
Tech • IA • Crypto
A new AI-focused investment firm is betting that compute infrastructure, cost discipline, and physical verification systems will reshape both technology markets and legacy platforms like eBay.
Recent financial disclosures show eBay spent $2.4 billion on marketing while adding only 1 million net new users, growing from 134 million to 135 million. That implies roughly $2,400 per new user, raising questions about whether much of that spending is effectively reacquiring existing users rather than driving real growth. The figures suggest significant operational inefficiency in a platform already widely known to consumers.
The proposed interest in combining GameStop and eBay is less about product innovation and more about cost restructuring. The core thesis argues that up to $2 billion in expenses—particularly marketing—could be reduced and reallocated. Under this view, savings alone could offset financing costs, making the deal viable even before operational improvements.
GameStop’s 1,600 retail locations are positioned as a potential advantage in e-commerce, particularly for physical verification of goods. This capability could address one of the biggest challenges in resale markets: fraud. By verifying items in-store, the combined entity could create a trust layer that purely digital platforms struggle to replicate.
The collectibles and used goods segment is described as structurally resistant to Amazon’s logistics model. Unlike standardized products, items such as rare cards or vintage goods cannot be easily processed through automated warehouses. This creates a niche where marketplaces like eBay retain a competitive edge.
The rise of AI-driven shopping agents is expected to amplify the importance of authenticity verification. While AI can search and compare listings efficiently, it cannot independently confirm whether a physical item is genuine. A system combining digital discovery with trusted physical verification could become essential infrastructure for “agentic commerce.”
During the NFT boom, platforms like Discord handled over $10 billion in transaction volume without needing physical verification, thanks to blockchain-based ownership. Attempts to extend that model to physical goods failed due to the lack of verification systems, reinforcing the need for hybrid digital-physical marketplaces.
A newly launched firm, AMP (Public Benefit Corporation), is targeting AI’s biggest bottleneck: compute capacity. The company aggregates and leases compute resources, aiming to improve utilization rates that are currently far below optimal levels. Some large clusters reportedly operate at around 11% efficiency, representing billions in underused infrastructure.
Within eight weeks, AMP secured over $1.3 billion in commitments for its first fund and plans to raise several billion more. The firm combines venture investing with infrastructure provisioning, supplying compute to portfolio companies at cost to accelerate development.
AMP frames AI development as analogous to industrial-era energy markets, where fragmented and inefficient resource use slowed progress. By pooling compute into a shared “grid,” the firm aims to increase efficiency and enable smaller teams to compete with large tech incumbents.
The firm is backing projects such as AI-driven materials discovery, including efforts to develop high-temperature superconductors. Using automated labs that combine AI prediction, robotic synthesis, and rapid verification, these teams have reportedly achieved more experimental results in 90 days than in the prior decade in some areas.
AMP is structured as a public benefit corporation, allowing it to prioritize ecosystem-wide gains over short-term shareholder returns. The model is intended to address positive externalities in venture capital and infrastructure, where private markets often underinvest without coordinated incentives.
Despite rapid advances, global adoption of AI tools remains limited. Large portions of the world are still unfamiliar with or not actively using systems like ChatGPT, suggesting that current developments represent an early phase rather than a speculative peak.
The convergence of AI infrastructure, cost restructuring, and hybrid digital-physical commerce models is reshaping both emerging startups and legacy platforms, with compute access and trust systems emerging as critical competitive factors.
first time with his new fund AMP PBC. He's here in the waiting room. He's here with us in the TV panel. >> And how's Generational Run? >> Yes. >> Generational getting started, guys. No, generational run is used for people who are retiring. >> Oh, yeah. >> That's true. That's true. >> I think it's I think it's appropriate to I think it's important to recognize when you're on a generational run that you realize you have to actually level up even further if you want to stay on the same trajectory, right? >> Yeah. Yeah. Uh cuz if you just get complacent then >> Yeah, it's important to like count the chickens before they hatch. Like that's what you're saying. >> No, no, no. The opp the opposite. >> Anyways, great great to have you back on the show. Um uh it's been fun to um but yeah, catch us up to speed on >> Yeah. Yeah. When did the fund launch? Uh what you know, what's the strategy? Uh and uh yeah, like like walk us through like the current thesis for how you want to actually develop the firm. >> No, I think we should talk about something more interesting. Let's talk about eBay. Let's talk about eBay. >> Okay. Yeah. What you got? >> Okay. >> So, so here's what I'm think and I want you guys to kind of spar with me, right? I looked at like, you know, Ryan did this CNBC interview and everybody's like pinging me and saying, "Oh my god, this makes no sense." Blah, blah, >> and so here's my my take on it, okay? Which is that >> like if you read the Gamestock deck like carefully for eBay, >> most of what's been said about the deal in the last 48 is basically totally wrong. I I read I was just before jumping on I was reading Michael Bur's piece on it which you guys should check out. Um and he's right that the leverage is pretty tight but I think he's answering the wrong question and so is Ryan on CNBC but he's you know they keep asking him like where's the C? How are you going to fund it? 50% cash 50% stock 50%. >> I I don't think the question the question isn't can GameStop afford eBay. The question is whether the underlying business actually works and I think it does but not for the reason I was expecting Ryan to pitch. >> Okay. >> So if you if you pull up eBay's 10K from February >> Yeah. >> fiscal 25 and I did not understand this until I read it. eBay spent $2.4 billion on marketing. >> Mhm. >> How many new users did they get for that? I mean you guys are marketers so you understand. 1 million. >> Whoa. That's crazy. The user base went from 134 million users to 135 million users after spending 2.4 billion on marketing. >> So, and that's basically they're basic you you would have to imagine they're just having to reacquire all their old users, people that have been on the platform before or maybe even lost their account and they're they're they're coming back. >> I don't know. But it's $2,400 of marketing per new user on a site that every American already knows exists. >> Sure. >> Yeah. So, where's all that money going? Right. Rough. So, I don't think Coen is is I don't think he's buying eBay. Like, just watching Ryan, I don't think he's buying eBay because he thinks he's smarter than eBay's product team. I think he's buying eBay because he can see $2 billion of fat that Wall Street has been pricing as fixed cost. >> And so, he goes, "Okay, let me cut that." And the interest on the debt just pays for itself. >> Interesting. But he doesn't necessarily want to say that because he could kind of give that idea to the >> he still has to put the money together, right? But is your thesis that like the deal is coming together. He has investors that he's talking to, but it's too early to say, "Oh, yeah, I actually do have a fund that's going to give me another five over here. I got seven over here." And it will math out, but just give me a week. Or is there something else going on? >> It depends on which investors he's talking to. But if he was pitching me, here's what I would underwite, right? I'd say, "Okay, that's the floor." The floor is Ryan's going to cut $2 billion from this thing of fat, >> put that into treasuries, and we're going to make more money than it's currently yielding. Okay. So, that's the floor. Now, the ceiling, because I'm a I'm a technology investor, right? >> Yeah. The opportunity >> bull case. So, Amazon's used and collectibles business has been flat. >> Mhm. >> For six years. >> Mhm. >> They tried renewed, they tried collectibles, they tried trade in, none of it failed. Mhm. >> You cannot put a 1962 Mickey Mantel card through the same warehouse as a phone charger. >> That category, that category, right, collectibles is structurally defensible against Amazon. Okay. >> Amazon is for phone chargers. Mickey Mantle for eBay, right? >> Yeah. >> eBay has the marketplace. GameStock has GameStop has like 1,600 stores that could physically verify >> Sure. >> the goods. That's a real >> Yeah. Yeah. >> And it's worth more in the AI era than the human era, right? Why? Because my agent >> I I collect I love collect like rare pens. Okay, this is a >> ML blah. >> Sure. >> As I get older guy. I love it. >> I'm a pen guy and and I love old vintage glasses. I don't know if you can see my Jack Marimage box in the back. But >> Oh, cool. Nice. >> But when I'm out of time, >> what do I do? I have Claude go look for rare pens and glasses for me online. The biggest problem with used rare asset purchases is fraud. >> Yeah. So I often will tell so cl I found this amazing pen this ML blah pen and I say okay can you triple check that it's it's it's real it's not fake >> and that's where things go up real because there's no way for him to verify that without messaging the agent and so on. >> Yeah. Yeah. >> But if you have 1,600 stores where people who have Mumblan pens can go and physically verify those assets at GameStop. >> Sure. Now cloud just says, "Yeah, I checked it has the physical verification stamp from >> somebody brought it in." >> Exactly. So you can't you need physical verification built into the system for Agentic Commerce. >> And look, the reason I know this is real is because a few years ago, I think you you guys we talked about this last time, but I sold my last startup to a company called Discord in 2020, peak pandemic. >> So I come on as the head of platform. My my my job is supposed to be, you know, go build SDKs, APIs, and so on for gaming. uh we helped this company called midjourney get going AI you know generate >> but 12 months later suddenly I find myself running without realizing an e-commerce business because it was the summer of NFTTS >> and the the the board apes are blowing up and suddenly we have more than 10 billion dollars of GMV flowing through Discord buy sell channels >> and Jason and Stan are like hey brother your job is to like capture a piece of that pie >> I go okay homework ac accepted so we start doing a deep dive and we realize ultimately the what what these users need and pay for like so you have liquidity right ultimately that's what a marketplace like eBay and discord um provide in sort of community commerce is liquidity but you cannot provide liquidity if you don't have physical verification and for discord that was just out of scope you know use sneakers >> well and it worked you're saying it worked for NFTs because you had the onchain >> yeah you don't need any physical there's nothing physical to verify owned it and you can transact yep >> exactly and so We had we were bootstrapping the e-commerce platform at Discord with NFTs. But of course, everyone on the board is like, "Well, how long are NFTs going to last? It's a fad." So, what else is coming? And we go look at rare sneakers, rare keyboards, like Ben, all this stuff that nerds like me love. But for those, you need physical verification. And once we realized physical verification was out of scope, we nixed the problem. >> Yeah. You're not going to go have the 1400 like retail locations where people can drop things off. Yeah. That's that's that's quite that's quite interesting. So that's when I realized, okay, eBay is this undervalued asset, and I hope that Ryan has figured it out as well, because if he hasn't, he's giving me ideas. >> Yeah. Yeah. Have you have you tried to walk through what what uh you know, given that you're probably more AGI pill than than I would say 90 90% of of VCs, have you tried to play out what is it? What how would you how would you build eBay from the ground up today with an agent first approach? Is that even the right question to ask? >> Look, I I have not guys because right now I'm in a I'm a comput infrastructure guy, right? We started AMP as this public benefit corporation whose job is to be an independent system operator of the compute grid. We think about >> we think we're roughly in like 1885 industrial England where the steam engine's been invented. Everybody knows that you can make cool new products like, you know, steel and and notebooks and pens and cars. And there's this very scarce input called coal that everybody is hoarding. In this case, it's compute. >> And when I if you fly over industrial era England, you'll see all these factories getting set up and everyone's running a generator in their backyard at half capacity. And I'm going, this makes no sense. If I'm looking at all my portfolio companies, you know, these these clusters are running at like half utilization. In fact, Elon's like got 500,000 GBP300s in Memphis at running at 11% MFU and less than 60% like node allocation. I mean, this is 12 billion dollars of comput being wasted. So, I set up AMP as an AI infrastructure organization where we buy a bunch of compute, we do long-term leases, we pull that all those clusters on the grid. We coordinate capacity, drive up utilization, and by the end of this year, I think we'll have, you know, several billion dollars of compute coming online. But that's what I've been focused on night and day since like I left and recent Horowits in January. And so, no, I have not had time to look at how to redo eBay, but if Ryan called, I'd probably help him out. But right now, it's wartime on compute, guys. >> So, yeah, I I want to talk about uh AMP, but I also want to talk about I just last question on the the the the combination of eBay and GameStop. Like, I get the thesis, the bullcase. Uh GameStop is $10 billion. eBay is like 48 billion right now. You put them together, maybe you get to 100 billion. I'm in for the bullcase. The question is like how what's going on with like the plan because it feels like Ryan just doesn't have the capital but then he announced it like what like what what what do you think is happening behind the scenes because there's one thing where you could throw it out as like oh like these two companies should work together here's a bullcase let me know if you want to be on the team that does this and then there's the other one which is like make the offer before the capital's lined up but I just haven't been through enough of these stories to actually understand like why it's playing out this particular way. >> I think to be honest, I think he's sitting there with I think he has $9 billion of cash. He's in a $10 billion company. I think when he announced this, I think he expected the stock to pop like crazy and he'd be going on CNBC being like this merger >> could make sense. >> Sure. >> And I think that >> we'll issue another 20 billion of equity and then and then we'll merge or something. And I think if you looked at I think if you looked at like how kind of frothy some things in the market could be you could have imagined that playing out. I mean the allirds thing was I'm sure you appreciated appreciated that from a meme >> direct competitor to you. >> Yeah direct competitor. >> You got to be careful. >> AMP AMP versus Allirds will be the new horse race. Um, anyways, that that was my that was that was my read because he because they're basic GameStop is basically valued at like >> the brand is and the and all the retail locations and everything is valued at like a billion dollars, right? He's getting no credit for all the cash. >> Yeah. >> So, to be clear, AMP is not a cloud business. We are So, I started AMP as a holdings business. Yeah. And I've got an infrastructure business and a capital business. And the infrastructure business secures compute and passes on at cost to our portfolio companies. We have more than $1.3 billion in commits for our first fund. I've been at it 8 weeks. Interesting. >> And so we do do venture capital investments. We put $300 million into entropic. >> Yeah. >> Oh, okay. Cool. >> But we we we need to raise another roughly, you know, $6 half billion this year. And a lot and more is getting committed by the day. Yeah. >> Um but we give away the comput at cost to the independent ecosystem because my belief is that you know that the the like sort of the the optimal unit of research today is a like a focused talent steam outside of the hyperscalers you know anthropic and coding which was I was the first one of the first I'm certainly I think I'm the first angel investor if not the first uh investor in the round. >> They're saying you're the Jason Calanis of of Anthropic. Unfortunately, Jcal I could never top JCAL but like if Jal's intern or something fine I'll take the win you know but uh but I I think more importantly like I think compute is the strategic asset which I've been yelling about for four years and it's a primary bottleneck on these teams and if you're not at the hyperscalers you just can't get access so we buy up that compute we give it at cost to the portfolio teams and then we reinvest the profits of carry and fees to buy more compute and so on and so forth and so I'll take as much capacity as I can get from Alberts I love it when new people go into the business because that gives us more supply. So, if you're the Albert CEO listening to this, please send us your compute. We'll take it all. >> That makes that makes a lot of sense. Uh, what are you excited to invest in? You're investing in teams that need a lot of compute. You're trying to find things that aren't going to get steamrolled by Anthropic, who's another big portfolio company. >> Uh, there's there's, you know, >> there's opportunity other different things that need compute. But what what do you think? >> Because I feel like I feel like a lot of a lot of VCs are would never say this out loud, but a lot of I get the sense from a lot of VCs that they're kind of like paralyzed where they're like they really don't they don't have a clear sort of understanding of where things will be in 5 years and they feel like they need to be active. >> Um and so it's a mix of like doing new neolab uh doing some neo neolabs, maybe doing some application layer stuff and just kind of praying But I would hope that you have a given given your background and how you're approaching this, you have like a stronger thesis on on where the opportunities to invest at the early stages. >> Look, in in some sense, it's it's back to the future. I started my career at Kleiner Perkins when I was 19. My first board seat was as an observer with John Door when I was 20. I wasn't old enough to drive techn Oh, drink. Sorry. I didn't have a I didn't have a driver's license. I wasn't old enough to drink. and and I got the chance to apprentice with like the greats like you know Brook Buyers and and look that's the that's the vintage of venture capitalist I grew up admiring like Arthur Rock and that's my you know our thesis at AMP on the on the venture capital side our business is called the AMP foundry where we helped create co-design you know new labs one at a time my current one is called periodic labs and we just decided to lead their series I led the seed round last year with Liam who was the co-creator of ChhatP and Doge who was the um who led some of the quantum physics teams at deep mind and we're trying to find new high temperature superconductors there with physical. We have a 30,000t facility in Menlo Park. I spend 3 days a week there. We do a stand up every morning from 8:00 a.m. to 8:30 a.m. and then we make our priorities and then go execute. And you know, basically we have AIS predict new materials. We then have robots synthesize the new materials. We then have an X-ray defraction machine that tests whether the material has the properties that robots the AI said and then we pipe that verification loop back into the training run like as many times as we need for the agents to continue predicting new superconductors. And in the last 90 days, we've had more material verifications than I think in the last decade in the field. And so I'm a huge believer in unblocking frontier progress in domains where it the verification uh sort of loop is clearly just like we know it's going to work but execution is the bottleneck. And then I like getting these the best teams, the best scientists, the best engineers, the capital, the compute, the commercial help they need. Now I I think that the beauty about having Enthropic around is that it's made this idea of the bitter lesson and and scaling legible to the capital market. So now instead of me having to call up 22 friends, I'm getting 21 nos, which was the case with the seed round of Enthropic. Now I I make two calls instead we get like you know like we get three times over subscribed. So c capital is no longer the bottom line which is phenomenal. You know again been at it eight weeks have more than a billion dollars committed for my our first fund. I'm a solo keyman GP on the fund and there's lots of institutions pension funds sovereign funds who are like an how much more can you put to work especially in publics privates buyouts. So it's a bonanza for people who want to be true partners who want to be the arthur rock of this era. I think if you believe in the bitter lesson it's not new. It's been around for ages. You and I, the three of us talked about this like over a year ago at the last recent Harwood's AGM. >> Still bitter. >> I I I'm I'm more zen than I am bitter. >> Uh how are you thinking about building out the team on both sides? >> Uh trust is the mode. So there's five of us on the team. My full-time engineering co-founder was Sebastian Bobo. We were roommates 14 years ago at Stanford and then he went on to build a grid and turn >> over success. >> Here we go. >> What was that one? >> Overnight success. >> Overnight success. Thank you. 12- year overnight success in California. >> Exactly. >> Um so so Seb and Mihi built the Borg export GQM scheduler which kept the Google internal capacity pool at more than 95% utilization. There if it was at 94% utilization that was considered a major outage globally. >> Wow. >> Um Andrew Erskin is my uh partner on the operations side. He was a a partner at Oric, which was the you know outside council for Anthropic. >> Um and he was my GC at Ubiquity 6 which was the company I sold to Discord. And then Rosie, who's my chief of staff, ran comps for me from Edelman when I was at Andre Horowitz, you know, when I was a GP there. >> Um, and so >> you got the band back together. >> It's it's it's the reunion basically. And you know, we put we called AMP uh not after my initials. Sometimes people think that it's not an partners or anything like that. It's about energy. It's about amp, you know, ampear is the unit of of energy. And we we want to amp things up because we think we're entering like the great renaissance in technology. And you know if you can have a small team that trusts each other across context you know compute capital sports teams buyouts leverage technology all of this stuff is these are all buckets and categories that we've all put you know traditional capital allocators are put around these asset classes that shouldn't exist and I think if you have the flexibility to go back to first principles with a small team that you trust you can execute you know with with orders of magnitude less less size of a team as a firm in this new era with the right tools I don't know if if that makes sense. No, totally. You you mentioned uh taking positions in public companies. Uh the fund structured as a PBC. Are you also an RAIA? Like how are you thinking about navigating both of those asset classes since that's a little >> We are in process. >> Okay. >> Yes, we are in process of get becoming an RA because you know we founded the firm barely >> Yeah. >> Yeah. 90 days ago. But I'm used to that cadence because and recre was a RAIA. I was a general partner in the AI infrastructure fund for several years as you guys know and we were an RA. I'm used to the compliance, the regulatory sort of guardrails we got to follow. And I think LPs trust us to, you know, have that cadence from day one. And so we're going to make sure that we, you know, Zach, if you remember this this like, you know, 12 years ago, Zach went on TV to say move fast and break things. And then you have to update the thing to be like move fast with stable infrastructure. And I think we move fast from st with stable infrastructure from day one essentially because we are an AI infrastructure team. >> Yeah. Talk to the PBC uh like if I'm playing back like what year were you referencing? 1850 or something like that? >> 1885. >> 1885. So if I go back to 1885 and I think about the financiers that uh you know created the industrial buildout uh they were not public benefit corporations. They were >> they were personal benefit. >> Yeah. Uh and I mean there was a lot of good that was created. We got railroads and trains and you know machinery and cars and all sorts of things out of the industrial revolution. Uh there were also things that were rough and there was unionization and battles and back and forth like what is the PBC in service of solving? What wh what why PBC? Yeah, great question. So there's the um I'll tell you the substantive answer and then the vibes answer, right? Sure. So um from a substantive perspective, we do two things, right? We have a venture capital business and we have an infrastructure business. Both things have this very unique property called positive externalities. When implemented correctly, venture capital can unlock massive positive externalities for the ecosystem and for the world because you end up funding innovation when done correctly. And then infrastructure is the same, right? When you have compute that's used by small focused talent teams like Enthropic that's able to produce 10 times more soda capabilities than like deep mind which is you know 60,000 or 160,000 people then you're generating positive externalities for the world by being much more efficient per unit of input with the output they create and so I was like huh well what happens when as an economist you look at positive externalities usually you have market failure you have under consumption of that good well how do you correct the market failure usually you get the government to intervene but if you don't have the government intervening in time what do you do you become a private sector participant. And then if you look at the arc of 1885, you know, private sector businesses that ended up correcting market failure by um by producing public benefits, they ended up getting regulated as utilities. That's what AMP is. AMP is a self-regulated utility of that provides venture capital and infrastructure to the world's leading scientific teams. The next Dario, the next, you know, uh Giam at Mistral who created Llama, the next Robin who created stable diffusion. These are the my generation's smartest minds. I'm not smart enough to be, you know, them, but I can be their intern. And instead of waiting for the rest of the space to come up with standards and institutions to enforce this, we're like, dude, let's just do it ourselves and show the world you can have fun while doing it with a small team. You don't need to be, you know, some something called a um, you know, like these words like RAIA, multi-stage asset class firm. Doesn't matter. just let's skip ahead to the part the good part and and like you know use all the proceeds that we get from management fees and carry to keep the space like innovating at the pace that we were promised you know 12 13 years ago and instead we got tweets and not flying cars you know when I was at Stanford I got the chance as an undergrad I had the chance to take Peter Teal's class the 0 to1 and he was you know his whole moniker was we wanted flying cars and we got uh you know um uh uh >> 140 characters >> well 240 characters thank you and now I'm back at Stanford teaching CS150 53 which is the largest class on campus. It's called AI Coachella. We've got thousands of people following along >> Coachella is a good one >> and >> it's called Frontier Systems cuz it's all possible now. We're literally I in our lifetime we're going to have flying cars. We're going to have room temperature superconductors. We are going to solve cancer. We just want to do it in a way that's stable, predictable. We want to skip all the boom and bust cycles. And the way to do that is to lead by example and say, "Hey guys, the public benefit, you know, is to provide goods and services that are utilities and make sure that we we don't like let's be the adults in the room and not do the stuff where we tried to be robber barons and monopolists and got greedy along the way." And so that's the substantive answer. The vibes answer is look, I don't want to get sued by shareholders for whom it's not legible why I'm giving away billions of dollars of compute at cost to portfolio companies, right? Because that's what we're doing. And that's shareholder that's you could argue that's shareholder value that we're destroying. But I would argue in the long term we're actually creating orders of magnitude more value. And if you look at Ben and Jerry's, you look at REI, they've become stable, enduring businesses in categories that are fairly crowded. And eventually I do think technology and AI will get crowded. It will get commoditized because technology is never the mode. Trust is, community is a mode, culture is a mode, execution is a mode. And so we're trying to skip ahead to that part. But it takes time for people to get aligned. So until then, >> will we see will we see an AMP joint venture with private equity to uh help distribute diffusion >> if we can. Yeah. You know, if you go to our website, it's called amppub.com because I do think if you look back to the like vulture era of private equity, you remember like RJR Nabiscoco and what the barbarians at the gate, we should just learn from from their mistakes and go, can we do private equity but done right in an aligned way? Let's not rush to like lay off, you know, hundreds of thousands of people and then not re-educate them and prepare them for their new opportunities. I I'm an optimist, as you guys I came from Andre and Horwitz. So I I I'm a sort of a rational optimist. I believe the transition can be done in a positive way. >> Um >> is that me getting kicked off? There's like a bell ringing, but that might be here. >> No, >> no, I don't know. >> I'm looking. >> The only bell we have is this. >> But no, we're >> we got plenty. >> We're good. Continue. Continue. >> We will do everything. We everything we do is governed by a public benefit charter. So if we do private equity, it'll be governed in the public benefit. If we do education stuff, that'll be in the public benefit. >> Yeah. >> Look, I've made more money than I know what to do in life. I'm 34 and I'm just getting started. So, my goal is I'll be remembered for having been a net positive influence in the space. I just got tired of telling people I told you so. Because after a while, they started looking at my returns and going, "Why didn't you give me a call?" And I said, "I did. Look at your email. I introduced you to Enthropic in the series A and the series D and the series C." And so, at some point, I was like, you know what? I'm just going to go direct, talk to the LPs, set up a platform, build infrastructure, and uh hopefully be known as a generally like sane, common sense, rational point of view on stuff that can often be is not legible to people from different parts of the stack. And that's what the class is about. So cs153.stanford.edu, I would recommend anybody watching, go check it out. Um the the lectures are all online and the first one went on on Stanford's official page on Thursday. >> Was that with Scott Nolan? So Scott, no actually uh Scott is lecture eight. I put up we put up lecture one which is mine as a kind of the opening act because you know Scott is one of the mainliners the headliners of AI Coachella. >> Scott will be up um soon as well and then Jensen was last week so I think he followed Scott. >> Well, last question for me. Do you think the world is prepared for it not to be a bubble? >> That's a good question. the world if the world prepared not for it to be a bubble. Oh yeah. Yeah. Inertia is guys, inertia is a powerful thing. Most of the world still has no idea what AI is. It is crazy. And I've been flying to places where I thought there would be diffusion of AI by now and they just aren't barely using quad chat GPT. I mean these things are still alien to most of the world. And so if if if we stopped capabilities today and half of us in the AI ecosystem vanished off the planet, nothing would change. It's still so early. >> Yeah. Yeah, >> it is early. >> Very cool. Well, great to catch up. Congratulations on a very impressive fund raise and a very unique approach and uh looking forward to the next conversation. >> Thank you guys on a generational run and I hope the acquisition does nothing but give you guys more steroids and more fuel for the fire. We need more of you every day. >> Fantastic. We'll talk to you soon. Congrats. Bye. Cheers.