Raghuram: AI bottlenecks have shifted from models to physical infrastructure
“What we have seen over the last three years is the steady increase of the capabilities of the models. Where the model is no longer the bottleneck. And in fact, using AI, these models are getting better faster and faster and faster. Now the bottleneck is all wh…”
Arora: AI Models Can Daisy-Chain Vulnerabilities to Attack Infrastructure
“You've seen that it can find cyber vulnerabilities. It can daisy chain vulnerabilities, attack infrastructure. So it's clear these models are going to be extremely powerful. They already are.”
Bialecki: Klaviyo built strict agent sandboxes to protect internal infrastructure
“One of the things we've done inside of Klaviyo is we've architect our agent environment so that it has very tight access to various like tools and controls in terms of what it's allowed to build on our infrastructure and then good sandboxing staging environmen…”
Greg Isenberg: AI Agents Will Use the Internet Like Software Uses Infrastructure
“The bigger idea is that agents are going to use the internet in a way software uses infrastructure. So they'll request things, they'll call tools, they'll compare products, they'll retrieve data.”
Hochfelder: Real estate requires active asset transformation over passive holding
“For the assets we own, it's not just buy and hold, it's buy and change. You can transform these assets. That's one of the things that's less understood about both real estate and infrastructure is how active those assets are. It's not Just that durable cash fl…”
Hochfelder: Data centers are likely the biggest AI real estate beneficiary
“When AI comes up with anyone in real estate or infrastructure, it's immediately just data centers. There's no question that that is probably the single biggest beneficiary of the AI trend.”
Hochfelder: Non-data center AI real estate plays offer better risk-adjusted returns
“There are also a lot of other ways to play AI in real estate and infrastructure that get less attention, and that therefore have Better risk-adjusted return because you have a better basis on entry.”
Hochfelder: Investors cannot make a 15% return on toll roads anymore
“Because of that, you're not going to make a 15% return on a toll road anymore.”
AI agents make standardized infrastructure and paved paths essential for guardrails
“In a world of AI with agents operating across multiple systems, wanting source of truth data, the importance of having preferred paved paths that get the most of the benefits and produce some guardrails so we can make sure we're doing good work, common infrast…”
Helberg: US is executing global deals in energy, minerals, and infrastructure
“And that's why we're doing deals around the world on energy, on minerals, and on infrastructure, and it's incredibly exciting about the progress we've made.”
Tobi Lütke: Private businesses are bad at building public infrastructure
“Infrastructure is like one of those things that businesses are really bad at making, and it sucks that we committing businesses to have to build infrastructure of this thing because it just doesn't actually fit into the timescales. Like even the long-term focu…”
Sam Lessin calls frontier AI a commodity business trading at software multiples
“The infrastructure is worth not zero. It is infrastructure like you're on something in it. Right. But like it is it's a commodity business. Right. And it's a great one. I really enjoy it, but it's definitely like commodity business with tech multiples.”
Nolan: Physical infrastructure and permitting lag behind labor responsiveness
“I think labor responds. It probably takes a few years, but it's faster than building infrastructure. And so infrastructure is probably the bottleneck and then Is it just energy? Probably not just energy, probably permitting can take a while.”
Teskey: Brookfield's top deal-breakers are counterparty and construction risk
“Of deals that we choose to pursue, but then, you know, in diligence or in structuring decide to walk away, there's two reasons that Are most common. One, we don't like the revenue construct or the corporate credit counterparty that backstops that revenue const…”
Jha: Matching build and deploy infrastructure reduces agent deployment errors
“If you give your agents the same in front during the build time and the same in front during the deploy time, Then the sort of like during this like deployment phase, you don't encounter those many problems.”
Roy: Running AI models locally undermines centralized data center capex narratives
“Small models are gonna run locally on device. And that's actually gonna be how infrastructure gets built out. That throws such a wrench into any of these stories that we've been talking about for the last 30 minutes, like that completely destroys those stories…”
Gurley: China Is Clearly Better at Running Infrastructure Than US
“I also think that there are things we could learn from China about how to run infrastructure in the US. They're clearly better at it than we are.”
Lonsdale: Application layer companies are safer than overbuilt infrastructure in tech cycles
“This tends to happen in every cycle where the infrastructure gets overdone at some point. So that, but I think this is, again, speaking to our book, is I think some of the apps and services layer companies are a lot safer when that happens, but I don't know.”
Monk: 15-year private asset commitments restrict dynamic TPA portfolio adjustments
“If you're a big private equity infrastructure investor, you're probably a little nervous about the TPA push. It's hard to do TPA when you're making a 15 year commitment. You're planting seeds that are going to take a long time to grow. It's harder to move arou…”
Lessin: CapEx converts to residual infrastructure, preventing AI companies hitting zero
“These things are not going to zero because if nothing else, they're taking dollars and turning into 20 cents worth of infrastructure, right? So the zero is not a number, right?”
Evans: Tech companies will spend over $400B on AI infrastructure
“These companies will collectively spend something over four hundred billion dollars building infrastructure.”
Andreessen: Extreme AI infrastructure shortages will abate within five years
“NVIDIA has like, you know, the best position probably anybody's ever had in chips, but notwithstanding that, I find it hard to believe that there's going to be this level of pressure on infrastructure in five years.”
Eskildsen: Scaling infrastructure is mostly spent on the database layer
“The majority of what you spend your time on if you're scaling infrastructure are the databases and the database layer.”
Hays: Rapid AI data center builds could accelerate traditional US infrastructure
“If we can build big data centers really quickly in, in you know, at the scale that traditional infrastructure projects would have taken 10 plus years, if we can do that in a few years, it could create a precedent where somebody could decide, you know what, I'm…”
Casado: Tech platform shift value accrues primarily to infrastructure, not apps
“My view is, is the infrastructure is where the value is. Every time you have a platform shift, you'll get a new set of infrastructure companies, and then a bunch of apps get built on top of those. But like the value is going to accrue largely to the infrastruc…”
Arndt: Mega-funds internalizing asset management will force industry fee compression
“What's happening in infrastructure and properties, the big funds, rather than doing that, they're internalizing, as you pointed out, and that is creating pressure on the industry. And that will force change. And I think the same is true in equities and hedge f…”
Sam Lessin: Tech infrastructure doesn't make money; even railroads relied on real estate
“You don't make money in infrastructure. Even the railroads made money through real estate.”
Prince: Infrastructure regulating web bots will also regulate AI-connected browsers
“I think that that's, it, it'll probably be the same fundamental infrastructure that regulates how bots access the web, that ends up regulating how browsers access the web, and a browser that Takes data and then immediately feeds it back to an LLM might have mo…”
Patel: AI Infrastructure Scale Will Expand by 100x to 1000x
“I think actually infra from a market size as well as a scale perspective is more like a hundred to a thousand X, not 10 X in in infrastructure scale. Like you will find probably two to three orders of magnitude.”
Jennifer Li: Software infrastructure never disappears, it gets layered
“Infrastructure never goes away. It just gets layered.”
Local governments securitize tobacco settlement payouts to finance public infrastructure projects
“Basically they have to make all these payments and these payments still happen today. And there's some interesting finance that goes on where if you're like a local county, that's getting like cashflow from the tobacco companies, you can go and finance that ou…”
Srinivas: Vibe coding cannot replace traditional infrastructure and distributed systems engineering
“Like we frequently run into infra issues, and you don't want a vibe coder right there fixing it on live things on production. Like, I do want, like, people well trained in regular software engineering, infrastructure, distributed systems. Like, you don't want …”
Altman: OpenAI will soon run world's largest, most expensive infrastructure
“I think we will run the, like, largest and most expensive piece of infrastructure in the world pretty soon.”
Zito: Generational Surge in Power, Defense, and Compute Spending Ahead
“We're about to go through this generational shift in power, infra, defense spend in Europe, it's been completely underspent and is needed globally.
Everybody needs more compute.
I don't think there's a debate on that.”
Zito: Long-Duration Annuities Naturally Fit Infrastructure Financing
“The beautiful thing about annuities is it's,
Long duration liabilities. What beautiful thing about retirement, long duration in terms of the life, 10, 2030, 50 years in some cases. That matches really well with long duration infrastructure projects. So the nat…”
Scott: AI's economic value will accrue to products, not infrastructure
“But most of the value has to be in the products. Like, you know, we don't build infrastructure just for the sake of infrastructure. Like we build infrastructure so people can make product.”
Rauch: You do not want AI managing foundational cloud infrastructure yet
“I don't, I believe that you don't want AI in your infrastructure just yet.”
Caruso: Fire-damaged LA areas should begin rebuilding within a year
“Shouldn't be past a year. Maybe the hazardous cleanup is three, four months. The infrastructure is going in right after that.”
Sam Lessin: The Trump administration will take the wind out of AI
“I actually think what has gone on with the Trump thing is I think it's going to take some wind out of the AI story because the story is going to be about infrastructure and America and like all that type of stuff.”
Sam Lessin: Beware hype around infrastructure instead of finished consumer products
“Whenever people are excited about infrastructure, beware, right? Like infrastructure should disappear. That's the point of infrastructure. And it only gets exciting once it's gone.”
Kushner: Internal Focus on Infrastructure and AI Can Resolve Conflicts Quickly
“I think the whole world could benefit from like a decade of rebuilding where people focus internally on building their countries and their societies and their infrastructure and their economies. Focus on AI. I think a lot of these issues could be resolved pret…”
Lahiri: NDA Government Eliminated Policy Paralysis and Prioritized Infrastructure
“Now, 2014 onwards, this government has definitely put more emphasis on infrastructure. And the policy paralysis is gone.”
Janous: Building simultaneous remote gigawatt data centers will cause severe labor delays.
“But if all, if too many people try to do that all at once, you're going to create a labor problem and you're going to have significant delays in getting a lot of this infrastructure stood up.”
Sam Lessin: Trump's victory will deflate AI hype in favor of infrastructure
“And I actually think what has gone on with the Trump thing is I think it's going to take some wind out of the AI story because the story is going to be about infrastructure and America and like all that type of stuff.”
Sam Lessin: Beware hype around infrastructure; it only works when it disappears
“Whenever people are excited about infrastructure, beware, right? Like infrastructure should disappear. That's the point of infrastructure. And it only gets exciting once it's gone.”
Razack: Mumbai municipality is India's richest from property approval fees
“Today, the Mumbai municipality is the richest. They get tens of thousands of rupees as fees, and that is plowed back into the infrastructure.”
Gecko Robotics manages over 500,000 critical global infrastructure assets
“What started in a college dorm, my college dorm, is now a company that manages over 500,000 of the world's most important and critical pieces of infrastructure.”
Cohen: Infrastructure improvements provide bigger product leverage than new UI features
“Literally just changing the infrastructure on top of what you build. That could be the biggest lever than you building another button or experience for your members on the top of it.”
Sam Lessin: Obsession with Infrastructure Over Applications Is a Negative Sign
“I always get very, very worried when everyone's obsessed with the infrastructure. Right? Like that, when that becomes an error. That happened in crypto too, right? This whole infrastructure, infrastructure, infrastructure, not what it's useful for. No one has …”
Matty Mo: Small-town infrastructure faces a fire sale as aging retirees die
“All of this infrastructure is going to become available for sale, largely because the kids of these retirees don't want to move back to these small towns because quality of life isn't there.”
Clark: Scaled AI integrated into critical infrastructure risks catastrophic cascading failures
“I think that if you really scale up AI systems, and you plug them into important parts of the world, and they go wrong, the effects could be extraordinarily, like, bad and catastrophic, in the sense of some,
Cascading emergent problem.”
Lambert: Mercer Alternatives AUM is evenly split across five asset classes
“We've got specialty advice and implementation capabilities underpinned by research across private equity, private debt, infrastructure, real estate, and hedge funds. And actually they're each about 20% of our AUM.”
Rauch: Individual achievement is bounded by underlying infrastructure
“What you can do in your lifetime will be a function of the underlying infrastructure that you're given. And if you're not given that infrastructure, the best thing that you can do is move to where you can find that.”
Roblox operates hundreds of thousands of custom servers for 3D simulation.
“We for a long time really focused on building our own infrastructure. We have hundreds of thousands of servers, many, many edge data centers, terabits of connectivity that we've traditionally used for three D simulation.”
Grimshaw: AI applications will capture massive value and pull through infrastructure
“I think in the arc of time if it is a shift like the internet was in many ways the applications, Which might not look like an applications, right, in the way that we think of them, but might look more like, you know, this control center idea will have profound…”
Puffer: Infrastructure is AIMCo's most global, direct private asset class
“Of the private asset classes, infrastructure is the most global and has a very high proportion of direct investments.”
Mazumdar-Shaw: Bangalore's infrastructure lags behind its intellectual potential
“We have infrastructure that doesn't match the intellectual potential of this city.”
East Rock avoids credit, core real estate, and infrastructure as low-reward
“Some of the differences, first, there are a set of Areas that endowments seem to like to invest in that to us seemed like poor returns on risk. And so those included for most of the 16 years we've been doing this, most of credit has fallen in that category. Wh…”
Kevin Scott: AI Models and Infrastructure Are Not Products
“Models aren't products and infrastructure isn't a product.”
Hankes: Most AI Value Will Accrue to Applications, Not Infrastructure
“I have to believe it's gonna accrue mostly to the application layer. I think if you think about infrastructure companies as platforms, you know, if you think about the software market as the relatives, the value of AWS and Microsoft and Google cloud versus the…”