a16z Podcast - Crypto Fund 5: We Raised $2.2B. Here’s Why.
Episode Date: May 7, 2026Robert Hackett speaks with the general partners at a16z crypto about the launch of their fifth crypto fund and the current state of the industry. They reflect on how crypto has evolved from an ideolog...ical movement into a more pragmatic, product-focused ecosystem, shaped by real-world use cases and increasing regulatory clarity. The conversation covers the rise of stablecoins, onchain finance, and new market infrastructure, as well as the growing overlap between crypto and AI. The group also discusses how founders are shifting toward building products that work within existing systems, rather than attempting to replace them, and why this moment may represent a new phase of mainstream adoption. They also look ahead to what success looks like for the next generation of crypto companies, from onboarding billions of users to enabling AI agents as economic actors, and the role crypto could play in shaping more open, decentralized systems in an increasingly consolidated technology landscape. Resources: Chris Dixon on X: https://twitter.com/cdixon Ali Yahya on X: https://twitter.com/alive_eth Eddy Lazzarin on X: https://twitter.com/eddylazzarin Guy Wuollet on X: https://twitter.com/guywuolletjr Robert Hackett on X: https://twitter.com/rhackett Follow a16z crypto: X: https://x.com/a16zcrypto LinkedIn: https://www.linkedin.com/showcase/a16zcrypto/posts YouTube: https://www.youtube.com/@a16zcrypto Stay Updated:Find a16z on YouTube: YouTubeFind a16z on XFind a16z on LinkedInListen to the a16z Show on SpotifyListen to the a16z Show on Apple PodcastsFollow our host: https://twitter.com/eriktorenberg Please note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures. Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.
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The most successful founders in this next era are going to be the ones that are much more product-focused, much more go-to-market focused, and also more pragmatic rather than ideological.
There's a strong sense that in order for crypto to succeed, it has to work with the system as opposed to trying to overthrow it.
What we found in crypto is that finances, for a bunch of reasons, kind of a little hanging fruit.
One kind of mental model that I have is we should try to get a billion people into sort of being almost daily users of blockchains through stocks and bonds and stable coins and payments and remittances and stuff.
so forth. Once you have people onboarded, they've used the infrastructure, the wallets, and so forth,
it's natural at that point to offer adjacent services. There's a big difference between the
theoretical, the intellectual, and the practical. And it's a wonderful time to be a pragmatist
building on chain. What does it take for a new technology to move from ideology to infrastructure?
For years, crypto was framed as a revolution, a way to rebuild financial systems from the
ground up. But today, the trajectory looks different. The most meaningful
progress is happening where crypto meets the real world, payments, markets, and financial infrastructure
that people will actually use. At the same time, new forces are emerging. Regulatory clarity is
opening the door for builders, while AI is reshaping how software and even economic activity
itself gets created and executed. The question now is not whether crypto can replace the system,
but how it integrates with it and what that unlocks.
Here, the A16Z Crypto Partners discuss the launch of Fun5 and what comes next.
All right, so hey everybody.
I'm here with all of the GPs at A16C Crypto.
I think this is our first all-GP episode.
We've got some familiar faces, founder and managing partner Chris Dixon,
Ali, Yaya, General Partner, who's been here since the start,
as well as Eddie Lazaran, Chief Technology Officer,
recently promoted to general partner and Guy Wollett also elevated to the position of
general partner. So we've got all the GPs here and we are announcing a new fundraise.
Crypto Fund 5, that is the premise for today's talk and I'd love to get into it. Maybe we could
start at why we are raising now. Chris, you want to take this one? Yeah, I mean, so as folks may know,
We've had our crypto fund now since 2018, and I've been involved since, I guess, formally since 2013 with the investment in Coinbase.
We're at an interesting point now in the evolution of crypto where on the one hand, on the negative side, market prices are down.
Some of the sentiments is negative.
Some categories that are sort of non-financial have not kind of panned out the way that we've hoped and some have hoped.
But on the positive side, there's a lot of good things happening.
So most notably, we're seeing real kind of.
mainstream traction. So stable coins have been growing. There's about 300 billion in issued stable coins,
the volume of transactions, rivals, large payment networks like Visa. Importantly, that growth is
not correlated with trading volume. If you look at the kind of growth curve, it looks much more
like the growth of a computing network or internet network. So it seems like a really healthy trend.
And that was catalyzed in a large part by legislation passed by Congress last year, the Genius Act, which provided a regulatory framework around stable coins, which I think a regulation is doing two things.
One, providing a pathway for good actors, for builders so they know what the rules are, which is very important having that kind of clarity.
But secondly, providing protections and guardrails for consumers.
So they know that when you buy a genius certified stablecoin, that if you put a dollar in, there is a dollar.
are in the bank corresponding to that stable coin,
and the issuer is audited
and has no appropriate safeguards around it,
which is extremely important
for both protecting consumers,
but also building trust in the market.
For those who recall a few years ago,
when FTCS crashed,
there was another big scandal called Tera Luna,
which was a stable coin that crashed.
So, you know, we have evidence historically
of the danger in unregulated markets.
And the word stable coin there doing a lot of work.
Yeah, the stable coin was in quotes
in the past. Now it's a government-certified term. The bill was passed last year, and we immediately
saw an increase in entrepreneurial energy and new founders coming in with new ideas around it.
Because if you're a founder, you know, do you want to risk entering an uncertain regulatory
market and all of the kind of risks involved with that? You don't. You know, you go to do AI or you
do something else. So stablecoins provides this, this, you know, well-understood, well-regulated
kind of area with real use cases. And, you know, what are those use cases? You know,
you might ask. So, for example, you know, firms like Stripe have leaned heavily into stable coins
and it's taken their coverage from, you know, dozens of countries to over 100 countries
overnight by enabling stablecoins. Stable coins are lower fee, you know, so you're moving bits around,
right? You think about sending an email and just all the other things to do on the internet,
it doesn't cost that much money to move bits around. Aments in the U.S., for example, or two and a half
percent, typically to make a payment. Remedances can be significantly higher. Really, we don't have a global
financial network today. We have a patchwork of lots of small networks broken down by country
banks. It's a patchwork system glued together by humans and legacy processes. And before you had
WhatsApp, you had SMS, and you had a patchwork of these SMS networks and you had to pay all these
high fees and interoperability was sometimes a challenge. And you had Zer services like WhatsApp that came
over the top and built a new kind of modern digital network on top. And that's kind of how you think about
stable points. It's a global network from day one built on top. And you have a new,
So an obvious thing that's happening now as people are building lending markets on top of stable coins.
Once you have money, you can have verbs, things you do with money.
So lending is an obvious one.
Yeah, the second area that we're seeing a lot of mainstream adoption is in financial markets.
So people may have heard of perps.
It was originally a crypto kind of concept that's become very popular as a way to get exposure to various, you know, equities and other kinds of assets.
What we're also seeing is a lot of interest from traditional financial institutions, Wall Street,
almost on a daily or weekly basis,
you'll see announcements where firms are talking about tokenizing stocks and bonds
and basically taking these financial instruments,
which are huge markets,
and we're seeing a lot of interest and a lot of traction
of these financial firms moving these onto blockchains
and modernizing that infrastructure.
So that's on the positive side.
And then the other positive thing I mentioned earlier, genius,
is I think of stable coins is roughly 10% of the crypto world,
and now we have regulation there.
And I think we're close to getting regulation for the other 90s.
There's a bill pending in Congress since the Senate, the Public Clarity Act, which would be a comprehensive framework for that 90% that may or may now pass this year.
If it doesn't pass, I think we'll see we'll see regular income out of agencies like the SEC and CFTC, which will do similar things.
And I think the hope and our expectation is that that will do for the rest of the crypto market and all the other kinds of use cases that we've talked about, that I wrote a book about that we've blogged about for years.
for example, network tokens, which are tokens like Bitcoin and Ethereum and defy tokens and so forth,
clarity would provide a regulatory framework for those and provide a clear path for builders.
And, you know, I think one of the reasons that crypto kind of has a bad name in the world today in the broader world
and some people have soured on it is that there have been a lot of scams and bad actors involved.
And another benefit of regulation is it will mostly eliminate that.
Our experiences, new technologies like crypto go through cycles.
And, you know, we're clearly in sort of a down part of the cycle from a, from a price point of view and a sentiment point of view.
But we think a lot of the fundamentals are strong and position the market to come back, you know, strongly over the next few years.
And the way we look at venture capital is the combination of strong fundamentals and a lot of other investors having moved over to other areas.
In my experience, has been a good environment for investing a new fund.
So we're excited to have dry powder now.
So you're making the case that both the environment is right for it.
We have regulatory certainty and clarity like we've never had before.
On the one hand, you also have interests from major institutions and Wall Street.
And then on the other hand, from a product perspective, the things are actually working.
We're seeing traction for things like perps, on-chain finance, stable coins, and other such products.
And then to your other point, the distraction of other tech trends, perhaps like AI,
which referenced earlier, like, why would a founder not go work in AI?
Why should they come work in crypto?
You know, that's something that probably a lot of entrepreneurs out there are thinking about.
Where should I make my mark?
Where can I make a lasting impact?
By the way, I don't think that's either or.
I think there's a lot of overlap in crypto and AI, and we've made investments there.
And we're also very excited about AI and generally and I think it's a really important technology
and the firm's heavily investing in it.
But we think that there's opportunity here too and that some entrepreneurs, you know,
who might today be thinking that crypto is not an option
should take another look now that we're getting regulatory clarity.
So, Ali, you were the first full-time hire
on the crypto investing team back in 2017.
You've been here since the start of things,
since the launch of the first crypto fund in 2018.
How have things changed since then?
And by the way, your background also is in AI.
You worked at Google Brain,
so maybe you can add some color to this intersection
and convergence of the two big tech trends right now.
Yeah, happy to. So I think there have been many changes, but probably the biggest change has been cultural. I actually like to remind people that 2017 was still extremely early in the space.
2017 was when I joined the firm, and shortly after in 2018,
and we raised Crypto Fund 1 and formally started the Crypto Vertical.
People think that crypto started in 2009 with the launch of Bitcoin,
but the real start of crypto as a developer ecosystem,
and as a startup ecosystem was really 2015 with the launch of Ethereum,
which because of the fact that it was programmable,
really opened the aperture of the kinds of things that you could really build in the space.
But Ethereum, given that it was a direct descendant of Bitcoin,
shared a lot of the cultural values from the kind of the Bitcoin era.
So the vibe back then, back when I joined,
was that crypto was going to be a revolutionary movement, primarily.
It was this very cyphabunk and anarchic movement,
and the vibe was that code as law was better than government law,
that crypto systems are better categorically than trad systems,
and that we would ultimately build some kind of parallel financial system
that would wholly replace the existing one.
I mean, shortly after I joined, we had the ICO bubble in 2017.
And then since then, a lot has changed.
On the infrastructure side, we went from the 14 transactions per second of Ethereum
to tens of thousands of transactions in modern blockchers today
and the ability to send any amount of money from anywhere to anywhere
in under a second for less than a penny.
And then we've also seen great innovations
like on-chain marketplaces, things like lending protocols,
and very importantly stable coins.
And finally, we've had the regulatory clarity that Chris was talking about.
So since then, the vibe has shifted dramatically.
And standing here right now, a decade later,
there's a strong sense that in order for crypto to succeed,
it has to work with the system
as opposed to trying to overthrow it and working against it.
And it's also, I think, much more fundamentals-based
with a more significant emphasis on solving real world problems
as opposed to building infrastructure
or solving technical problems in a vacuum.
And we, by the way, we see this with the founders that we meet every day.
Our sense is that the most successful founders in this next era
are going to be the ones that are much more product-focused,
much more go-to-market focused,
and also more pragmatic rather than ideological.
So it was once a revolution,
but now it seems like there are compromises being
made, or maybe reality has set in, and people are realizing that, you know, you can't just
completely do away with the old and in with the new. There has to be some negotiation here.
And one way to frame it is that it's not either or, it's end. Both of these things can coexist
and you don't have to overthrow the entire pre-existing system in order for the new system to
succeed. Yeah, Guy, I've heard you talk about this and you describe it as crypto entering its
colored shirt era. I'll note that there are two colored shirts
on this call. Still some tease. I do see Eddie in a blazer, which is pretty unusual. I don't know
that I've seen that before. So kudos see you, Eddie, stepping it up. But guy, maybe you can tell us
about this collared shirt era. What you mean by that? Yeah, I mean, I really like Elie's revolution
analogy, too, and that's something we've talked a bit about. I feel like you can win the
revolution, and then you have to figure out how to govern. And I feel like crypto has won the
revolution and had a couple of years of trying to do the articles of confederation and realized maybe
that that wasn't the perfect system and is kind of going through the process of maybe trying to
direct the constitution and have something more more enduring. I will say personally, I was definitely
one of the cipherpunks that Ali mentioned, who was very ideologically motivated and inspired by the
beginnings of crypto. And I think both seeing that that does not lead to the sort of commercial
success that we strive for and our founders strive for, and also probably doesn't lead to the
results that you want at like a societal or in an ideological level that has certainly been beaten
out of me. And I think the space as a whole has gone from, you know, we're writing smart
contracts in mom's basement with our hoodie and our fucky flip flops to we're now putting on a
college shirt and a suit and tie and taking meetings with major banks who are seriously considering
replacing their, you know, backends and core ledgers with blockchains. And I treat that as an
incredible improvement and a sign that, you know, what we've been working for for many years is,
is finally working, not a capitulation the way I think some other people in the space maybe would
view it as. Yeah, what would you say to people who see this with a tinge of wistfulness who kind of
look upon this as that the movement has lost its spirit, its ethos, its founding core principles.
Well, I think you can let perfect be the enemy of good. Certainly, it's fun to strive against some,
you know, great challenge. And there's kind of a narrative component to that where the struggle is maybe
be more fun than winning. It's usually the process that's more fulfilling than the ultimate end
goal. And so I think maybe now we are looking for a new goal, having really won the process.
I would also, I think, compare this to open source, which started similarly as an ideological movement.
And I think some people were upset that that may be calcified in the form of GitHub owned by Microsoft.
And you would have said that maybe that didn't succeed on all of the original ethos.
On the other hand, code is by default open today.
And I think, as Chris has said many times,
the composability of open source software is one of the reasons
that software companies and the industry as a whole
has been so successful.
And so I think there's a big difference between the theoretical
or the intellectual and the practical.
And it's a wonderful time to be a pragmatist building on chain.
Eddie, I'd love to get your view, too,
as somebody who's been involved in this since the very earliest days,
even before you would join this firm.
What you think about the evolution of the industry?
Yeah, I don't know. I get and I respect the tone here a lot and I agree deeply. But I would reframe it a little bit as an extension of what's possible as opposed to a capitulation. Like in the last couple weeks, I had AI write like a command line tool so I could control my Zcash wallet and I literally just sipped Zcash straight into my Coinbase account. Right, like in literally one shot on a CLI. And that is, you know,
simultaneously the most cyphor punk thing I've ever seen in my life and also compatible with the
trad system. Literally money, like anonymous, programmable money that was, you know, directly under
my control and then it boom, right, like basically connected to my bank account. That's what I think
the future looks a little bit more like. Obviously, you need to round out the edges a little bit to make
different parts of the system compatible with each other. But I really believe that the set of what is most
helpful to people directly is the thing that is getting the most attention. I think a lot of the
pressure on the space has been to deliver concrete value immediately for as many people in institutions
as possible. And that obviously requires rounding out the edges. So I see it more like that. I see it
as a practical turn. Things that we believed were possible have not become impossible. Just the focus has
shifted. What's personally getting you most excited today? The truth. The truth is
is, I mean, so many things, I think everybody in tech is pretty foric. You know, I've been enjoying
my weekend AI psychosis like everyone else is. I love the feeling of it and letting the insanity
wash over me. I mean, I just gave you that example. Like, it's kind of uncanny to be able to sit down
and say like, okay, here's like four different really high quality crypto APIs that require
calling smart contracts and signing some transactions, like stuff that would have given me pause in the
past. And now with the kind of a, I babysit a terminal for a couple hours and kind of have a
conversation and now I have like working code. Things that would have required me to like stop
working and like really like dedicate myself to like recreational coding. How it just happens in the
background. And it's kind of like a light managerial conversation. It's incredible. Right. That has
me excited while we talk about like the transformation of themes. Like what was a big theme over the last five
years in crypto. Programmable money, right? Programmable money. Are we giving up on programmable money?
Honestly, I don't think so. Like, now we have programs that you can write with just a couple
words and a conversation with a bot. If you connect that with programmable money, now we have
money that moves as quickly as you can talk to it. You know, that's insane. So that has me
incredibly excited. I see their range as we make money more amenable to direct software
control, which is basically what crypto is doing. We make it more amenable to human control
because AI gives us direct control over software. So, I mean, that's it in a nutshell. I'm
incredibly excited. That's great answer. Guy, you've been spending a lot of time in the on-chain
finance world. Maybe you could tell us what you're seeing, what is getting you most excited about all
the new projects that are popping up. Yes. If you look at the incredible growth in the outstanding
issuance of stable coins. I think this, as Chris was alluding to, requires that you have a whole
new ecosystem for capital formation. You have stable coins looking for new higher yield opportunities.
You have stable coins looking for productive working capital. And then I think you also have
a lot of more traditional players in the lending and credit space seeing the opportunities for
efficiency that the blockchains give you. We also are at a very interesting point in time in how
lending is happening generally. After the great financial crisis, a lot of lending shifted and changed
from primarily bank lending to non-bank lending, where banks would lend to private credit funds,
would have an equity buffer and be the first lost capital, and then those private credit funds
would ultimately lend to businesses, and those businesses lend to end consumers. And private credit
is, you know, both this change in intermediation, but also a change in duration, where they are
intentionally making long-term loans. And that has had some interesting consequences the last year.
I don't know if you've seen any of the double pledging questions or some of the redemption questions,
but I think both because there are so many stable coins on chain looking for interesting credit
opportunities and because of some of the shifts in the credit market outside of crypto,
it's become a really convincing and interesting time to try to build new lending products on chain.
For people who don't know what's going on there, these double pledging incidents, maybe you can give some
Explication. Yes. So if you want to lend against an asset as a lender, there's a whole process where you go through UCC filings and they call perfection where you can say, I own this asset and I'm pledging this asset as collateral against a specific loan. It's obviously a challenge to make sure that a specific asset has not been pledged multiple times. And there are a number of, you know, I would say good ways that that happens in the existing world. And then I think more as a result of duration mismatch than, you know, these double pledging instances, there have been.
been some significant redemptions from or requested redemptions, let's say, from private credit
funds. And, you know, that's a different topic more broadly. You know, we're very focused on
on-chain and in the crypto products. But I think there are a number of secular trends that are
pushing people towards a real interest in credit on-chain. And that has had a lot of positive knock-on
effects just in terms of the quality of talent and founder that we see coming to crypto and the
willingness of traditional players to adopt on-chain solutions. So that that has given me a lot
hope and is something I'm very optimistic about. I think the other component of on-chain finance
that we've seen really start to work in the last year or two has been about building new forms
of markets. Elise said many times, and I think it's a great comment that crypto is really a
coordination technology. And I think blockchains have proven to be incredibly good at building
new markets. So Chris was alluding a little bit to how popular perps have become as a product.
we've seen Perps move from, you know, being primarily focused on crypto tokens specifically
to applying across all sorts of traditional assets like equities and commodities and FX.
I think it's, you know, very exciting for me personally that the products we as an industry
have built over the last five years that I think are genuinely better products do not have
an asset question anymore. They can operate on top of high quality traditional assets as opposed
to being specifically applicable for network tokens. And then we've also started to see new markets
that are not well served
in the traditional financial world.
I'm specifically thinking about compute
in the forms of things like GPUs
or data center build out
and then about things like electricity
either in the form of solar panels and batteries
or even seeing oil price discovery
happen on hyperliquid arguably a couple of weeks ago.
You know, starting to see new markets
being built by default on chain.
And I think it will take obviously time
for traditional assets and markets to move on chain.
But much in the way,
we kind of hit an inflection point
with open source where
if you're building a new project, you would just make it open source by default. I think we're
starting to hit an inflection point where if you're trying to build a new market or exchange,
your default is to build it on-chain. And I think that's underestimated in how powerful it will
be moving forward, not just for those specific products, but the ripple effect across blockchain
generally. And just succinctly, you know, to give people a sense of what is the value of some of this
on-chain activity when it comes to traditional finance, for instance, you know, what value are people
seeing that suddenly the light bulb has gone off and they're like, oh, we should use this technology.
It can actually help us and make things better. In what ways does it provide value?
I would say the specific things that traditional financial players key in on would be latency,
capital mobility, the fact that these markets are, in almost every case, open 24-7,
as opposed to having specific trading timelines. And then, you know, we in crypto have called it
decentralization for many years. But if you rephrase what decentralization actually is,
specifying in a very concrete way, the trust assumptions you have when you send a transaction,
that would just be counterparty risk. And I think, you know, to our point a few minutes ago about
double pledging and credit, I think people in traditional financial markets have an incredible
sense for how important counterparty risk is. And, you know, counterparty risk would be the
financial terminology for platform risk that I think is salient in top of mind for any founder in tech
when you think about how important that was in Web 2,
and certainly when most of the world will likely be rebuilt on top of AI models,
how important platform risk will be there.
So I think this is not just a financial question,
but a broad societal one that crypto has built, I think, the best answer to.
Counterparty risk management doesn't have quite the same ring to it as decentralization,
as a rallying thing.
But that doesn't diminish its significance.
So we've been talking a lot about these financial uses
and the value that you can get from crypto
in the sphere of finance in particular.
Chris, in your book, Read Right-One,
you laid out this vision of blockchains,
a grand vision of how they could provide a foundation
for a more open, fair, and accessible internet.
What do you think about the way things have shaped up currently
where much of what we're seeing
tends to be highly financial or financialized?
Yeah, I think, you know,
my experience with these,
kind of technology rollouts as they roll out in different use cases over time. So, for example,
in AI now, you know, AI is general purpose, but we're seeing sort of the killer app is encoding.
And, you know, I expect with AI that we'll see sort of many other things, many other cool killer
apps over the years. I think what we found in crypto is that finances, for a bunch of reasons
is sort of, I think, kind of a low-hanging fruit. One reason is, you know, in the U.S., we have a strong
financial system, but around the world, it can be much weaker, including.
including just basic things like, you know, savings and payments.
And so, you know, in some ways the bar is much lower in finance,
whereas you take social networking or other kinds of things,
you have very sophisticated global systems already.
I mean, I think it could take time.
You know, one kind of mental model that I have is, you know,
we should try to get a billion people into sort of being daily or, you know,
almost daily users of blockchains through stocks and bonds and stable coins and payments
and remittances and so.
forth. You know, once you have people onboarded, they've used the infrastructure, the wallets,
and so forth, it's natural at that point to offer adjacent services. So, you know, that's kind of how
I think things are evolving and how I expect them to evolve. So I think this next kind of era,
the next few years, we're open-minded and, you know, we invest in people and great entrepreneurs. So
it'll be up to the entrepreneurs. But my expectation would be over the next few years, most of the
use cases will be our financial.
And in your post, the long game for crypto,
you've written that finance is not separate
from the larger vision. It is the foundation.
So that goes to your point about how
maybe you need to get everybody on chain first.
So we touched on this a little bit,
but obviously one of the most interesting trends right now
is the convergence between AI and crypto.
Ali, given your long tenure and experience
in AI as an AI researcher
and now investing at this intersection,
what are you finding most interesting?
What are the most productive areas
where these two trends are overlapping?
Well, actually, let me give you a story first
from the time that I was working at Google.
I first worked at Google X
and then moved over to Google Brain.
When I was at X, I had already been following crypto
for a very long time.
And I actually pitched someone very high up at X
to start exploring crypto ideas as a part of X.
And this is X.
a quote unquote moonshot factory, which is supposed to be maximally open to new ideas,
maximally open to new potential technologies.
And this was 2016, 2017, at a point where it was already clear that there's a lot of
excitement around crypto as a new technology.
And I was basically laughed out of the room.
So that was kind of my first experience trying to get a company of the size of Google to
touch crypto, even with a thousand football.
But then I moved over to Google Brain, and I was working on robotics and AI.
And at the point when I was moving over from Google Brain to join the firm,
everyone on my team essentially tried to talk me out of doing this.
There was like this simmering revulsion towards the space.
There was this sense that I was throwing my career away and that it was going to be kind of a disaster.
And actually one person said one thing to me that really, like I remember it vividly because the stakes felt really high.
He said, you were joining a group of people who want to do nothing but trading turds.
and he was actually quoting Charlie Munger
because Munger had said something along those lines
and that was kind of the vibe.
And I think that this is,
this kind of resembles the vibe
and the relationship between AI and crypto,
at least back then.
I think that these are communities that for a long time
have not really talked to each other
and in many ways they are culturally diametrically opposed
with AI being about centralizing top-down control
of over say, like compute data,
machine learning talent to build a kind of
AI Panopticon that can see everything, it can learn everything, and then can reason about
everything. Whereas crypto is much more about empowering individuals on the fringes. It's about
breaking down power structures. It's about enabling radically free markets that are global from
day one and putting control on the hands of individuals as opposed to large big tech corporations.
And so these two things have been like oil and water for a long time. But that is actually
beginning to change because the two spaces are beginning to converge. I think,
It turns out that the financial system that we have built so far outside of crypto was not
built for AI agents.
And I strongly believe that in the near future, the majority of transactions that happen
in the world are actually going to be done by AI agents as opposed to humans.
That number may quickly become something like 99% or 99.9%.
And it is very, very hard to imagine that all of that happens on ACH and Swift or even credit
cards because stable coins are virtually free.
They are, as I said he was saying, they're fully programmable.
They are internet native, and they are the perfect way to convert AI agents from tools that humans use into economic actors that are first-class members of the financial system.
And one last point I'll make about that specifically is I was having this debate with someone on our team about Visa, who was arguing that Visa is too entrenched and is going to be very difficult to disintermediate and compete against because everybody already has credit cards, and it's too hard to get everybody to switch to a different kind of payment mechanism.
But agents just don't have that preference.
They actually don't have any preferences at all.
And Visa charges something like 16 bibs on every single transaction that flows through their network.
So there's a very strong incentive for agents and merchants alike to completely cut out Visa whenever the transaction happens in a way that does not involve a human stepping into a store and providing something like a piece of plastic to make a payment.
Yeah, I mean, I couldn't agree more with that all these saying is like people are going to be a little bit surprised by how agents are going to be not very nice.
Okay, like when I say not nice, I don't mean they're going to like do anything bad.
I just mean like if you're going to say, hey, save me a bunch of money on my monthly spending, they're just going to do it.
And they're not going to care what they have to destroy in terms of software to achieve that goal.
That's a beautiful thing for consumers.
People are going to save a lot of money.
They're going to make things that are much more efficient.
And that sounds like a cute little consequence.
It sounds like I'm saying that your credit card bill or your monthly stable coin balance has to be smaller.
right, but it's actually much deeper than that because it ripples across the stack.
The agents are going to go and they're going to rewire everything for you.
If they're really empowered to do so, they're going to try to save every penny.
And they're also going to want to pay per use because signing up for like a monthly subscription
or paying annualized in advance is a big commitment.
All these things kind of point at crypto systems.
Yeah, the other way in which these two worlds are intersecting is that crypto can actually be
the technology that helps fight against deep face.
and sort of the overabundance of media
that's completely AI generated
and difficult to tell
from actual sort of human or real media.
There's a company I think many people are familiar with
called World that creates the ability
to generate a proof of humanity
so that on the internet you're able to know
whether the people you're interacting,
whether actually humans or if they're agents.
And that's just one example of the ways
that cryptography can stem some of the problems
that AI will intrinsically create
by virtue, making it virtually free
to generate media that looks human and looks very real.
Ali, you've mentioned this idea that like maybe most of the transactions
like upwards of 90, 99%, could be being done by agents in the near future.
Project for us out, you know, five years, like five, ten years.
I don't know how long is it, one year, some indeterminate amount in the future,
what the internet looks like after it's undergone this transformation.
One very futuristic vision of the way that these two,
worlds collide is a world where you have agents that are fully empowered with crypto wallets such
that they can pay for things, they can get paid for things, they can potentially even raise money.
They are also able to generate value by creating services, by writing software, by creating
content, by essentially becoming an employee for another agent or for a human, and doing all
of this in a way that is almost entirely autonomous. And so, for example, one interesting project
is working precisely on this problem
of building a harness that gives an agent
the ability to pay for its own compute
or whatever resources it needs to continue to exist
and then on the other side,
generate value as a way of continuing to exist
as a self-sustaining entity.
So there is this somewhat sci-fi future available
where many entities that are existing out in the world
are fully autonomous and they're entirely run by AI agents.
It sounds insane.
It sounds like it's not something
that could happen anytime soon.
But given the exponential curve on which AI is currently on,
it is not a stretch to believe that in five years,
the models will be so smart and so capable
that actually going out and creating value in a capitalist society
is something that they can very well do.
Are they going to be working for us,
or are we going to be working for them?
A combination of the two.
That's fair.
Guys, so you were out on the road for a while raising this fund,
talking to LPs, hearing from people,
out in the field about, you know, what they're interested in? When you had your ear to the ground,
what were you hearing from people? What are they most interested in? What resonated amid this fundraise?
I think to the topic we're just discussing, everyone is very focused on AI these days.
And the question is how to think about software other than AI in a world of AI. I think a really
interesting point or discussion there is that almost everything in crypto is building a network
effects business and you cannot vibe code usDC you cannot have a weekend project and end up building
something like a hyper liquid and so i i do think there's an interesting you know a set of ways you
would evaluate how to build a crypto project now or whether it's worth building a crypto project now and
i feel like there's kind of a bifurcation of crypto as a very overlooked place to build that you know
if you are a really talented founder would be uh the right place to look and i i think certainly
a number of the folks we talked with from the LP base mentioned this. I also think we as venture
capitalists talk a lot about getting to work with founders, and I think that's absolutely one of the
most fun or valuable parts of our job. As an industry, we don't talk very much about, you know,
the returns that we generate and how those go towards kind of the broader society at large. And,
you know, specifically thinking about crypto as a technology for markets, we should be the users
of our own crypto products.
And so, you know, I thought it was very heartening
that a couple of folks had asked about, for example,
funding capital calls and stable coins
or starting to transition some of their own existing business on chain.
And, you know, I suspect that with each successive fund,
the questions will change a little bit
and will become more sophisticated.
And that certainly brought a smile to my face and brought me hope.
That's very cool. Yeah.
So you're actually seeing the products gain traction
among the LP base.
You mentioned something, which is kind of funny.
it's a little paradoxical the fact that, you know, you can't vibe code a, you know, major financial
application, like a really highly regulated stable coin or perps exchange decks. And it's funny
because, as Chris was saying earlier, some of these financial applications are, in some sense,
lower-hanging fruit just because crypto is kind of financial by the nature of it. And yet,
if you really want to create a lasting product, you need to have these deep integrations.
and comply to all of the existing regulations, whatever.
So it's kind of funny that it's both easy to get up and started with financial stuff,
but also it's extremely difficult.
And there's some moat around that for people who are able to do it effectively.
Yeah, I mean, I think if you wind the clock back five or six years,
a lot of the questions or challenges in crypto were highly technical.
Like the position of highest status in crypto might have been the researcher.
I think it's interesting to see that, you know, be the case today for AI.
I think what we most need in crypto is really strong go-to-market and is not a more intelligent
or clever protocol or mechanism design, but is instead kind of the shoe leather of going and talking
with all of the different participants in a network and convincing them to see the value, whether
that's through incentive mechanisms or just the hard work of doing good go-to-market and VD.
And I suspect that that only becomes more true in a world where much like Ali was talking about
agents are taking more actions on our behalf and, you know, intelligence becomes more and more
of a commodity and less specific to any human individual. I think, you know, the sorts of network
affects businesses and coordination networks that crypto has specialized in building will be
even more valuable on a relative basis and probably not something that you can build purely with
intelligence, but that requires kind of agency. I think it's interesting that, you know, we call them
AI agents because they inherently require a human to deal them what to do, as opposed to, you know,
taking actions on their own behalf.
I think the important point here is that the things we're building on chain today,
I believe will be long-term enduring networks that have broad societal impact,
whereas if you're interested in building a short-term project or pure software,
I think there's the obvious question of why does that not get eclipsed by one of the large
model companies in a couple of years.
All right.
So, Guy, with what you've been laying out about the value of some of these technologies,
you've kind of been getting at the point that a lot of it has to do with coordination,
something that Ali brought up earlier.
Ali, you've also been interested in some other trends like privacy.
You've recently put out a thesis saying that privacy will be not just a moat in crypto,
but perhaps the only moat.
Tell us about that, because that sounds pretty important the way you've phrased it there.
Yeah, the first thing to say is that privacy is the most important feature
that really has been an afterthought for most of the space up until very recently.
the reason for that is likely that people were solving some of the other harder technical problems
or the initial technical problems that needed to be solved in order for us to just have blockchains at scale
and privacy is the next thing to go after. But the state of the world today is that most
blockchains are almost entirely public and transparent, which means that every transaction,
everything that happens on a blockchain is entirely visible to anyone who cares to look.
And the reality is that there is no way that blockchains and crypto will become mainstream,
if that is what the technology requires,
it's inconceivable to imagine that you would have your salary
be entirely visible to everyone.
And if that's the case,
then you wouldn't ever be paid in crypto
because you wouldn't ever want that to be the case.
Or it's also impossible to imagine
that a company's balance sheet and transactions
would also be entirely public and transparent.
So privacy is essential in order for crypto to really break out
and become mainstream,
especially as it makes enroads into,
institutional use cases. And I think that there's a second piece to this, which is that as
interoperability between blockchains has become very seamless, it's starting to feel like block space
and in blockchains as businesses, as value capture mechanisms, aren't really all that
defensible because it's very easy to move and migrate whatever state you have on one blockchain
over to another. And the reason for that is again, because there is full transparency into every
blockchain, you can see the data, you can easily copy it, you can move it from one blockchain
to another. Privacy begins to change that because as soon as the data for an application or for
a set of users who are using a particular system is encrypted, it is much harder to then migrate
all of that state from one blockchain to another, which creates a much stronger network
effect around the blockchings that have privacy, simply because the switching costs goes up significantly
and it becomes harder for people to migrate elsewhere. So maybe the case in a world where
it's very easy to fork a blockchain.
It's very easy to migrate from one blockchain to another,
where we have potentially a lot of fragmentation
and lots of people starting infrastructure projects
that compete in the realm of block space,
that privacy ends up becoming the one thing
that really preserve strong network effects.
It's still very early to see whether this holds,
but I suspect that because of the fact that
it dramatically increases switching costs,
that that'll be the case.
Yeah, and your point here is really interesting.
interesting, you're saying that infrastructure is getting, to a certain extent, commoditized,
at least block spaces, because there's so much of it, and it can handle tons of throughput.
It wasn't so long ago that that was totally not the case. The pace of progress has actually
been kind of bewildering. This stuff has been rapidly advancing and progressing over just
a few short years to the point where now you're saying that it's almost beside the point that
there's enough chain space. It's all of these other features where value shifts.
Well, it may be that in the long term, it doesn't get fully commoditized because of Jevon's paradox and induced demand.
As you were talking about before, if the number of transactions that happen in the world scales by 100x, 1,000x, a million X because of AI agents, it could be that even though blocks space is as cheap as it is today, that you still need capacity for millions of transactions per second.
And there are still strong network effects around the blockchings that are the most secure, the ones where you have most of the users, the ones that have privacy, such that block space actually ends up not being commoditized and actually does trade at some premium and does offer opportunities for value capture for the underlying blockchains and tokens.
How far are we off from a point when those problems are solved?
when suddenly we don't have to worry about our salary being exposed
or whatever bills being transparent for anybody who wants to look.
I would say we're already there.
I mean, there are numerous different technologies
for approaching the problem of privacy,
which certain chains like Tempo, Arc, Canton are taking,
where the way that privacy is provided
is essentially by trusting a central party to keep transactions private
and to only post commitments to the underlying chain.
And so that is already, that already works.
It's easy to build.
It has some tradeoffs and that now the underlying infrastructure is less
credibly neutral and it's less verifiable from the perspective of outsiders.
But it like fits nicely at one point of the tradeoff curve that I think many,
many institutions out there will need and it will work for them.
And there's also more in the middle of the spectrum, the use of trusted hardware.
to trusted enclaves. These are features on processors that allow you to execute transactions
in a way that even the person who controls a physical machine can really temper with or access.
And then I think finally, at the end of the spectrum, there's the cryptographic approaches.
And zero knowledge cryptography, which is the core technology that enables building a blockchain
that is private entirely from a cryptographic standpoint, has improved something like 10 to 100x
in the past 10 years. And actually one of the first.
the major projects from our research team, led by Justin Taylor, who's one of the research partners
on our team, is called Jolt, and is entirely focused on building efficient zero-knowledge
cryptography to allow for both very scalable systems, but also private systems.
Yeah, so you brought up the Jolt team internally, led by Justin Thaler.
Zero-knowledge proofs have been around for decades.
Why are they suddenly so interesting?
Well, one angle to this is that zero-knowledge cryptography has allowed us to solve the
scalability trilemma, which historically has been the tension between decentralization,
security, and scalability.
And the way that zero knowledge like ZK proofs help us break out of that tension is that now
it is possible for one node, one computer in a network, to do a lot of work and to have everyone
else in the network be able to verify that work without having to redo the work, which was the
state of the world in blockchains from before.
Up until now, most blockchains still have this property that every node in the system
has to redo the work that every node is doing,
which is one of the major bottlenecks to allowing blockchains to scale.
So with efficient zero-knowledge cryptography,
you can break out of that and then have every node do work that is additive to the network,
which in principle allows a blockchain to scale horizontally,
such that the upper limit of how many transactions per second it can process is unbounded.
Instead of being capped at something like 14 transactions per second for Ethereum,
you can go up literally to millions.
You know, we started this conversation talking about crypto evolving from the cypherpunk days to the present day.
But I'll say that sounds pretty cypherpunk to me, you know, that opening up of access to anybody, the total democratization of participation, enabling cheap compute, and also the privacy guarantees that go along with it, all very cypherpunk to me.
Yeah, I totally agree. I mean, I think those things are going to happen, as Chris is saying, like the pace that things develop is unpredictable.
different sectors of technology,
fine product market fit
among different sectors
at different paces.
It's always hard to say.
I don't think anybody's ever thought
that crypto was not going to be a financial
it's right.
That's ridiculous.
It was from first days.
I think the question is
what happens first
and because of what other
technological developments,
right?
So we're looking very much at AI
because it obviously alters
how software is made.
It alters much of the cost structure
of software.
It alters the interoperability between different types of software.
And a lot of what we've been talking about,
like potentially the commodification of block space,
the increase in capacity,
different facets of privacy and the consequences on defensibility.
These are all consequences of changes in the technology
and how they will affect the development of the technology going forward.
This is fundamentally the hard thing.
This is the thing that you need to keep your eye on the ball
because it's changing all the time.
And this is the thing that we keep in our mind.
minds when we invest out of like our new fund. I think the idea of cypherpunk is using cryptography to make
social change and people individually saying that like I would like to have more privacy in my
life or in my world. I find it fascinating that actually the draw or the poll for privacy today is certainly
you know the use case Eddie described with something like Zcash of wanting individual privacy.
But at scale is more coming from institutions who are saying, you know, we need strong privacy. We need
zero knowledge proofs, thinking about things like zero from layer zero or prividium from ZKSync,
like literally working with banks and large hedge funds, who are the folks that are most loud about
wanting privacy. And so I think there's like a wonderful full circle aspect to that, that, you know,
the interest in these areas maybe came out of an individual desire, but they're solving a real
problem for institutions at scale. Well, in that respect, it's very similar to earlier movements in
computing like the open source movement, which began as an ideological attempt at social change.
And as you were talking about earlier, the fact that GitHub eventually got acquired by Microsoft
shows that open source kind of made it. It made it differently than anybody might have imagined
that it was going to, but it has become pervasive and ubiquitous. Yeah, I mean, this may be a
more general comment outside of just crypto, but I think technology is the greatest driver of social
change, like increase in living standards, increase in productivity, increase in time for leisure,
increase in health. We specifically as the crypto team, but A16Z as a whole could not be more
optimistic and positive about technology as, you know, being the primary driver for human flourishing.
And so, you know, I think the specific way in which that manifests is very hard to predict
decades in the future. But that has always been true throughout human history. And I am
pretty confident in making that bet moving forward as well.
Indeed, we are all techno-optimists here.
And yet there are problems that need solving.
One, Chris, that you've talked about,
is about the centralization of control and power
and consolidation in the AI industry.
Maybe you could speak to some of the challenges
that the world faces there
and what crypto might be able to do about it.
For those who know the history of the Internet,
one of the exciting things about it in the beginning
was that it was a decentralized network
where, you know, anyone could put up a website,
anyone could start a business,
anyone could, you know, create a new software product and distribute it.
Over time, the Internet has gotten far more consolidated.
There's a relatively small number of large services now that control the vast majority of the money
and the traffic that flows for the Internet.
You know, all signs point to AI sort of furthering that consolidation.
AI is very capital intensive.
There's, you know, maybe four or five U.S. companies that are leading labs right now.
Probably very hard for new entrants to compete with that.
You know, the Internet data continues to show that.
further consolidation, you know, even going to websites, you know, Stack Overflow was an investment
I made years ago. I was on the board for a long time. They ended up getting acquired, but a lot of
that data that was Stack Overflow was used for training data in AI, and now Stack Overflow
Traffic has dropped dramatically. I think we're going to see that's sort of the canary in the
coal mine. We're going to see that across many other categories of the Internet. So, you know,
I think that's a negative trend. I think that we want to kind of keep the original vision of the
internet that we want to have a level playing field where anyone can, you know, two people in the
garage can start a internet service that competes on a level playing field with bigger companies
that small businesses can flourish. You know, consumers benefit from the fact that they can
go direct to a business or another consumer and make a payment or do some other kind of activity,
economic activity or other activity. And, you know, I think the only kind of credible technology
around right now that that can counterbalance that consolidation is crypto. I think we're starting to see that in
financial services and I hope that over the next decade or two that we'll see that in many other areas.
And you're speaking not just abstractly, but concretely and personally as an individual, you know,
having founded several companies that were based on websites that you could just throw up and being a
blogger and being able to have a global audience. That's right. Yeah, no, I've spent my whole career on the internet.
I was an internet entrepreneur and then as an investor and was attracted to it, partly for this.
I came from sort of the open source world and was attracted to that kind of ethos of decentralization on the internet.
I think a lot of people shared that enthusiasm that I had and I think still do.
And I think that at some point the pendulum will swing back and we're still, you know, relatively early in the development of the internet and the grand scheme of things.
And I think it's important to have tools that to allow people to, you know, help, help nudge it back that way.
So I hope to see that over the next, the coming years.
Technology and business, it's all a process of bundling and unbundling,
and we've seen a lot of bundling lately.
Yeah.
Guy, maybe you could speak a little bit to some of the ways that crypto could address
some of the centralization and consolidation challenges faced by the AI industry.
Sure.
I think Alu's talking about this a little bit earlier.
One of the most salient ones is just being able to individually, uniquely identify a human being,
which is deceptively hard.
And so, you know, building a proof of personhood
so that we can all exist on the internet
in a, you know, improper and an identifiable way,
I think is really interesting.
Probably the biggest bottleneck today
for some of the AI companies
is just the access to compute and data.
I'm very fond of the bitter lesson
that the path to building a better model
is just throwing more compute and data at something.
And the existing large model company,
have a huge advantage in terms of the ability to raise money in terms of their ability to form capital and form data.
And I think crypto is the only technology that has shown itself to be a good mechanism for coordination for fundraising or crowdfunding that could rival the strength and power of some of the large labs today.
And we've seen a number of AI projects started to do exactly this, trying to crowdsource GPUs, either for training or fine tuning, a number of companies that are trying to allow people to submit their own data.
and then have an ownership in the eventual model that is trained.
I think there are a lot of technical challenges with this today
and probably the most successful attempts at building open source
or decentralized AI models have come from distillation of the large existing models.
But I remain pretty hopeful about the idea that crypto can help be a coordination layer
for individual participants to train or fine tune or inference their own models in the future.
And you see it as a way to overcome this bottleneck for compute capacity,
as well, is that right?
Yeah, I think capital markets for compute
will be built on chain.
I think it's always a challenge
to take an existing network
that sits offline and put it on the internet
or put it on chain.
And I would be much more optimistic
about the idea that we will have new,
more important, more relevant markets
that are built natively on chain.
I think the compute market
is probably the most important market on Earth.
Certainly if the quality of AI models
continues to improve at the current pace
and societal impacts of that are as broad as we think they could be,
then the GPU, the piece of thinking sand,
is probably the most important asset in human history.
And the market for that today, I think, is just highly immature
and the ability to own access or finance that
as an individual participant,
as opposed to one of a very small number of companies,
I think is one of the most important forms of freedom.
And, you know, one of the most important markets to ensure is open,
into the future. Here, here. Eddie, what does Fund Five need to have funded for it to feel like it
has worked out? What would you like to see come into existence as a result of this financial
vehicle? I mean, so many things. I think everybody in crypto that's been in crypto long enough
has a stream of mainstream adoption. I think something that just has very concrete mainstream
benefits that many, many people can use. I think the space has shifted around to thinking that
this is something that's achieved indirectly, right?
Through institutions as infrastructure for other types of companies,
that may be a way to do it, you know?
So it may be one of those kinds of mixed victories.
But I think in any case, what I really want to see is I want to see
an intensification of the competitive dynamics in the market.
I want to see new ways to allow software to enable people to own things,
to enable machines to own things, right?
Those are kind of the key themes I've always thought.
So if we can get to that destination with mainstream acceptance,
that would be clear victory to me.
Good answer.
Same question to all of you.
Ali,
I'll hit you first.
What does Fund Five need to have backed for you to feel like it has worked out?
Well,
10 years from now,
what I would really like to see is a billion or more people interacting with
blockchains,
either directly or indirectly,
every day.
And in order of that to happen,
we have to back collectively,
both us and other people,
need to back.
the protocols, the services, the tools that enable that,
and also to move the regulatory environment into a position where that's possible and that's legal.
So that's one.
I think the other one is moving the majority of the world's finance on chain.
And maybe the third one would be succeeding at transforming AI agents from tools that we use to first class of comic actors.
That's great.
Guy, you're bringing a fresher perspective to this as a new G.
P. What's your answer? What'll make this fund a success in your review? I think if crypto does nothing else, we will give every human being on Earth a dollar-denominated, stable coin-powered neobanking account. And while we take for granted the ability to save our dollars and to invest them as people living in the U.S. and in the first world, there are still billions of people that don't have basic savings infrastructure. And I think that itself will be a huge improvement. And there will be very many successful companies.
built either as a first or a second order effect of that. Then I also think if crypto can
accelerate the timeline in which we as a species produce more energy and more compute and build
more efficient and open markets for energy and compute, that will be an incredibly positive
knock on effect. And so, you know, I think we've already made a number of investments in compute
markets and energy markets. But I'm very hopeful that those will be, you know, not just
interesting from a financial or product perspective, but have broad knock-on ripple effects that
kind of accelerate technical progress as a whole. And then so we got the fresh take, the new view.
Let's get the OG take from you, Chris. You've been here for every fund, even predating all the
crypto funds with your Coinbase investment back in 2013. What would make Fund 5 a success for you,
not financially, but perhaps philosophically? I mean, I think any kind of hit on it, which is we
want to see real mainstream news cases. Oh, you mentioned a billion users.
like that should be the target, I think, for any significant internet technology.
I think most likely the next couple of years as mentioned will be in financial use cases.
So I think, you know, getting the regulatory clarity that I think we're getting soon.
And having, you know, really kind of world-class entrepreneurs come into a space and build financial services that really get us on a nice path to that first billion users would be the kind of goal over the next call to two and a half years.
And just to add on to that, you know, it's only a little bit of the first.
been a couple of years since Reed-Write-One came out, but a lot has happened since.
If you were writing a last chapter for that book now, how would it end? I guess I was writing
it three or four years ago. You know, chat chip UT had come out, and I do talk a lot about
AI in there. I talk about how it will lead to consolidation, capital-intensive, big companies.
I think that was mostly right. You know, what I tried to do in the book is really distill the
essence of the technology, and I think that is, you know, mostly a fixed thing that has a change.
honestly, there isn't a whole lot of would update today.
And I think my kind of core belief is that every technology has kind of an essence.
You boil it down.
And the technologies arrive in kind of deceptive ways.
So, you know, social networking started off people in San Francisco sharing what they have for lunch.
And you could have, if you just looked at it superficially, you would have thought,
okay, this is kind of a, you know, toy.
It's not a deep technology.
But if you really kind of look through the trappings and looked at the essence of it,
what it really was was a way for, you know, anyone worth to communicate with anybody else.
And why wouldn't that be used for culture, business, politics, and so forth?
I kind of think of it is you can boil down the technology of essence.
You can, in some ways, predict, you know, this long-term trajectory.
So that's what I try and do right on.
I think I basically stand by today is sort of the, you know, boiling down the essence.
And so I think over time, things will bend towards that, towards, you know, the key features, the technology,
strengths, the technology, the problems that they can potentially address, those things stay constant.
Obviously, the particular apps and people and interactions with other technologies, that changes
and it is virtually impossible to predict. But that core of the essence is, you know, it took me
a long time to develop that and I take a soul today. Fantastic. All right, everybody, all the GPs,
thank you so much for all your time. Chris, Eddie, Ali, Guy. This is a great conversation.
Thank you, Robert.
Thank you, Robert.
Thank you.
You guys.
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