In this episode of Acquired, hosts Ben Gilbert and David Rosenthal celebrate Nvidia's 30th anniversary with its founder and CEO, Jensen Huang. They delve into the company's evolution from graphics to data centers and AI, examining Nvidia's strategic position and pondering its future dominance in the AI market. Huang shares pivotal moments, such as the high-stakes launch of the Reva 128 chip, and discusses the importance of building a computing platform with a consistent architecture, like CUDA, to foster a robust developer ecosystem. He also touches on the acquisition of Mellanox and its significance for Nvidia's data center ambitions. Additionally, Huang addresses the societal implications of AI, emphasizing the need for safety, human-in-the-loop systems, and the potential for AI to create jobs through increased productivity. Throughout, Huang reflects on the challenges of entrepreneurship, the support systems that helped him, and his unwavering commitment to Nvidia, offering insights on company building and the relentless pursuit of opportunity.
"I will say, David, I would love to have Nvidia's full production team every episode. It was nice not having to worry about turning the cameras on and off and making sure that nothing bad happened myself while we were recording this."
The quote reflects the positive experience of having a professional team handle the recording process, allowing the hosts to focus on content creation.
"Welcome to this episode of Acquired, the podcast about great technology companies and the stories and playbooks behind them. I'm Ben Gilbert."
This quote serves as the opening line for the podcast, setting the stage for the episode's focus on Nvidia and its CEO, Jensen.
"At the time of recording, Nvidia is worth $1.1 trillion and is the 6th most valuable company in the entire world."
The quote emphasizes Nvidia's market position and valuation, underscoring the importance of the company's strategies and future prospects.
"Yeah, I got new perspective on the company and on him as a founder and a leader just from doing this."
The quote reveals the value of firsthand interactions in gaining a more nuanced understanding of a subject.
"All right, well, listeners, join the slack. There is incredible discussion of everything about this company, AI, the whole ecosystem, and a bunch of other episodes that we've done recently going on in there right now."
This quote encourages listener engagement and directs them to a platform for further discussion, while also providing a standard disclaimer about the nature of the podcast's content.
"You're getting ready to ship the Riva 128, which is one of the largest graphics chips ever created in the history of computing."
The quote sets the context for one of Nvidia's pivotal moments in its early history, highlighting the significance of the Riva 128 chip.
"Revo 128 was a reset of our company, because by the time that we realized we had gone down the wrong road, Microsoft had already rolled out DirectX."
The quote captures the moment Nvidia had to reassess its strategy and adapt to the changing technological landscape to stay competitive.
"We essentially virtually prototype the chip by buying this emulator."
The quote explains the innovative approach Nvidia took to ensure the Riva 128 chip was thoroughly tested and ready for production, despite financial constraints.
"When you push your chips in, what you're really doing is when you bet the farm, you're saying, I'm going to take everything in the future, all the risky things, and I pull it in advance."
The quote highlights Jensen's philosophy on making big bets for the company, stressing the importance of pulling future risks into the present and addressing them proactively.
"But we had confidence that even Gan, the first time I met Goodfellow, the Gan was like 32 x 32, and it was just a blurry image of a cat, but how far can it go?"
The quote illustrates Nvidia's early belief in the potential of deep learning technology, even when initial results were not yet impressive.
"But most of our success was aligned around in the beginning, just about helping the researchers get to the next level."
This quote conveys Nvidia's commitment to supporting the research community, which was instrumental in advancing AI technology.
"And if that's the case, then how you build a computer and how you build a chip, in fact, can be completely changed."
The quote reflects Jensen's vision of how deep learning and AI can fundamentally alter the approach to computing and hardware design.
"So you could just monitor the archive papers. And I took an interest in learning about the progress of deep learning, and to the best of my ability, read these papers, and you could just see the progress happening in real time, exponentially in real time."
The quote highlights Ben Gilbert's method of keeping up with the progress in deep learning by regularly reviewing new research papers, which demonstrated swift advancements.
"It even seems like within the industry, from some researchers we spoke with, it seemed like no one predicted how useful language models would become. When you just increase the size of the models, they thought, oh, there has to be some algorithmic change that needs to happen. But once you cross that 10 billion parameter mark, and certainly once you cross the 100 billion, they just magically got much more accurate, much more useful, much more lifelike."
David Rosenthal reflects on the industry's surprise at the effectiveness of scaling up language models without needing algorithmic changes, which led to models becoming more accurate and lifelike.
"Well, my first feeling about the language model was how clever it was to just mask out words and make it predict the next word. It's self supervised learning at its best."
Jensen expresses admiration for BERT's innovative approach to language modeling, which uses self-supervised learning to predict masked words, demonstrating an intuitive way to teach reasoning to models.
"I even remember that from my first operating systems class in college. When I finally figured out all the way from programming language to the electrical engineering classes bridged in the middle by that OS class, I'm like, oh, I think I understand how the von Neumann computer works. Soup to nuts. And it's still a."
Speaker E recalls the moment of comprehending the entire von Neumann architecture, a foundational concept in computer science.
"The most common way to deploy new models was through experimentation a b testing. When the research team created a new model product, engineers would deploy the model to a subset of users and measure the impact of the model on core product metrics."
Ben Gilbert explains the importance of A/B testing in deploying new ML models, allowing for measured impact and iterative improvements based on user data.
"Nvidia is not built like a military. It's not built like the armed forces, where you have generals and colonels. We're not set up like that. We're not set up in a command and control and information distribution system."
Jensen describes Nvidia's unique organizational structure, which does not follow a traditional hierarchical model but is designed more like a computing stack with an emphasis on expertise and mission-driven work.
"Your organization should be the architecture of the machinery of building the product. Right. That's what a company is."
Jensen articulates his philosophy on organizational design, emphasizing that a company's structure should mirror the process of creating its products.
"Wouldn't it be amazing if our computer doesn't have to be connected to the viewing device, that the separation of it made it possible for us to compute somewhere else?"
Jensen discusses the foresight that led to Nvidia's pivot towards data center computing, recognizing the potential of separating the computing process from the physical constraints of traditional desktop setups.
"Our job as CEO is to look around corners and anticipate where will opportunities be someday. And even if I'm not exactly sure what and when, how do I position the company to be near it."
Jensen emphasizes the role of a CEO in anticipating future opportunities and strategically positioning the company to capitalize on them when they arise.
"And so the day that I concluded that, really, Nvidia wants to build computers of the future, and computers of the future are going to be data centers embodied in data centers."
Jensen shares his rationale behind the acquisition of Melanox, emphasizing the strategic move to align Nvidia with the future of computing in data centers.
"Crusoe has been ahead of the curve and is among the first cloud providers to offer Nvidia's H scale."
This quote emphasizes Crusoe's proactive approach in offering Nvidia's H scale, which is a sought-after product in the AI cloud market.
"They can provide significantly better performance per dollar than traditional cloud providers."
This quote highlights Crusoe's competitive advantage in terms of cost efficiency and performance, achieved through the use of clean energy.
"In fact, in 2022, Crusoe captured over 4 billion cubic feet of gas, which led to the avoidance of approximately 500,000 metric tons of CO2 emissions."
This quote underlines Crusoe's positive environmental impact by capturing gas that would otherwise contribute to CO2 emissions.
"We prefer to position ourselves in a way that serves a need that usually hasn't emerged."
This quote explains Nvidia's strategy of entering markets before they fully develop, addressing future needs and reducing immediate competition.
"We spent about a decade in zero billion dollar markets."
This quote indicates Nvidia's long-term approach, investing in markets that did not exist yet but believing in their future potential.
"Inside our company, we were always a platform company."
This quote reveals that Nvidia's internal strategy was always to become a platform company, even when it began as a technology company.
"Every Nvidia chip will run CUdA."
This quote demonstrates Nvidia's commitment to ensuring architectural compatibility across all its accelerators, forming the basis of its platform.
"We have to keep AI safe."
This quote stresses the importance of ensuring AI systems are reliable and secure to prevent harm.
"My feeling is that, and we'll see, but it is more likely that AI is going to create more jobs in the near term."
This quote expresses the belief that AI will lead to job creation due to increased productivity and the expansion of industries.
"I just think starting successful companies are insanely hard."
This quote acknowledges the inherent difficulty in building a successful company, regardless of the decisions made.
"If Carmack hadn't decided to use acceleration... what would be the killer app that put us here?"
This quote recognizes the role of luck in Nvidia's success, specifically the external decision by John Carmack that favored their technology.
"Direct Nvidia, yeah. And DirectX was an API that made it possible for operating system to directly address hardware."
This quote explains Nvidia's original plan to create a direct interface for hardware, which later had to adapt to the prevailing DirectX standard.
"We were always a developer oriented company."
This quote underscores Nvidia's consistent focus on cultivating strong relationships with developers, which was foundational to its strategy.
"The world has infinite ambition. If a company is more profitable, they tend to hire more people to do more. That's true."
The quote emphasizes the notion that profitability and success in business lead to expansion and the hiring of more employees due to the boundless nature of human ambition.
"Humans will always expand and consume more energy and attempt to pursue more ideas. That has always been true of every version of our species over time."
This quote underlines the historical consistency of human ambition to expand and innovate, suggesting a fundamental trait of human nature.
"Blinkist has handpicked a collection of books related to the themes of this episode. So tech innovation, leadership, the dynamics of acquisitions, these books offer the mental models to adapt to a rapidly changing technology environment."
This quote highlights the relevance of Blinkist's curated book collection to the themes discussed in the podcast, emphasizing the importance of adapting to technological changes.
"Blinkist is giving acquired listeners an exclusive 50% discount on all premium content. This gives you key insights from thousands of books at your fingertips, all condensed into easy to digest summaries."
The quote informs listeners of the promotional offer from Blinkist, emphasizing the accessibility and convenience of the service for gaining insights from a wide range of books.
"Star Trek's my favorite."
Jensen's preference for the "Star Trek" series is stated, indicating his interest in science fiction television.
"I'm driven in the Mercedes EQs. It's a great car."
This quote shares Jensen's current choice of vehicle, the Mercedes EQs, and his positive opinion of it.
"I think the series is the best. I mean, there's just no two ways about it. And the reason for that is because it's so intuitive and so sensible."
Jensen praises Clay Christensen's series for its sensible and intuitive approach to business concepts.
"What he said to me the last time as he decided to invest in our company. He says, if you lose my money, I'll kill you."
This quote reflects the candid and impactful interaction Jensen had with investor Don Valentine, highlighting Valentine's direct and humorous way of expressing his investment expectations.
"There's plenty of time if you prioritize yourself properly and, and you make sure that you, you don't let outlook be the controller of your time."
Jensen discusses the concept of time management, stressing the importance of self-prioritization over being controlled by a schedule or external demands.
"The greatest fear is that you let them down."
This quote encapsulates Jensen's concern for the well-being and success of his employees, which he considers to be his greatest fear as a CEO.
"If it wasn't because of Chris and Curtis convincing me to do Nvidia, I would still be at LSI logic today."
Jensen acknowledges the significant turning point in his career when he decided to co-found Nvidia, which was influenced by his colleagues Chris and Curtis.
"What LSI logic did was realized that you can express transistors and logical gates and chip functionality in high level languages."
This quote discusses the innovation at LSI Logic that allowed for a higher level of abstraction in chip design, which Jensen found revolutionary and compelling.
"Building a company and building a video turned out to have been a million times harder than I expected it to be, any of us expected it to be."
This quote reflects on the unexpected difficulties encountered in building Nvidia, highlighting the underestimation of the challenges involved.
"Don't be surprised if technology companies become much larger in the future because what you produce is something very and that's the kind of the way to think about how large can your opportunity, how large can you be?"
Jensen speculates on the future growth of technology companies based on the immense market opportunities associated with the manufacturing of intelligence and work-related technology.
"You need the unwavering support of people around you."
This quote stresses the necessity of having a strong support system to succeed in the emotionally taxing process of building and running a company.
"So if you want to play the little guessing game along with the rest of the acquired community, sign up at acquired FM Slash email."
The hosts invite listeners to join their email list for updates and to engage with the community by guessing future episode topics.
"Anyone should join the slack. Acquired FM Slash Slack God, we've got a lot of things now, David."
This quote encourages listeners to join the Acquired Slack community to discuss episodes and engage with other members.