April 3, 2026

Who's Watching the Agent? | Rob Viglione | Horizen Labs [EP. 310]

Who's Watching the Agent? | Rob Viglione | Horizen Labs [EP. 310]
MoneyNeverSleeps
Who's Watching the Agent? | Rob Viglione | Horizen Labs [EP. 310]

Who's watching the agent? That's the question at the heart of this episode — and it's one that's going to define the next decade of finance.

Your Schwab account is already making automated investment decisions for you. Now imagine that at 100x the speed, 24/7, across every asset class globally. No human supervision. No sleep. No off switch.

Who's watching the agent?

That's the question Rob Viglione has been thinking about longer than most. Before he was building cryptographic infrastructure for the agentic economy, he was in the US Air Force managing software agent programs that automated the tasking and dissemination of radar data. Then Afghanistan, supporting Special Operations Task Force intelligence efforts. Then a PhD in Finance. Then eight years building privacy infrastructure at the cutting edge of Web3.

Rob is Co-founder and CEO of Horizen Labs, the development studio behind zkVerify, Horizen, and ApeChain — and one of the longest-standing voices in Zero Knowledge Cryptography in the industry.

In this episode we get into the mechanics of what actually breaks when you put AI agents on financial rails that weren't designed for them. The scale alone is staggering — we're talking orders of magnitude beyond anything current infrastructure was built to handle. But the deeper problem is trust. Agents acting on your behalf, making decisions at speeds no human can supervise, on rails that are completely public. Your data, your strategy, your positions — all of it visible. All the time.

The answer Rob is building toward is Zero Knowledge Cryptography. The technology that lets an agent prove it did what it was supposed to do, without revealing how it did it. Accountability without exposure. Privacy without opacity. It sounds like having it both ways — but that's exactly what ZK makes possible.

We also get into the TradFi-DeFi question. Is traditional finance integrating with decentralized finance, or infiltrating it? Rob's honest answer is that it started as infiltration — but the destination is full integration. The minimum requirement for institutions to come onchain is strong privacy. The non-negotiable requirement from regulators is compliance. Zero Knowledge Cryptography is the stack that squares that circle.

And we close on the big question. Rob has seen autonomous systems in war zones. Now he's building trust infrastructure for the agentic economy. Is this the moment Zero Knowledge has been waiting for?

His answer is worth hearing.

Find Rob at horizenlabs.io and follow him on X at @robviglione

MoneyNeverSleeps is on YouTube: www.youtube.com/@moneyneversleeps1814

CHAPTERS:

00:00 Who's Watching the Agent?

01:30 The Stakes of Agentic Commerce

03:00 What Breaks When Agents Hit Financial Rails

05:00 Is TradFi Infiltrating or Integrating with DeFi?

07:30 Zero Knowledge Cryptography and Privacy on Public Rails

09:30 Baking Privacy into the Protocol

11:00 Is This ZK's Moment?

#MoneyNeverSleeps #ZeroKnowledge #AgenticEconomy #HorizenLabs #Crypto #Fintech #Web3 #Privacy #Tokenization #AI #Blockchain #ZKProofs

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Who's watching the agent?
We're entering a new world in a

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gentle commerce where we do not
have guardrails yet and we have

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to race to build them.
Every asset class will be

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tokenized one day soon, and
agents will be operating in this

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entire domain autonomously.
They'll be operating in systems

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that don't even exist today, and
now your data is completely in

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the public domain all the time.
This is Money Never Sleeps.

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Sharp riffs, big ideas and real
insights from smart people.

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I'm Pete Townsend.
Let's go money.

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Never sleeps.
My guest today spent his career

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figuring out how machines make
decisions in high stakes

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environments and what happens
when those decisions go wrong.

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Now he's building the trust
infrastructure for the agentic

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economy.
Rob Viglione, Co founder and CEO

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at Horizon Labs.
Welcome to Money Never Sleeps.

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Happy to be here, Pete.
Thank you for having me.

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Awesome.
Just to set the scene, Rob, your

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Schwab account is already making
automated investment decisions

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for you.
Now imagine that at 100 XS speed

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24/7 across every asset class
globally.

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Who's watching the agent?
Yeah.

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Right now we just count on
Schwab and the other brokerage

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firms to handle the algorithmic
trading properly.

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But the reality is as these
things become agentic, where we

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have algorithms themselves that
have authority, spending power,

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trading authority, that are
making decisions on our behalf.

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This is where right now we're
entering a new world in a gentle

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commerce where we do not have
guardrails yet and we have to

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race to build them.
When it's 24/7, this isn't for

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me and you, this is for the
agents.

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In that absence of human
supervision, what are the stakes

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here?
Everyone knows what the stakes

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are.
The stakes are existential for

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your business, for society, some
could say.

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But we're seeing enterprises
spend billions of dollars on

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trying to put up guardrails and
really try to do monitoring and

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compliance.
Ford agents internally are doing

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already.
What we're trying to do, you

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know, like in our segment of
this industry is what we're

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building cryptographic
guardrails so that we can

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actually control and you know
it's not completely controlled

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monitor in real time exactly
what agents are doing on our

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behalf.
But what actually breaks when

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you put AI agents on financial
rails that weren't designed for

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them?
A lot, right.

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So the scale is just orders of
magnitude.

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We could talk 100 X and some
people are talking about a

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million times, kind of like
payments volume could be

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occurring on these rails that
just aren't designed for them.

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These rails are designed for
humans and human systems and

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institutions that have their own
internal checks and guardrails.

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So you don't have the rogue
trader, the rogue kind of

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invoice paid, you know, like
someone picking an invoice and a

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company for a billion dollars
when it was supposed to be

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$100,000.
We have already a labyrinth of

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systems and checks in place that
you are no longer valid.

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When we have agents that are
doing things at scale, they're

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just unimaginable right now.
And do you see more kind of

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instead of having additional
intermediaries that you will

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have more agents that are
performing the tasks that

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previously had been done by
intermediaries A. 100% So like

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my company comes at this from
what we call the Web three-part

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of the industry where we're
dealing with agents that are

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designed to be in the public
sphere and operating on chain

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with literally their own
wallets.

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But we also talked to like major
institutions, enterprises and

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systems integrators that are
building at a frantic pace,

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agents to kind of already
turbocharge internal operations

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for companies.
Like whether you're talking

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about Volkswagen or, you know, a
variety of other enterprises,

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they're building part of agentic
behavior into their business

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model so that they can collapse
their operating costs, which

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ultimately means probably
replacing human functions in the

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front.
You don't want to give them the

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keys to the Kingdom, right?
You don't want them to be

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completely unconstrained and
just operating completely on the

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without guardrails.
So like right now, this is a

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problem that companies are
attacking in different ways.

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You have to see So's or security
operations of firms that are

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just really getting in there and
sandboxing things.

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We do that internally at Horizon
Labs and finance Ages that could

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be trading 24/7, 365 on any type
of asset class that could be

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tokenized.
And the hint on that is every

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asset class will be tokenized
one day soon and Ages will be

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operating in this entire domain.
They'll be operating

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autonomously and they'll be
operating in systems that don't

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even exist today.
You then turn agents on to these

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things where previously was
humans pressing the trading

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button and now agents had the
full authority with a budget and

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a wallet with funds that could
disappear in an instant if you

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don't put in the proper
guardrails.

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It's a human assist AI operated
model that will probably work

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best.
Yeah, absolutely.

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The agents need to have that
accountability, and that

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accountability will come from
these human guardrails.

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One of the other sides of this
is exposure and the world being

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able to see what you're doing.
Because this is operating on

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blockchain rails now, there are
vault based solutions for this.

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There are a number of other
startups that are working on

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this.
For the person whose agent is

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out there acting on their
behalf, or for the organization

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whose agent is out there acting
on their behalf, how do you

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avoid that portfolio strategy
from becoming known and publicly

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exposed?
Yeah, I think this is the, the,

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because this is the difference
from, you know, the tribe flight

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to the future 5 stuff with D5
kind of as an intermediate stage

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in traditional finance, the
firms keep their proprietary

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trading secrets, their secret
sauce to their business and to

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their profitability secret.
It's on the servers.

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It's literally part of human
capital and IT and

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infrastructure that resides
within the firm.

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Now we're talking about
operating on rails that

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basically are global computers,
effectively, right, that are

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completely persistent, and now
your data is completely in the

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public domain all the time.
So now we need different

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technologies that can actually
operate in that public sphere

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while retaining privacy and
affording accountability.

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Like what?
One major class of technology

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here that we specialize in is
called 0 Knowledge Cryptography.

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And it's that class of
cryptography that allows you to

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basically execute transactions
or computation without revealing

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those parameters or the inner
workings of it directly.

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Now this is a key breakthrough
technology.

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You combine this with other
privacy Brazil technologies like

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trust execution environments,
even fully homomorphic

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encryption, FHE, this stack,
this sort of privacy and

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accountability stack, I think is
absolutely going to be at the

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heart of this future Phi
concept.

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I spoke with my pal Alejandro
Gutierrez about this and the

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question I had for him when he
started talking about privacy

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and how the institutional
adoption of on chain rails is

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driving this demand for more
privacy.

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I said is triad Phi integrating
with D Phi or is Tri fi

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infiltrating D fi?
What do you think?

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And additionally infiltrating
and as a long term central point

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and decrypted guy, it feels that
way.

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But I think the reality is it's
going to be an integration.

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And this is what I'm talking
about.

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These worlds are going to
combine because they just make

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sense.
We had some period of time

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called 10 years from, you know,
Satoshi not coming from a

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washing Bitcoin to in the advent
of D5 where it could scale

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sufficiently.
We can start talking about it

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and the Financial Times for
instance.

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But we're friendly at a point
where you add agentic behavior

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and AI in general.
And when you're talking about

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persistent trading and
operations on a world computer,

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it just makes sense.
So the world is converging.

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I think that this infiltration
is going to turn into a full

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blown integration.
That's exactly where you know,

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the minimum requirement for
traditional institutions to come

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on chain and start dealing with
these tokenized assets, which

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they absolutely have to.
They know it to be competitive,

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they have to and there's so much
opportunity for them to do it.

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They need strong privacy.
Now at the same time then very

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strong compliance.
And this is what is kind of

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shaped our industry over the
last 100 years is this kind of

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ever evolving system of
compliance and kind of oversight

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from our regulators is
absolutely necessary and must as

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a hard requirement be baked into
the system.

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Yeah, you.
Just use the term baked in.

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And I think that's the key is
that you have the privacy baked

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in at the protocol level rather
than these additional utilities

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that sit on top of the whole
stack that then are acting as a

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gatekeeper rather than protocol
baked in privacy.

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When we talked about kind of
protocol level privacy, I think

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like this industry, Bitcoin,
Ethereum and the major rails of

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web three that I think are going
to be this future financial

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rails.
They evolved in this permission

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less environment where anyone in
the world can run a node.

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You can verify every
transaction, you can see every

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transaction, you can broadcast a
transaction without anyone sense

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from you a blocking you from
doing so.

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When that intersection bumps up
against the regulated world

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where you have legal
jurisdictions like the United

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States that have things like
Olfact restrictiveness and

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there's participants or
countries and actors that are

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not allowed to participate in
the US financial system.

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You know, this is the concept of
like, well, can we actually bake

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that into the protocol itself or
you do or do you need these

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overlays now as of right now,
like while the debate is still

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happening and he'll probably
still happen for some years.

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Like what we're doing as an
example of Horizon Labs is we're

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actually baking in like an
overlay to the base blockchain.

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Like this is coin basis
blockchain ecosystem.

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We're baking in a privacy layer
there.

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And we're doing in a couple
different ways.

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Like our approach is just
pragmatic.

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We want to get out there to
market like a good old tech

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entrepreneurs see how things
work and generate demand and

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customers and everything kind of
integrate as we go.

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But I think the real interesting
question is what you hit on,

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which is like, can we actually
at some point take these

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overlays to ecosystems and bake
them into the cores of protocol?

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I think we're in this bridge
moment of, hey, let's just get

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trad Fi on chain and we're going
to need these layers, these

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utilities as we do that.
Once we have everyone on chains,

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that's where we can then enable
the protocol level to have these

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native inbuilt privacy
considerations 100.

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Percent for us is the business
in the space like AUS company we

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know we have to just comply with
a certain regulations, but not

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ever in the world is U.S.
company.

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And like reality is like I don't
know if we could bake in like an

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OAFAC restricted list into
Ethereum's core protocol.

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Like I just don't know if that's
ever possible.

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I doubt it.
Overall, Rob, now you've seen

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autonomous systems in war zones,
now you're building the trust

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infrastructure for the agentic
economy, right?

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Is this the moment that zero
knowledge has been waiting for,

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or is this the moment that zero
knowledge proofs have been

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waiting for?
Or is the market still not ready

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to have this conversation?
I've been in ZK saying ZK was

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the thing in crypto when Z Cash
launched and then we had a quick

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00:10:38,440 --> 00:10:42,000
follow like other privacy coin
project on Zen Cash back in

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00:10:42,000 --> 00:10:44,000
2017.
So I've seen it all.

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And the reality is the
technology was extremely clunky

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back then.
And our vision was always to

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bring ZK to the application
domain, not just have it for

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00:10:50,720 --> 00:10:54,120
private money transfer.
But we were early and we could

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00:10:54,120 --> 00:10:57,160
feel it and we saw the industry
evolve from like ZK roll ups to

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then you have the DZK virtual
machines that are out there now

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for general purpose computation.
You have like is it get proof

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generation networks, you have
the proof verification network

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or ZK verify.
We now have a stack, like a

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00:11:08,120 --> 00:11:11,760
modular stack for ZK.
And now like even that one can

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say, OK, that's on the supply
side.

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But now I think AI is driving
the demand side of that

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00:11:15,920 --> 00:11:17,440
equation.
And this is the year where we're

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actually seeing the supply side
and the demand side of the

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equation for ZK really take off
exponentially.

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That's fantastic, Rob, what's
the best way for people to get

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00:11:26,880 --> 00:11:29,120
in touch and learn more about
what you're building at Horizon

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00:11:29,120 --> 00:11:32,040
Labs?
Yeah, I mean Horizon Labs dot IO

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00:11:32,040 --> 00:11:34,720
and you know the key there is
this Horizon like Zen, the

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00:11:34,720 --> 00:11:37,320
cryptocurrency, like the our
first products that we lost in

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00:11:37,320 --> 00:11:39,120
2017.
But that's the best way.

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00:11:39,120 --> 00:11:41,440
You can also follow me on Acts
Ed Rob Vigliani.

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00:11:42,120 --> 00:11:46,080
Fantastic.
Thank you, Rob and folks, if you

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00:11:46,080 --> 00:11:49,160
enjoyed this episode, please
like subscribe, leave us a

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00:11:49,160 --> 00:11:50,400
review.
It really does help.

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00:11:51,160 --> 00:11:53,320
And again, appreciate you coming
out to the show.

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00:11:53,320 --> 00:11:55,160
Rob, it's been great to talk to
you about this.

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00:11:55,840 --> 00:11:56,720
Thanks for.
Having me, Pete.

Rob Viglione Profile Photo

Founder & CEO, Horizen Labs