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Gavin Baker

Managing Partner and Chief Investment Officer, Atreides Management, LP

Search every verified Gavin Baker interview, podcast appearance, and on-the-record quote — each transcript cross-checked by AI and human review to confirm speaker identity. Gavin Baker, managing partner and chief investment officer at Atreides Management, has recently discussed the state of the AI industry and related markets in several podcast and media appearances. In an August 2026 conversation with a16z's David George, Baker argued that demand for AI intelligence may be underestimated and that the industry's growth need not be winner-take-all, suggesting that frontier labs, open-source models, applications, clouds, and NVIDIA could all capture significant value. He also stated that compute investments can have unusually fast payback periods. In a separate appearance, Baker identified high-bandwidth DRAM memory, rather than GPUs, as the most important bottleneck for AI, predicting that DRAM could account for 30 to 40% of all hyperscaler capital expenditure next year. He suggested this cost pressure might give society time to adapt to AI's economic impact. Baker has also commented on market conditions and specific companies. During a July 2026 market sell-off, he described the period as "2022 in a month," contrasting public market panic with what he characterized as improving fundamentals on the ground in Silicon Valley, including accelerating operating cash flows at hyperscalers and rising GPU spot prices. He noted that NVIDIA was trading at its lowest forward price-to-earnings ratio in ten years. Regarding SpaceX, Baker argued that Wall Street may be overlooking the company's terrestrial data center business, stating that if SpaceX monetizes a gigawatt of installed power at a premium and brings on three gigawatts next year, that could represent $150 billion in revenue not currently in models. He has also expressed views on open-source models, saying they shift margins from the model layer to the infrastructure layer, and has predicted that US real GDP growth could exceed 5% in a year within the next four years due to AI and deregulation.

Recent appearances

  • The Positive-Sum Future of AI with Gavin Baker

    a16z’s David George sits down with Gavin Baker to unpack the state of the AI boom, why demand for intelligence may still be dramatically underestimated, and why the outcome doesn't necessarily have to be winner-take-all. David and Gavin explore the possibility that frontier labs, open-source models, applications, clouds, and NVIDIA can all capture significant value as AI adoption expands. They dig into the economics of the infrastructure buildout, why compute investments can have unusually fast payback periods, and what happens when today's relatively small group of heavy AI users expands to…

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  • Why Gavin Baker Says Memory, Not GPUs, Is AI's Real Constraint

    Everyone worries about GPU supply. Gavin Baker says the actual constraint is memory, specifically high-bandwidth DRAM, and ...

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  • Gavin Baker on Hyperscale Cash Flow & Market Risks #shorts

    Gavin Baker breaks down hyperscale operating cash flow, Blackwell investment risks, and improving market fundamentals. Insights into growing confidence and monetization potential. #GavinBaker #Hyperscale #TechInvesting #MarketAnalysis #CashFlow

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  • Why the Markets Are Pricing AI Wrong | Gavin Baker

    In this episode of Invest Like the Best, Patrick O'Shaughnessy sits down with Gavin Baker to dissect the intense AI and semiconductor market sell-off of July 2026. Describing the period as "2022 packed into a single month," Gavin explains why public market panic contrasts sharply with the booming fundamentals seen on the ground in Silicon Valley. They dive into the accelerating operating cash flows of hyperscalers, the soaring spot prices for GPUs, and why open-source AI models are actually driving massive infrastructure demand. Gavin also unpacks the game theory behind Long-Term Agreements (L…

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  • CNBC's interview with early SpaceX investor Gavin Baker

    Most people think the future of SpaceX depends on one thing: Starship. If Starship launches on time, the company wins. If reusability is delayed, the valuation falls apart. Technology investor Gavin Baker thinks Wall Street may be watching the wrong machine. In this full CNBC interview, Baker argues that the most important part of the SpaceX story over the next several years may not be happening in orbit at all. It may be happening inside enormous terrestrial data centers, where gigawatts of electricity are converted into AI models, tokens and revenue. His claim is striking. If SpaceX can…

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  • New SEC Chair, Bitcoin, xAI Supercomputer, UnitedHealth CEO murder, with Gavin Baker & Joe Lonsdale

    (0:00) Bestie announcement! (2:53) Gavin Baker and Joe Lonsdale join the show (4:14) State of the Trump Bump: Debt focus, Deregulation, America's lucky position (20:08) Trump nominates Paul Atkins as SEC Chair, replacing Gary Gensler: What this means for crypto and other markets (41:07) Thoughts on Michael Saylor's Bitcoin play, state of defense tech, and the US/China AI competition (49:25) xAI's massive GPU cluster, expanding to 1M GPUs, how Grok 3 will test AI scaling laws, and what's next (1:08:28) UnitedHealth CEO murdered, reactions Get virtual tickets for The All-In…

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  • 2025 Predictions with bestie Gavin Baker

    (0:00) The Besties welcome Gavin Baker and recap ski week! (5:38) Biggest Political Winner (9:26) Biggest Political Loser (17:34) Biggest Business Winner (32:43) Biggest Business Loser (46:54) Biggest Business Deal (57:04) Most Contrarian Belief (1:12:59) Best Performing Asset (1:22:56) Worst Performing Asset (1:30:19) Most Anticipated Trend (1:38:59) Most Anticipated Media (1:43:03) Super Predictions (1:46:50) Bonus: Drones, UFOs, and more Follow the besties: https://x.com/chamath https://x.com/Jason https://x.com/DavidSacks https://x.com/fri…

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  • Episode 56: Gavin Baker - Managing Partner of Atreides Management

    This week on Generating Alpha, I sat down with Gavin Baker, founder and CIO of Atreides Management, one of the most respected technology-focused investment firms in the market today. Gavin grew up in Houston, Texas, the son of two attorneys, with an early obsession with history, books, and games of skill and chance. He arrived at investing almost by accident — a college internship at Donaldson, Lufkin & Jenrette introduced him to equity research, and he never looked back. After graduating from Dartmouth, he joined Fidelity Investments, where he would spend over a decade covering semiconductor…

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  • Gavin Baker: SpaceX Might Be the Greatest Company of All Time

    This is our full conversation with Gavin Baker. We discuss the aftermath of the SpaceX IPO, why he believes SpaceX could ...

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  • America 250 Recap with Bo Nickal, Gavin Baker Joins, Anthropic in Washington, Le Chaton Fat

    00:05:32 Freedom 250 Recap 00:09:18 Bo Nickal, a former Penn State wrestling champion turned UFC middleweight fighter, recently secured a first-round knockout victory over Kyle Daukaus at UFC Freedom 250, held on the White House South Lawn. In the conversation, Nickal discusses his early awareness of the event, having known seven months prior that he would be on the card, which allowed him to prepare thoroughly. He reflects on the unique atmosphere of the fight, noting the supportive crowd reminiscent of his college wrestling days, and shares his plans to capitalize on the media attention post…

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  • America 250 Recap with Bo Nickal, Gavin Baker Joins, Anthropic in Washington, Le Chaton Fat

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  • The SpaceX IPO, Fable 5, AI Capex Update & Market Check w/ Gavin Baker, Andrew Fox & Clark Tang

    Brad Gerstner sits down with Gavin Baker and Andrew Fox of Atreides Management, alongside Altimeter partner Clark Tang, to break down one of the biggest questions in tech and markets: how should investors think about the SpaceX IPO? They unpack the major levers behind SpaceX’s next phase: Starship rapid reusability, Starlink broadband and direct-to-cell, Elon’s emerging AI compute business, xAI’s model ambitions, the Cursor acquisition, and the long-term promise of orbital data centers. The group also debates whether SpaceX is becoming a new kind of AI hyperscaler — “Elon Web Services” — and…

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Verified interview transcripts

Notable quotes

“I think he's in a very very good position and his strategy of being vertically integrated but horizontally open... my rule of thumb for accelerators every 1% share today is probably worth a hundred billion.”

“I think regulatory has to be the biggest risk. It's the most obvious risk. And so that was kind of one reason I was excited to be here this week was to just like I want to be scared, you know? I don't want to feel like a lunatic, you know, watching these stocks get more cheaper thinking the expected forward returns are going up.”

“I haven't been able to find one that is like a quantitative metric. The underlying fundamentals are improving and stocks. Nvidia is actually, as we record this, at its lowest forward PE of the last 10 years. The market 100% thinks they are significantly over earning.”

“Open source models fundamentally just shift margin percentage and margin dollars from the kind of model layer to the infrastructure layer. If you have cheaper tokens of an equivalent intelligence, we're going to consume more of those. And if you believe like I do, that we are structurally short compute, then you don't worry so much about margins at the model layer.”

“I think the big variable that maybe markets are missing with respect to SpaceX is they monetize a gigawatt of installed power at a meaningful premium to anyone else. They bring on those gigawatts of power faster and cheaper than anyone else. So they make the most profit per gig. And like, let's just say they bring on three gigs next year at their kind of announced monetization rates. That's $150 billion of revenue. T”

“Anytime you get a truly revolutionary new technology, you always get a bubble. Financial markets, they correctly get excited about the new technology... and then you have a what Michael Mauboussin calls a breakdown of diversity in opinion and that's what fuels a bubble. And then that bubble leads to an overbuild of the new technology. And then that overbuild leads to a positive demand, which leads to a crash. And a v”

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