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cover of episode Scaling solutions for the climate crisis, with Vinod Khosla

Scaling solutions for the climate crisis, with Vinod Khosla

2025/1/23
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Vinod Khosla:我认为解决气候变化问题比人们想象的要简单得多。只需要在十几个关键领域找到十二个杰出的企业家,他们能够引领创新,推动技术发展,从而实现大规模减排。我不区分气候变化和可持续发展,我认为气候变化的核心问题在于碳排放。如果我们能够解决这十几个主要排放领域的问题,那么我们就基本上解决了气候危机。这需要在电动汽车、航空燃料、植物蛋白等领域取得突破性进展。Elon Musk 和 Pat Brown 就是这方面的杰出例子,他们分别在电动汽车和植物蛋白领域引发了变革。在核聚变领域,虽然目前还存在不确定性,但我相信在未来五年内,核聚变技术将取得突破,这主要归功于像Bob Baumgart这样的企业家所做的努力,以及由此引发的众多创业公司和资金的涌入。许多其他领域,例如钢铁和可持续航空燃料,也已经取得了显著进展。乐观估计,到2030年,大部分领域都将找到解决方案,并在随后的十年中进行大规模部署。 虽然人工智能在气候变化领域的作用目前有限,但未来AI科学家将在材料设计等领域发挥重要作用,加速科学进步。总的来说,我认为企业家是推动重大创新的主要力量,而大型企业则擅长渐进式创新。 Jeff Berman: 我与Vinod Khosla进行了关于气候变化以及其他一些问题的讨论,包括他关于如何通过规模化解决方案来应对气候变化的观点。他认为,只需要少数几个他所谓的煽动者,就能扭转全球气候危机的局面。他详细阐述了他对未来科技的乐观主义观点。

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Vinod Khosla's instigator thesis posits that a dozen entrepreneurs focusing on key carbon emission areas can significantly impact climate change. He differentiates climate change from sustainability, highlighting the importance of tackling major emission sources like electric vehicles and aviation fuels. Khosla expresses optimism about progress in several areas by 2030, focusing on technological solutions and large-scale deployment.
  • Only a dozen large areas with significant carbon emissions need to be addressed to solve the climate crisis.
  • Entrepreneurs, or 'instigators,' are key to driving change in these areas.
  • Significant progress is expected in several key areas by 2030.

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Hi, folks. Jeff Berman here. This week, we wanted to share a conversation I had in the fall with Vinod Khosla.

Vinod joined me on stage at the 2024 Masters of Scale Summit to discuss a range of issues, including one of his passions, how to scale solutions to climate change. The entrepreneur and billionaire investor is a true titan of tech. He's the founder of Sun Microsystems and Coastal Ventures, and over the past several decades, he has been integral to the success of dozens of tech companies.

The Node believes we only need a handful of dedicated changemakers to turn the tide on the global climate crisis. You've got to have incredible talent at every position. It's like this huge push. There are fires burning when you're going home. Can you believe it? Such an idiot. And then you go back to, this is totally going to be amazing.

This is Masters of Scale. I'm Jeff Berman, your host. I spoke with Vinod on stage at the Presidio Theater in San Francisco back in October.

we dove straight into a thesis he champions, that we need a small but mighty number of what he calls instigators to turn the tide on climate change. Will you start by telling us about your instigator thesis? I've dealt with instigators, which are really entrepreneurs, all my life. But when I was looking at the climate problem and people kept telling me it was a very hard problem, not a solvable problem,

I looked at it carefully and I said, it's a much simpler problem than people make it out to be. You only need a dozen instigators in a dozen areas. Everybody can help. Everybody can contribute. But we need a dozen instigators to solve the climate crisis. I mean, OK, so it matters, but it doesn't matter in the grand scheme. If I drive an electric car or what have you, why a dozen in a dozen areas?

Because there's only a dozen large areas that have large carbon emissions. Now, I'm talking carbon emissions. I'm separating climate change from sustainability. To me, they're quite different things, though they're often confusing. Can you unpack how you view them differently? Sustainability is about recycling and things like that. Green approaches, it gets mixed in with some of the wellness approaches to food and other things.

But if you're strictly looking at the climate change problem, it's about carbon emissions. And there's a dozen important areas. Electric vehicles is one. Aviation fuel is another. Plant protein or proteins is another. There's only a dozen large emission areas that really matter. If we solve them, we will mostly have solved the climate crisis or the carbon emissions crisis.

If we don't, it doesn't matter what else we do. And your view is literally one instigator, one entrepreneur in each of these categories can make a difference. Can make a difference or can make the difference. I hate giving Elon Musk any credit, but I do give him credit for instigating the change to electric vehicles. Without him...

We would be on a very different path, dependent on General Motors and Volkswagen and Ford to ship electric cars. So he did more than without ever being in the car business to change the paradigm of what's accepted and then got everybody to follow. We contain multitudes, even Elon Musk. Yeah. You know, Pat Brown did that with plant proteins.

And I think those are well on our way. They'll have up and down cycles, but I think we are well on our way to solving the protein problem. And it's through fundamental science innovation. Bob Baumgart's done that in fusion. I don't think fusion's a if question. I think five years from now, nobody will be debating whether fusion's possible. It'll be how fast can we implement it. Why do you believe we'll be there within five years?

Just because, you know, if I looked at 2018, I think that was the year we invested in Convail Fusion. By the way, also invested in OpenAI the same year. In a public transit system, three fundamental things in one year. I was very proud of that year. But it isn't that Bob started that company. We started it in a way where in the following five years,

maybe a dozen, maybe 20 startups started doing the same thing. And then when there's that many shots and goal and talent and money are flowing in, which is what Bob caused to happen, that's an instigator. So at this point, whether Bob succeeds or fails, I think the world will have fusion.

because there's so many good scientific attempts. And do you believe we have enough time to get to all 12 categories? So I didn't speak to that issue. I do think we are well on our way in steel. I think we are well on our way to sustainable aviation fuel. And these are things most of you probably haven't heard of. But I've seen the state of development to say at this point, it's mostly engineering risk. Very often the risk is cost.

But dispatchable power generation is a big one that there's more than one approach that will work there. And we've instigated that change. If I take these dozen areas, I'd say eight of the dozen have very good scientifically sound efforts to develop the technology. That's the optimist in me. My bet is by 2030, most of these areas will have a solution.

And then the 2030s will deploy them, build five plants, ten plants. But at that point, we get to a point where we can do thousands of plants a year.

in each of these areas, whether it's steel or power generation or others. I think we are now legally required to talk about AI in every conversation, so I'm going to not break the law here. How will AI help us achieve the 12 on 12? Yeah, so the first thing I would say is we should be cautious about ascribing too much to AI. How many people know the NeuroIPS conference here, the raise of hands?

It's sort of the go-to conference for AI, very few hands up. And I looked at last year's papers and the years before on AI and climate change. And I said none of these approaches, these efforts of AI in climate change are going to be consequential. Why not? Just because they address minor problems. You know, building efficiency isn't a climate change problem.

You can improve it 2%, 3%, but you're making very little progress. Unless you get to 80%, 90% reduction in carbon in every one of the major areas, we're not going to get there. And so I'm only looking for the 90% reductions, not the 10% or 20% improvements in efficiency or other things. In which categories do you think AI may help us the most?

Well, so I think in the next couple of years, we'll get to an area where we have what I call, and this is not an original term, AI scientists. Then you can apply a much faster rate of scientific progress in materials design, for example. We are using AI in convolve fusion to control plasma.

Plasma control is a hard problem. We are using AI. Commonwealth Fusion is partnering with DeepMind to do that. But I do think fundamentally, AI scientists to get creative about new approaches in some of these areas will make a huge difference.

I want to take us beyond climate, if I may, unless there's something you want to add there. Taking the instigator thesis into healthcare, for example, we have at least a couple of companies here, including Transcripta, that are using AI to discover new applications for existing drugs, to discover new drugs.

How do you think about the instigator thesis as it applies to healthcare, particularly with AI helping? And I think I would broadly say entrepreneurs cause most of the radical change. When it comes to incremental innovation, big companies are relatively good at it. And Intel can do a good job of moving from a 7-nanometer semiconductor process to a 5-nanometer process.

But in the 40 years I've been doing innovation, I've only done technology-based innovation. I can't think of a single example of large innovation that was done by a large player or a large institution or a government program. But in each case, whether, I like to put it the following way, did Amazon reinvent retailing or was it Walmart or Target?

We talked about Elon Musk. It wasn't General Motors or Volkswagen. In Airbnb, you might have thought that, hey, Hilton or Hyatt would know how to do that. Or in Uber's case, you'd think somebody like Hertz will reinvent that area. There isn't a single example I can think of a large innovation that a large institution was part of doing or predictable. Now, big companies help. They pile on.

Today, we are dependent on the big auto companies to build EVs, but they've all switched because somebody has shown the way, and that's what instigators do. And that is happening in healthcare. Vaccines were done that way. Almost all the large innovation is happening at many levels. You talked about drug discovery. You know, the idea of drugs being designed by AI...

Very powerful. I think I first talked about it 10 years ago in a long piece I wrote. But every company is now getting on that bandwagon. They'll help. And how quickly do you think we'll see the revolutionary change, not the evolutionary change, but the revolutionary change in health care? Health care depends on regulatory control. So that limits what we can do at the drugs level.

No matter whether you have AI-designed drugs or other traditional drugs, you've got a 10-year process of getting a drug approved through the FDA. Now, there's a cheat to that that I'd love to see happen, and we are working on it. If you design a drug that's for one person, you know, today we design a drug and works for all 7 billion people on the planet, whether it's a fancy drug or a simple aspirin.

And different people have different genetics. We don't optimize for that. You could design a drug for only one person. I don't know how the FDA would handle that. We are attempting to see how that might go. Design the drugs with the help of AI for one person, one patient at a time. Much easier to do in certain classes like genetic diseases. You can do that. The other end is...

and I'm very excited about this idea. It's hugely disruptive. How many people have heard of a thesis put up on AI about two weeks ago called AI Dystopia or Utopia? Everyone raise your hands, please. No, you don't have to. I postulated that all expertise will be free. So if you look up in TechCrunch, in 2012, I wrote a blog called Do We Need Doctors? Under a simple thesis in 2012...

later expanded to a 100-page thesis by 2016. We won't need doctors for their expertise because AI will be the best primary care doctor. We're working on that. AI will be the best and easily scalable therapist for mental health.

AI will be the best oncologist in most of these areas. By the way, it's not restricted to medicine. AI will be the best structural engineer. AI will be the best salesperson or marketing person. So almost all expertise will be near free. Okay. The best marketing person, the best salesperson.

Yeah, I mean, that's not necessarily intuitive, at least not for me, because there's... There's only a dozen startups doing salespeople.

AI salespeople. But in each case, there are sparks of creativity. There are relational components, right? If you and I are working on a deal, there's trust that we build over time. And I'm able to ask you questions. You're able to ask me questions. We're able to work together in the best case to create a deal. Are you imagining two AI agents putting that deal together? How are you imagining that being a more efficient and effective process? The first thing I would say is just because I can't precisely predict

how the change will happen doesn't mean the change will not happen. I'm almost certain the change will happen in radical change, but it's hard to predict exactly how. So if you were to bet and know in 15 years things will be the same, I'd take 10 to odds on that with anybody. More from my conversation with Vinod Khosla in just a minute.

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We've grown exponentially since we opened 10 years ago. We initially started with, I think there were 10 of us, maybe, total, which is just completely ridiculous. That's Jillian Field, Capital One business customer and co-founder of Union Market, a popular neighborhood market and cafe in Richmond, Virginia. With her growing success, now with 45 team members, Jillian has always kept sight of what really matters.

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We buy all of their tickets as well as their plus ones. It's a lot of fun and definitely a great team bonding experience. Capital One really has been great over the years. It's so easy. We could apply these points to supplies, masking tape and Sharpies and ticket receipt paper, but we like to retain them for our employees. That's been really important. To learn more, go to CapitalOne.com slash business cards.

Welcome back to Masters of Scale. You can find this conversation and more on our Masters of Scale YouTube channel. Next up, I asked Vinod if there are any areas where he thinks human effort will still be more important than AI. Look, there's certain things that are not rational that make us human. And I think those categories will be categories later.

Look, even today, you can get a well-produced glass like this off a factory line, but I'll pay more for a handmade glass. We all do. I do. And so that's the humanness factor. We prefer certain things, and we don't have to be rational about everything in our lives.

We like to think of ourselves as rationalists. I do. But there are things I prefer. And perhaps the irrational decisions are some of the most important ones that we make. In fact, some of the most important decisions, I think there was a scientist, and I won't name the name only because I haven't been able to verify it, who said...

We make most decisions rationally except the most important ones. Who do we marry? That's not a rational decision. That is an emotional decision, and it should be. That's where humanity comes in and humanness comes in. And I postulate in my thesis that we will have more room for humanness because we won't be occupied by the things AIs can do for us.

You know, I'm a techno-optimist, but I modified techno-optimism with a simple phrase which I use in my long... It's a 25-page essay, so not easy reading. I say, techno-optimism with care and caring. And the care part is AI safety, and the caring part is inclusiveness about everybody else. And I do think techno-optimism by itself...

is not necessarily good for society as a whole. It's good for the technologists. But with care and caring, I think it becomes the single most powerful tool we've ever had to move society to an era of abundance and being more human. Now, people ask me a simple question like, won't it displace jobs? Honest answer, yes.

In fact, I think 80% of all jobs, so if you do the math, 65% of all jobs in 20 years can be done by an AI in those countries that choose to do so. And it'll be a country-by-country political choice. So a lot of job displacement and probably a pretty disruptive period, which I define in my essay. But today, being a farm worker, having jobs,

to work in salinas in 100 degree heat eight hours a day for 20, 30 years, or working on the General Motors assembly line mounting a tire on a car for 30 years, eight hours a day. That's not jobs. That's servitude because you need to make a living. I'm pretty certain we will have enough abundance, and I postulate GDP growth will go from 2% to 5%. And that kind of growth rate, maybe not our kids, but our kids' kids,

We live in an era of abundance. And we will have enough resources to support everybody at the minimum standard of living. So people work on the things they want to work on, not the things they have to work on to support their family. Let's end on abundance. Thank you so much. Thank you. Vinod Khosla's version of techno-optimism is an inspiring one, and I'm so grateful he joined us at the Masters of Scale Summit.

You can find a link to his essay titled AI, Dystopia or Utopia in the show notes. I'm Jeff Berman. Thank you for listening. We take great, great pride in the culture that we've built. We just saw a sizzle video from our recent team offsite and it almost brought us to tears.

That's Shannon Jones, Capital One Business customer and co-founder of VIRB, a rapidly growing brand experience agency that creates memorable events for companies like Airbnb, Hulu, and Amazon. We've scaled exponentially. I mean, the company has more than doubled in size. Being super mindful of how to maintain the culture in the face of rapid growth has been very top of mind for us.

For VIRB, company culture is just as important because the staff brings that energy to client relations, the key to their success. Here's VIRB's other co-founder, Yadira Harrison, highlighting a specific way that VIRB takes care of its employees. Our holiday party, it's a one-day celebration where we all come together. We're talking about 50 to 85 people. And so it's special, but it's also expensive.

Yadira and Shannon spare no expense when it comes to team milestone celebrations, employee benefits, and holiday parties. Perks made possible with the help of their partnership with Capital One Business. The Capital One Spark Card definitely helps to offset that in a massive way. Based off of the cashback benefits, that's the benchmark of how we want to use that cashback. It's important for us to be able to do that and to make people feel appreciated. To learn more, go to CapitalOne.com slash business cards.

Master of Scale is a Wait What original. Our executive producer is Eve Tro. Our senior producer is Trisha Bobita. The production team includes Tucker Legerski, Masha Makotunina, Brandon Klein, and Timothy Liu Lee. Our senior talent executive is Stephanie Stern. Mixing and mastering by Aaron Bastinelli and Brian Pugh. Original music by Ryan Holiday. Our head of podcasts is Lital Molad.

Special thanks to Jay Punjabi, Jodine Dorsey, and the entire Masters of Scale Summit team. Visit mastersofscale.com to find the transcript for this episode and to subscribe to our newsletter.