoyment.
- VKVinod Khosla
It's a different bucket.
- JAJack Altman
Yeah.
- VKVinod Khosla
I would say in the more societally, su- societally impactful technologies, I will go through actually starting the company.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
Like fusion. Bob was a senior fellow, um, at Commonwealth Fusion. Bob was a senior fellow at the MIT Plasma Fusion Lab when I met him, and he had ideas, and, and, and I got him sort of, like, instigated-
- JAJack Altman
Yeah
- VKVinod Khosla
... so to say.
- JAJack Altman
Yeah.
- VKVinod Khosla
He's done all the work, and then he instigated the field of fusion.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
So whether he succeeds or not, there's so many different startups now. One will succeed.
- JAJack Altman
Yeah.
- VKVinod Khosla
So Commonwealth Fusion or Helion don't have to succeed for fusion to succeed. So I like instigating things. The same thing we did... Yeah, it was very profitable to make twenty-five hundred times your money-
- JAJack Altman
Yeah
- VKVinod Khosla
... and, and having the world be TCP/IP instead of ATM. It's interesting to look back at the press from nineteen ninety-six. Just assumed-
- JAJack Altman
Yeah
- VKVinod Khosla
... uh, it was gonna be, the Internet was gonna be ATM. So I'm actually, uh, you know, I always tell Pradeep, the founder of that-
- JAJack Altman
Yeah
- VKVinod Khosla
... if we hadn't done that, the Internet wouldn't be TCP/IP, which is horrific to think about.
- 1:05:40 – 1:12:13
Approaches to venture
- JAJack Altman
You, um, you used the word instigating when you could have maybe used a word like incubating. I also heard earlier in the conversation, I think you, you know, you talked about, like, not being an investor, you know. Um, I think also, like, the way that you work with founders, and I've heard you talk about not being founder-friendly, or that there's a different way to think about being founder-friendly. What I'm curious about is, there's a lot of sort of, uh, new ways to describe what VCs do and how they describe themselves and mindsets around it. Do you think that in general, the role that venture investors see themselves playing, do you think we're trending in a direction where it's getting better all the time, or do you think that in any ways the industry has lost its footing on some of these concepts?
- VKVinod Khosla
Look, there's all kinds of VCs with all kinds of approaches. Some are marketing labels. Founder-friendly is a real disservice to founders. It's like if you said to your kids, w- if you told your five-year-old-
- JAJack Altman
Do whatever you want
- VKVinod Khosla
... "Do whatever you want, I will always say yes."
- JAJack Altman
Yeah.
- VKVinod Khosla
That's-
- JAJack Altman
You wanna-
- VKVinod Khosla
You pay the price.
- JAJack Altman
You wanna go swimming without me? Yeah, like, whatever.
- VKVinod Khosla
Yeah.
- JAJack Altman
Yeah.
- VKVinod Khosla
Or eat as much candy, or eat as much Coke. Mm, and by the way, my kids, when they were growing up, at age five, they could eat as much candy and as much Coke as they wanted, as much junk food. Uh, we always had it laying around. They could-- They didn't have to ask us.... but we taught them how to measure themselves on how much Coke, uh, they drink, whether it's good or not. So I would say we taught them control, not gave them yes, no permission.
- JAJack Altman
Yeah, but the most important thing is that you set those parameters for a kid.
- VKVinod Khosla
Yeah.
- JAJack Altman
And, yeah.
- VKVinod Khosla
Right. And in literally, um, at age twelve, I thought of, they can make ten percent of the important decisions.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
By age eighteen, they have to make ninety.
- JAJack Altman
Yeah.
- VKVinod Khosla
And my job is to teach them how to make the leash longer.
- JAJack Altman
Right.
- VKVinod Khosla
But the s- same is true of entrepreneurs. Look, a brilliant engineer from DeepMind starts a company. What do they know about finance? What do they know about marketing? What do they know about even hiring or managing? Our job is to teach them, just like I taught my kids. By eighteen, my kids were pretty independent. I didn't worry about what they did in college. All four went to college, uh, five miles from our house at Stanford.
- JAJack Altman
Yeah.
- VKVinod Khosla
None of them had this, "I want to get away," because they felt they had enough leash. They had enough permission. They didn't need to, quote-unquote, "get away."
- JAJack Altman
Can I put up a, like, a steel man argument that, uh, of the other side to hear your reaction to it? Basically, it would be something like the, the sort of the strongest entrepreneurs, which is where all the returns are, don't really need much help or much management, and so better to just invest in the people who didn't need help in the first place.
- VKVinod Khosla
I disagree. That is very much the founders fund argument.
- JAJack Altman
Yeah.
- VKVinod Khosla
They do very well with that. Great founders do well, whether you like it or not-
- JAJack Altman
Yeah
- VKVinod Khosla
... uh, whatever you do. Where I will disagree is they can do even better if they have a debating partner.
- 1:12:13 – 1:16:17
Khosla’s operating principles
- VKVinod Khosla
Yeah.
- JAJack Altman
By the way, on that topic, I'm curious, like, I... I read that as one of the sort of, like, generationally great sort of recruiting or re-recruiting, um, you know, moves that has happened, and, um, I think he's an amazing investor, obviously. Did you know for a while that you wanted that to happen?
- VKVinod Khosla
We're a different kind of firm, and I said earlier, we are not in-- I've not called myself an investor ever.
- JAJack Altman
Hmm.
- VKVinod Khosla
Right? I always say I'm a venture assistant. If you look at our website, since we started the firm in 2004, the first tagline is "venture assistance." By the way, another phrase that has stayed on our website since 2004 is: "I prefer brut- uh, brutal honesty to hypocritical politeness." And when most VCs give polite feedback to an entrepreneur, they're doing a disservice. They're basically saying: "You're doing great."
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
"Don't examine anything."
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
You know, makes you feel good as an entrepreneur, but doesn't help you build a better company. And the only things that make you feel better are things that change your thinking or challenge your thinking. So it's an important characteristic for founders to keep in mind. What are they looking for? The best help or just people who will go away?
- JAJack Altman
Yeah.
- VKVinod Khosla
Um, so it's a style that's different.... we don't think of investments. We've never calculate, uh, never means not in the last ten years I can think of it. I can't think of a single instance where we calculated an IRR.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
Not one.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
An investment firm that never calculates IRRs, because we want to build something significant, and then-
- JAJack Altman
It will work out.
- VKVinod Khosla
-the economics will work out. So that's our approach. But we do want to make-- increase the probability of success of the founder, and we want to m- increase the magnitude of the potential success also, by thinking about, should you do X or Y? Founders underestimate that.
- JAJack Altman
Mm.
- VKVinod Khosla
So let's say a founder is selling ten percent of a company, um, ten million at, uh, a hundred million post. The founders forget they're keeping ninety percent. And what happens to the price per share of that ninety percent, whether it's-- they give up ten percent or twelve percent, ninety, keep ninety or eighty-eight-
- JAJack Altman
Yeah
- VKVinod Khosla
... trivial compared to the five hundred percent swing you can get by taking one path or a different path. That's where the opportunity for maximization is.
- JAJack Altman
Mm.
- VKVinod Khosla
That's where it's not about investing, but getting the best help building a company.
- JAJack Altman
Yeah.
- VKVinod Khosla
And that's what I sort of spend all my time doing.
- JAJack Altman
Yeah.
- VKVinod Khosla
Just yesterday, I was talking to this founder. It's, it's a very cool company, self-driving for these heavy machines-
- JAJack Altman
Mm
- VKVinod Khosla
... bulldozers and loaders.
- JAJack Altman
That is cool.
- 1:16:17 – 1:19:55
Staying energized
- VKVinod Khosla
too.
- JAJack Altman
I know you're, you're going to have to go in a minute, so I just want to ask you, uh, there's one-- I mean, there's a million more questions I want to ask, but there's one I really wanted to ask, which is, um, you've been not just, like, doing venture, but you've been doing it, like, really successfully and in a super relevant way for a long time, through a lot of cycles. Before we started, you said, you know, you're turning seventy, or you turned seventy this year. You feel twenty-five. This is kind of like the dream, and do you know what you attribute all of this to, like?
- VKVinod Khosla
Yeah. Uh, very importantly, I gave a talk at Stanford in twenty fifteen, the Stanford Business School in twenty fifteen. I said, "I'm internally driven. I don't care what others think of me," so it's feels obnoxious sometimes because I'll do my thing-
- JAJack Altman
Mm-hmm
- VKVinod Khosla
... independent of what others think. I'm doing this because it's fun. You know, I get somebody teaching me about con-- mining and constraints in construction or self-driving an MRI machine or a big loader. They're the same thing. Clever ideas like public transit, or can we make fusion happen? So I'm in it because it's fun for me. And most of the people at Khosla love what they're doing and would do the same thing if they didn't get paid. And so we do it for a different reason than making the most money. Because we focus on larger impact, the returns really do well or take care of itself. You know, it, it's sort of like what's motivating you?
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
Uh, in fact, this was conversation I had, Sam, when we invest- invested in OpenAI. He knows I care about the impact. Something happened, um, uh, making something happen. Fusion is too important to not try.
- JAJack Altman
Yeah.
- VKVinod Khosla
I want the impact of fusion.
- JAJack Altman
Yeah.
- VKVinod Khosla
There's nothing I could do in making money that would impact me more, saying-- other than saying, I played this tiny part in getting fusion to start and hopefully happen.
- JAJack Altman
Yeah.
- VKVinod Khosla
Even if Commonwealth Fusion doesn't do it, almost all the companies have been enabled, and investing in the field has been enabled because people looked at Commonwealth Fusion.
- JAJack Altman
Mm-hmm.
- VKVinod Khosla
So this idea of instigating change is very motivational. It's way more impactful and also fun and way more learning than almost anything else. I say I'm, like, totally-- I have one addiction, which is to learning. I can't learn enough new things, whether it's about biology or an AI algorithm or hypersonic flight. We are doing Mach Five flight, too, and w- we haven't talked about national defense. We are spending a lot of time there.
- JAJack Altman
Would love to.
- VKVinod Khosla
But all these areas are just fun.
- JAJack Altman
Yes.
- VKVinod Khosla
And, and that's w- why I don't mind. I still work eighty hours a week, and I hope, uh, twenty-five years from now, I'm w- working eighty hours a week, health permitting, touch wood. But that's-- I think it's a very different motivation of why we do things. I tell our LPs, I'm probably the only one foolish enough to tell my LPs, "If I can have more impact and less return, I'll pick more impact every single time."
- JAJack Altman
Yeah.
- VKVinod Khosla
As long as they get a minimum return-
- JAJack Altman
Yeah
- VKVinod Khosla
... that they're comfortable with-
- JAJack Altman
Yeah
- VKVinod Khosla
... so they can.
- JAJack Altman
Well, you seem to be getting both. Um, Vinod, thank you so much. This was amazing, and I am super appreciative of your time and all that you've, uh, done for, for the industry.
- VKVinod Khosla
Great. Thank you. It's a lot of fun. [upbeat music]
Episode duration: 1:19:55
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