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Robert Leshner
Founder, Robot Ventures

Kalshi Cooked, Bitget Hacked + Agentic Bank Runs - The Chopping Block

📅 Oct 02, 2026 Unchained 65 MIN 3540 VIEWS 270 SEGMENTS · 2 SPEAKERS
North Korea takes 387 million dollars from Bitget and moves it through THORChain while NEAR's Shield freezes what it can, a Consensys validator hack tests whether staking was ever the risk-free rate, a quant named Benny shows Kalshi's perps volume was cooked, and Apollo warns that AI agents are coming for your checking account. Show highlights 🔹 Bitget loses about 387 million dollars to North Korea's Lazarus Group, and its 460 million dollar user protection fund covers every claim, so there is no contagion. 🔹 The stolen funds run through THORChain while NEAR's Shield freezes around 500K and r...

What Robert Leshner said

Written from the verified transcript and checked against it. Every figure links to the moment it was said.

Robert Leshner discussed the Bitget hack of $387 million, likely by North Korea's Lazarus group, affecting hot wallets but covered by Bitget's $460 million insurance fund. He compared Thorchain's permissive crosschain trading to Near's Shield protocol, which froze $500k and refused to trade $100 million, arguing for either fully neutral or actively censoring systems, not a middle ground. He discussed Consensus' validator compromise, noting no principal loss and debating staking risk premiums versus US CDS at 35 basis points. Leshner criticized Kalshi's liquidity incentives for inflating volume, leading to CFTC investigation and program cancellation. Finally, he addressed agentic bank runs from AI agents, arguing they will cause gradual shifts, not sudden runs, and shared a personal example of an AI agent recovering $200 in overcharges.

Key takeaways

  1. Bitget's $387 million hack was covered by its $460 million insurance fund, preventing contagion.
  2. Near's Shield protocol froze $500k and refused $100 million in hacked assets, unlike Thorchain.
  3. Consensus' validator compromise caused no principal loss but questioned staking as risk-free.
  4. Kalshi's liquidity incentives inflated volume with wash trading, leading to CFTC investigation.
  5. Leshner recovered $200 from health insurance overcharges using an AI agent.

Numbers and commitments

FigureWhat it refers toTypeAt
$387 million Amount hacked from Bitget metric 0:00
$460 million Bitget's insurance fund metric 1:33
$500k Assets frozen by Near's Shield metric 4:29
$100 million Assets refused by Near Intents metric 4:29
35 basis points US CDS premium metric 29:42
$1,700 Overcharges found by AI agent metric 1:00:58
$200 Money recovered from claims metric 1:00:58

Chapters

  1. 0:00Bitget hack and crypto laundering
  2. 4:28Thorchain vs Near censorship debate
  3. 13:14Crosschain property rights and premiums
  4. 27:12Consensus validator compromise
  5. 29:42Staking risk premiums and CDS
  6. 40:24Kalshi volume scandal
  7. 53:07Agentic bank runs and AI agents

Questions asked in this interview

12
  1. 7:59Wait, so what's the what's the middle ground?
  2. 9:08I mean, why did they use tornado on Ethereum, right?
  3. 18:20they see, you know, like KYC every, you know, right?
  4. 22:35But how how are you going to get the apples to apples of like the sort of Well, that's the Swiss bank. That's your Swiss Switzerland, right?
  5. 33:28The LST is the right mental model, which is that look, if you're staking, there's this happened to one staking provider, right?
  6. 34:16So this year you have a 5% chance of having your rewards kicked out for let's say a week or a couple weeks, right?
  7. 35:08How would you settle a fictional Ethereum staking CDS?
  8. 39:33You think if transactions were not corrupted, but a bunch of people got slashed, they wouldn't do anything?
  9. 41:22And Benny was like, "Look, if you really want to come at me like this, I'm I'm You really You don't think that we know that this is fake?" And ICO was like, "Yeah, whatever." And so he was like, "All right, you know what?
  10. 47:32... second read and I should have prepared more for this show by going into it a little bit, but my read of it was that it was just a basis point rebate or not base point whatever it was like it was a rebate on each dollar of volume, right?
  11. 47:51Knowing that taker side and all of that was like a positive fee, right?
  12. 57:00And I think everybody was surprised by just how sticky deposits were, right?
Robert Leshner 0:00 ↗
Oh, North Korea's in here. We're going to shut this off. 387 million.
Tarun Chitra 0:04 ↗
Tarun is the 10th most famous Delaware resident.
Consensus is a big boy.
Robert Leshner 0:09 ↗
I never swear on the chopping block. Hey, this looks cooked.
Tarun Chitra 0:11 ↗
Agentic bank runs.
Your estate is paying for dialogue. Homo economicus is back, baby.
Not a dividend. It's a tale of two.
Now your losses are on someone else's balance sheet.
Generally speaking, airdrops are kind of pointless. Anyways, unders trading firms who are very involved. Polis is the ultimate DeFi protocols are the antidote to this problem.
Robert Leshner 0:33 ↗
Hello everybody. Welcome to Chopping Block. Every couple weeks, the four of us get together and give the industry insiders perspective on the crypto topics of the day. Quick intros. First, you got Tarun, the gig of brain and grand puba of Gauntlet.
Tarun Chitra 0:44 ↗
Yo.
Robert Leshner 0:45 ↗
Then we've got Robert, crypto connoisseur and Czar of Superstate.
Good morning everybody.
I am Steve, the head hype man at Dragonfly. But we're early stage investors in crypto, but I want to caveat that nothing we say here is investment advice, legal advice, or even life advice. Lisy chopping block.xyz for more disclosures. So, we are together here in Amsterdam in studio and you know, we usually try to make sure we have four people in the show, but uh we have this very interesting futuristic self-served podcast.
Tarun Chitra 1:11 ↗
It's an automated robot booth.
Robert Leshner 1:13 ↗
Yeah, it's quite awesome. Very touch.
Tarun Chitra 1:15 ↗
This is how AI is going to get all our information from us.
Robert Leshner 1:18 ↗
They're going to make the walk into the pod talking. Yeah, that's smart. That's smart. Well, but it's also like look, I mean, the jobs have already been displaced. Here we are, and we had to talk to Well, we did talk to one human, but technically we wouldn't have to talk to a human.
Tarun Chitra 1:30 ↗
It could have been a humanoid robot, like functionally like one day.
Robert Leshner 1:33 ↗
That one day, one day um and so we're here in Amsterdam. Um it's been an interesting week in crypto markets and it's unfortunately been a week of multiple hacks. So, let's talk about the big one. Um Bitgat in which you know, Kavette, we are we are investors. Bit is uh one of the biggest exchanges in the world, top five in any given day with respect to derivatives volumes. Uh they got hacked about $387 million that was hacked from Bitcat. Uh very likely attributable to the Lazarus group which is a part of North Korea. Bit it seems to have mostly affected their hot wallets/warm wallets. There was some kind of infrastructure linked hack. The details aren't fully clear yet, but uh they stole a bunch of different assets out of these hot wallets. Now, Bit thankfully they are very profitable company. They're quite solvent. They had 460 million set aside in a insurance fund/user protection fund. So, that was enough to fully pay out all the claims. They've already begun withdrawals and so people are starting to get their money out. So, thankfully it's not a contagion. Everything's okay. The amount of money is a lot less than the amount of profit they made last year. So, they're in good shape and and the the industry is solid. However, it's brought up a lot of conversations about money laundering and specifically because the DPRK, which of course took control of these funds and then had to try to get them out, used a bunch of different strategies to try to move these assets into assets that couldn't be frozen. So, the first thing they did, of course, was move the stable coins out of stables and tried to move everything they could onto Ethereum such that it couldn't be interdicted by by uh you know, freezes and so on. Uh but the other thing they did is they ended up using Thor chain. So
Tarun Chitra 3:16 ↗
Not the first time they have used Thor chain.
Robert Leshner 3:18 ↗
Correct. Thorchain appears prominently in many of these hacks. And Thor chain of course is a crosschain spot trading protocol and it allows you to trade. Let's say you're sitting in a protocol like for example Arbitum that we've arbitum has been known to freeze itself when their assets hacked. I think Taye, friend of the show, she made the joke that the uh DPRK moved faster to get out of arbitrum than they did to get out of USDC because USDC
Tarun Chitra 3:44 ↗
Takes USDC at least 6 hours.
Robert Leshner 3:46 ↗
Yeah, they it takes a while. They generally need like a court order or law enforcement uh approved instructions to freeze something whereas arbitum obviously froze a hack in the past. Not to say they would freeze for this, but there was some fear from the DPRK presumably that like, oh, Arbitum has done this before and we need to get assets off arbitum as fast as possible. So, the criticism has been of Thor Chain that Thor Chain basically allows anybody to move any money and Thor chain volume spikes anytime there's a massive hack like this. Uh, and so many people pointing fingers at them and saying, "Hey, there's a little bit of a decentralization theater going on in ThorChain in doing this." The other player is near. We're in investors and holders of near.
So are robot ventures.
Okay. Yeah. And near also has this thing called near intense which is a crosschain trading protocol and in principle similar intentbased trading to whatchain does. However, near has a protocol called shield which sits at the validator layer which basically looks for anomalies as well as looking for reports of hacks and um you know kind of analysis type signals and so on. uh and will refuse to trade with people or sometimes even stop people who are um demonstrated to be high risk and therefore NAR does not want to facilitate that kind of activity and they end up the freezing uh I think 500k worth of assets as well as refusing to trade with I think over 100 million that was trying to get routed through near intense. So the conversation that has arisen is is this decentralized? Is this good? Is this bad? Is store chain liable? Is is near not li you know how do we think about this? And I'm sure you guys have seen some of these conversations. How do you guys react to the crosschain movement story here?
Well, I think the interesting thing for Thor Chain is when they got hacked, they shut down
Tarun Chitra 5:35 ↗
I think for like a month.
Robert Leshner 5:36 ↗
Yeah. So it's sort of like a but to their credit I mean they are realistically if they had more validators it would actually be very hard to shut down. They just like have had some historical hacks that have made people lose confidence and they've kind of such a small validator set that it's not the it's not that hard to revert. I think the near model is probably the best model of like balancing being as clo you know more decentralized but providing some censorship when it's assets that there's kind of a valid reason for stopping and I don't I I think there's obviously everyone in crypto you know if you've been around for long enough you you you 10 years ago you're like I want everything always fully decentralized and over time you realize there's some trade-off for that. And I think the main thing is as long as there exists alternatives where you could use the decentralized thing, but maybe you have to pay a worse cost, like worse liquidity, it's hard to move larger size, whatever, that seems to be the trade-off people have been kind of as the anti- North Korea kind of thing. And that that's sort of what you kind of could argue you you basically see with with Near versus Thor Chain, where Thor Chain is just like a bit of a free-for-all. I think I think if Thor Chain was credibly decentralized and neutral and didn't just like shut down last time, it would make more sense, but their history is not exactly favorable.
Yeah, this argument
My my mental framing is that you can have the two extremes and you should have the two extremes and nothing in the middle. Namely, you should have completely neutral, censorship resistant infrastructure that is completely blind to what's happening on top of it, right? In the same way that like the internet itself, you know, doesn't control the packets that are sent over it, right? It doesn't censor them. I think that's a great place to potentially be. I also think the other end of the spectrum is something that there is the ability to censor transactions very deliberately. You're actively trying to scan a blacklist. You're act you're actively trying to prevent fraud, laundering, everything bad. I think the middle ground doesn't work and is in nobody's favor. And so I think you're seeing this in policy arguments. I think you're seeing this, you know.
Tarun Chitra 7:59 ↗
Wait, so what's the what's the middle ground? Well, the middle grounds are things where it's like I don't know, we could shut down. We could revoke it, but there's an active decision that like there's not necessarily even a policy force. Like Thor Chain probably exists in the middle. They did shut down previously. They're not shutting down here. It's actually a decision.
Robert Leshner 8:19 ↗
But to be clear, they shut down when they got hacked.
Tarun Chitra 8:22 ↗
Yes.
Robert Leshner 8:22 ↗
So, you know, this is like, you know, it's it's it's a bad money flowing through.
But I think that's his point. The point is like if you're really decentralized, a you can't shut down.
Tarun Chitra 8:31 ↗
You can't shut down.
Robert Leshner 8:32 ↗
So there's no shutting down in a response hack. And then
I mean, okay, I think I think this is a little bit simplified, right? Like
Tarun Chitra 8:38 ↗
I'm deliberately simplifying.
Robert Leshner 8:40 ↗
Yeah.
Tarun Chitra 8:41 ↗
For a philosophical discussion.
Robert Leshner 8:43 ↗
Sure. Sure. But I think well look, we can ground the discussion in like the realities of what we know now it's like to run a network, which is that okay, the validators sit in a Discord or they monitor a Twitter channel or whatever, right?
I would say Ethereum is on the end of it can't shut down. It doesn't shut down. There's no if there was this activity occurring on the L1 itself, there's no conversation to be had about like who slash what slashh how to shut down the network.
Tarun Chitra 9:08 ↗
I mean, why did they use tornado on Ethereum, right? Like there's a reason.
Robert Leshner 9:11 ↗
For sure. For sure. For sure. Yeah. So, there's there's practical there's sort of impracticalities of like, hey, we're not going to be able to shut down. I think for most networks besides Ethereum, it's a shutting down is obviously not normal behavior. And like in the case of Thor chain, something was so I don't know what the details were, but it was so fundamentally broken that they had to bring the whole thing down.
And let's use Arbitum as a very similar example. Arbitum just a few months ago, there was a similar issue, right?
Tarun Chitra 9:36 ↗
Yeah.
Robert Leshner 9:36 ↗
Stolen funds. Arbitum said, "Hey, we haven't done this before. We are going to seize those stolen funds." The network itself took those transactions, put it into the governance bucket or whatever it was.
Tarun Chitra 9:48 ↗
Yeah. Right.
Robert Leshner 9:48 ↗
Cuz you think that is the middle ground.
Yes. and that that should not be happening.
Correct. That that middle ground is when a couple humans are saying like should we do this, should we not? What will the community think? Right? How will people react? They balance the moral trade-offs of it and they like pick an outcome. Either you should I don't think you should be picking at all. Either you shouldn't be able to pick or you should be always picking for prevention.
Okay. Interesting. I I think I Okay, so I think Near is actually in that middle ground. the the one end is not near. The one end is a centralized exchange. In the centralized exchange, you know who everybody is. Everything kind of you know everybody can exit the exchange at your discretion. Every withdrawal is subject to your approval and there is no self-custody, right? That is centralized exchange land and we kind of know what guarantees are to be expected when you use a centralized exchange. Other side is unis swap. There is no universe in which unis swap can decide, oh, North Korea's in here. We're going to shut this off. Correct. Right. That literally not even possible. completely that is on the there's no discretion
Tarun Chitra 10:51 ↗
There's no discretion right exactly so I think everything that we're talking about is somewhere in the middle and there different points on the middle you know okay Nero maybe is here and Thor chain maybe is over here and my claim is that if you're going to be in the middle you should do so in a way that and that that basically picks a set of values that are that are positive for the industry and on some level like it is useful to pick values that are potentially even distinct from what other people are choosing Right? It's a little bit like you know we think of states as laboratories of democracy. They can all do different things and people can decide where to go. In the same way you know near might make different decisions than some other protocol that decides to be a little more aggressive or a little bit less aggressive. And that ultimately it does create choice among users of like which kind of protocols do you want to use and support. That said obviously it's going to be true that North Korea is going to choose the most permissive protocol at any given time
Robert Leshner 11:44 ↗
Always. um pretty much yeah that that subject to liquidity and and the ability to actually move the money there. So I see both sides like I do think look if you're going to say that something like near because many people took this tac is to say why isn't near like unis swap near should just be look if you're not going to be a centralized exchange just be unis swap and close your eyes and never look at anything and my view is like look it we the enforcement of property rights is not just to say that every state transition is valid that is one form of property rights that you can guarantee is everything that's a valid state transition, I'm going to allow it to pass. Right? It's sort of the most basic form of property rights, which is state shows up, you have this purse, therefore it's yours, right? Okay. Another form of property rights is to actually look at what happened and have police show up and interview you and say, hey, who is did you steal that purse from that woman? If so, like you don't get to keep that purse. That is a fuller conception of property rights, right? And so I think any robust conception of property rights that that does not belong to North Korea, even if it's a valid state transition, it doesn't belong to you. And there are times when it's very easy to adjudicate using anomaly detection and AI to be able to say, hey, that was sitting in this protocol 10 minutes ago and now it's all living on your balance. You should be able to detect that programmatically without having to say code is law. This is not an EVM state transition that we approve of. And I think you can do that in a way that is genuinely neutral and programmatic in the sense that we think blockchain is supposed to be.
Tarun Chitra 13:14 ↗
Yeah. So I think one kind of complication here in your mental model for property rights is you know one of the reasons people really use near intense is the crosschain aspect right and the crosschain world you inherently are
Robert Leshner 13:30 ↗
Taking two different systems of record that have two different notions of what property rights in the analogy are.
Tarun Chitra 13:37 ↗
Yeah.
Robert Leshner 13:38 ↗
And so inevitably you have this discretion of having some number of operators. it's not like fully anonymous in the same way when you have to translate do this translation between those two and so I think that's why we only see this debate you know you don't see it within a chain as much of a debate right it's like there it's just kind of like okay I used unis swap I swapped from USDC to ETH and I'm the attacker holding a bunch of ETH but hey are the ETH LPS responsible no because like they facilitate a transaction that they have no control over yeah by being in the pool whereas in the crosschain thing it's like a lot more. It's a lot different, right? Intents have a solver, there's an RFQ, there's someone who's full signing of a message. Yeah. Yeah. Yeah. There's like based on some parameters and algorithm and and somehow that is the that there's something about that line that's like very where it feels like that that where you draw that line is like where all the fights are.
Yeah. Yeah. Agreed. And like I I agree with you. If near intents were all on one chain, this wouldn't be a discussion because obviously it would be so simple that you know there would be no room for any kind of arbitrary injection of blacklisting or you know whatever anomaly detection or but to to take your analogy further I think um a funny version of the world would be you know a lot of countries have allow you to import property rights from other countries or other parts of the world but only in a limited way in like free ports. or these like places that you don't get taxed or you don't they don't recognize or care what is in that property. And there's some sense in which it would be interesting if like in crypto there's some notion of like opt-in or opt out to those rights and you have to pay more but you get better liquidity for giving you guarantees. But I think that's hib's point which is have a spectrum of control verse lack of control and but that the user theoretically the user would price them differently for yeah so even in the case of arbitrum I'm actually very supportive of arbitrum having done the arbitrary state transition quote unquote to like wasn't arbitrary sure sure yes and the community was as well and I think if arbitum had done that in 2023 three, the response from the community would have been much more hostile.
Tarun Chitra 15:55 ↗
Totally. Totally. And like the values of crypto have clearly changed. That's true.
Robert Leshner 15:58 ↗
22 23 post FTX people would have been like a little, you know what I mean? Like maybe but like the the whole idea of like, okay, all these blockchains are laboratories of democracy. They each have different expectations and rules. And I think a lot of people will choose like, you know what, if something catastrophic happens on arbitrum, I want to be on the L2 that will do something about it. and the L2 that won't do something about it has demonstrated that they won't do something about it. I don't want to be there. So, it's a little bit also like look, you know, when the Fed bails out the banking system, it's like, okay, people look at it as immoral hazard, this and that, blah, blah, blah. But people, a lot of people say like, well, look, I want to be in a country that bails out the property, you know, the the banks as opposed to the country that doesn't bail out the banks because those people live in countries with a failed financial system and that's really bad. So I think we will see more of this over time is that people will start to choose chains based on their commitment to different kinds of property rights relative to just we always follow the longest chain rule.
Tarun Chitra 16:58 ↗
By that logic though do you think that users and people will accrete to the chains with the strongest property rights the strongest probability of a roll back a fix a seizing of the Lazarus assets whatever
Robert Leshner 17:13 ↗
Not always. I mean, it's a little bit like look, you know, people think of Delaware as having this very robust, predictable kind of set of and then they decided they hated Alon Musk and then they shot themselves in the foot by violating their standards and going in a different direction and now all the corporations are abandoning Delaware. Sorry, Nevada. They're going to Texas.
Tarun Chitra 17:31 ↗
Okay, it's it's okay. You know, uh you know, my my state is famous for other things like Hunter Biden, so I'm not exactly sure. A lot of great experts. is the 10th most famous Delaware resident.
Robert Leshner 17:43 ↗
Wait, where are we getting that?
Tarun Chitra 17:45 ↗
No. No. I I I don't actually even know who famous Delawareians are.
Robert Leshner 17:49 ↗
It's like Biden's family. Really?
Tarun Chitra 17:51 ↗
The Biden family. That's my turn is number Hunters. You got to be number two now.
Robert Leshner 17:54 ↗
Yeah.
Tarun Chitra 17:54 ↗
Okay. Interesting.
Robert Leshner 17:55 ↗
Well, okay. So one thing I do think is like you know as we start getting more you know the privacy stuff I think you're seeing a lot more to another aspect of near intense that thorchain didn't have at all was the shielded pool aspect of like being able to do transfers of shielded pools. I think chain was trying to but it somehow I've never seen any volume on their their usage of it
Tarun Chitra 18:20 ↗
But the private there's sort of a question this is sort of maybe again more of a philosophical question but like I have different countries with different property rights and so maybe I have like the Switzerland that gives me the private banking but won't bail me out and then I have the US which not private but I get bailed out. not private meaning like the government sees every transaction over $10,000. they see, you know, like KYC every, you know, right?
Robert Leshner 18:46 ↗
Yeah.
Tarun Chitra 18:47 ↗
And those two worlds interfacing, right, have always in the human world had tons of problems like right of like and so inherently it seems like you have to have that happen there. But the real question to me is like the blockchain world should be all about because it's open. The key thing is like open market so anyone can join and leave. There should be like a pricing difference that is like a premium that you pay for one side or the other which is gets to this point of like will everyone go to the one that gets bailed out or will everyone go to the one that has some other property but they might not they get hacked it's private funds you you're done right like a lot of the Zcash incidents in the past have sort of had that flavor. So I'm just sort of curious how you think what do you think you why have we not priced that because it hasn't really been priced as like a fear factor except in this like arbitrum case as like a very exceptional thing but if I look at governments around the world deposit bank deposits implicitly pricing this premium for like different places so how when do you think that will ever happen here
Robert Leshner 19:48 ↗
Yes I think it's a very complex calculus okay so you know originally laid it out not in the terms of like a blockchain network But in terms of like DEX to sex, right, like Uniswap to Coinbase is kind of the spectrum, which is I think totally correct from like a trading perspective. I think it's also like Ethereum to I don't know what's the most centralized chain we can think of.
Tarun Chitra 20:11 ↗
Do you want to uh let's not, you know, let's not make enemies. Let's not make enemies.
Robert Leshner 20:16 ↗
But Ethereum to the most centralized chain that's the most easily rolled back, right?
I think you can go too far, right? I think a lot of consumers are angry at Coinbase because they're like, "Oh, you're overly protective and censoring transactions and like my account got frozen when it never should have."
Tarun Chitra 20:32 ↗
And you can go too far in the protection like you can become like patronizing in a paternalistic paternalistic like centralized system, right? That's what people hate about the existing banking system, right?
Robert Leshner 20:45 ↗
And so I don't think the optimal point on the curve is like all the way towards protection. I think is probably like I'm making up a number of 80% of the way there. And maybe the optimal state for the user is one in which it's not a KYC chain, right? It's low friction but very high protection.
Tarun Chitra 21:05 ↗
But I would argue that the only way a user can realize that optimal point is actually keeping their money on all the different chains and like rebalancing to stick to 80% versus way that maximizes the risk that you get screwed. Well, but I think binary, but the property rights thing is like each chain has their own rule on that. So you if you wanted to really have you're most likely to lose money if you have money on every chain
Robert Leshner 21:30 ↗
And that's true. And I do think users have like a nonutility nonlinear utility function of like ever losing any money is like extremely stressful. Yeah. Once you've been rugged. So that then this gets back to this question of like what's the pricing premium you should expect? I think there is already an implicit pricing premium in that like if you have money on some like janky ass, you know, kind of longtail chain. There's less liquidity. It's harder to move your money out. Bridging takes longer. That is a cost that is not doesn't show up in your DeFi llama or in your or not your
Tarun Chitra 22:02 ↗
Sure. Sure. Sure. But being the new Calonia of L2s is not exactly like even at the top tier like let's talk the Zcash versus Arbitum versus Ethereum. Those are all established ecosystems. They have economies. They have GDPs effectively. You know, they're not like Zcash isn't really I mean because Zcash is, you know, UTXO coin like it's obviously not going to be like you're not going to stable asset. Yeah.
Robert Leshner 22:27 ↗
You're getting paid for providing liquidity to people who are using the shielded pool. That is a form of economic activity there, right? Effectively.
Tarun Chitra 22:35 ↗
Sure. Sure. But how how are you going to get the apples to apples of like the sort of Well, that's the Swiss bank. That's your Swiss Switzerland, right? Like imagine there was like no other economy.
Robert Leshner 22:43 ↗
Well, you'd have to take the same asset. So take USDC. USDC sitting on arbitum versus sitting on, you know, some privacy preserving protocol like some Aztec type thing versus sitting on Ethereum.
Tarun Chitra 22:53 ↗
Yeah, maybe we could if Aztec, which I know they just relaunched their whole thing. So that would probably be the Let's do rail gun. Take rail gun.
Robert Leshner 23:00 ↗
Rail gun, right? There's not that much of a premium. So I will say one thing about ETH. There is a premium, right? where like ETH that's been within X hops of tornado cash.
I think this is wrong. I think this is a wrong analysis. I think there is a premium and you would realize the premium if you actually tried to sell in the moment, right? It's a little bit like how you you know you hold bonds and you're kind of like, oh well, I'm going to mark this to par price because like that's what whatever I'm allowed to do that for my regulators, but if you try to sell it, you're not going to get par, right? In the same way if those have to be some pretty funky bonds. Yes. Uh well, this was what happened with treasuries, right? No, I mean the treasury market is so deep and liquid. No, no, no, no. But I'm talking about when the banks when like SV when SVB what was it? What's the term? That was that was a different problem that the problem was they bought all of these bonds that were held at cost. Yes. And they were allowed to hold them at cost even though the marketing to maturity. The market price was like 93. Exactly. Exactly. So that's my point. My point is that if you were distressed and you had to sell a bunch of USDC sitting in rail gun, you would not get part. My point is more actually just like if you look at the premiums right now like the differences they're not that big relative to the real world tract as they shouldn't be because they're arbitrageable within like an hour.
Tarun Chitra 24:14 ↗
If USDC was 101 on any of these chains that would be arbitrageed in like two seconds.
Robert Leshner 24:19 ↗
No, no, but we we know that sometimes the shielded USDC does have the have a much higher not because like not there's not much otherwise anyone is going to go just like mint USDC. Yeah, you can arbitrage this stuff too fast. No, no, no. But but the shielded one, everyone has knows they take this risk cuz like do you remember USDC froze some some uh there is that's what I'm saying like if you look try to analyze this there's something fundamentally different about crypto premiums for this this and like I think that's the thing that but okay D does not trade at a premium to USDC that is a sensor resist sensor sometimes it does in hacks actually because the hackers exit to die true so it it. I mean, you're just not going to be able to sustainably see that much of a price differential given how fast actually it doesn't. They used to mint through the facility and get one, but you know, they didn't buy it on a deck. I'm trying to remember like what hack it was where it went up to like 125 because like the hacker attack a long time ago. Must have been a long time ago. Two years ago. Really? Yeah. 125. That's crazy. Yeah. But it was like a very 10-minute spike. But it it was like it was like only because of this one person took the entire stack went immediately and meant to die. But the reason I'm bringing this up is somehow this gets to this philosophical question, right? Robert's talking about this being a very binary thing. There's no premium. You can't price this difference. But then in practice, you observe people pricing it as a premium, but then they're also not differentiating it as a premium as much as in Tradfi. And the question is if all these Tradfi assets are coming to crypto, I have the same tokenized stock on imagine there was like a shielded one like rail gun tokenized stock, you know, normal ET tokeniz stock, arbitrum tokenized stock, base tokenized stock, right? They all kind of have slightly different. Do you think that you get this like large spread in premiums like the way you do with an ADR and the underlying or do you think it actually
No, it should be a small spread. The spread you will see through different versions. I think it would be convenience based. How easy is versus security based? Correct. I I think I can see that. And that's one of the reasons why an ADR is better than the offshore original stock is because it's so much easier to trade, right? Yeah. But the difference also like if you actually had different ADR, it trades at such a crazy premium and Korea or just like the DRAM ETF. Yeah. It's like the convenience layer of letting more people access it. more people are bid or at least more dollars more dollars more scarcity for there's like a fixed supply that is not expanding in response so so I I think the one interesting thing is like people should actually study these premium in crypto and try to imply whether implicitly the market is voting on this spectrum thing or binary thing because I think the data actually might you you might have had enough of these attacks now to actually separate what people actually view these things as like right infer which one of the two worlds
Well okay interesting let Let's take the other hack that happened this week. Actually, just happened very recently, which is that apparently consensus was hacked in their staking node, their validator. So, this was on Ethereum. Consensus uh I don't know exactly how much stake they manage, but it's fairly significant. They were something like 5% of Lido is delegated to consensus validators. So, they massively uh they basically all at once exited their stake and are rotating the key. So, there's a lot of ETH now exiting in the exec. didn't really seem to have that dramatic of an effect despite the surface area potentially. Of course, that's because when you run a validator, you can't actually do that much like steal the money.
Tarun Chitra 27:51 ↗
Yeah. They don't own the money. The money is delegated to them. So, they're sort of pointing their lasers at this guy is going to validate for me, but the end assets that go that are pointed at the validator are owned by users. So, those users didn't have their keys compromised. Consensus had their validator compromised. Um, so apparently they were able to scoop up supposedly it was just like less than an ETH of unclaimed rewards that were sitting in the validator. Yeah. But because the reward because the validators were offline, there's potentially I I don't understand if this is correct, but uh supposedly there's up to like 200 ETH in total that is in foregone rewards that otherwise might, you know, consensus might have made had they not had to exit all the stake. That's of course across a lot of ETH that's pointed at them. So, um
Robert Leshner 28:35 ↗
I mean it's it's basically like either you view it as opportunity cost or implicitly like getting slashed if you're like I think it's opportunity cost. I think it's like your yield is zero for a little while. Yeah. Yeah. But you can also slash you can lose your principle. Yeah. Yeah. That's true. That's true. Right. Slashing like nobody So nobody's lost their principal here. No one's lost their principle. But I think like to the end user who's like I was thinking of this asset as like being Well, the whole risk-free rate conversation has reared its ugly head. I think in that like you know the last time this happened I think was kiln which was a very small niche player it was like a decentralized kind of thing consensus is one of the biggest validators right this is infura that you know well actually I think during the kil act though kil was a very large portion of salana at that time oh is that right yeah it was like 3 or 4% of so so I think it that one was more complicated because I think on ETH maybe they're not as big but the other networks they're yeah but like you know consensus is a big boy so them getting compromised and again you didn't lose principle. There was no double signing or anything that would cause slashing. But does this impugn the concept of a risk-free rate?
Tarun Chitra 29:38 ↗
Yes.
Robert Leshner 29:38 ↗
Yes, of course it does.
Tarun Chitra 29:39 ↗
Okay, tell us.
Robert Leshner 29:42 ↗
Only because consensus is probably the most well-known name, not for staking, but within the Ethereum ecosystem, right? I think to your point about the rewards disappear for even a temporary amount of time, right? I think we think of staking as the risk-free rate, but it's really the best possible rate, not the worst possible rate or the lowest volatility rate, but this added volatility. Correct. This adds volatility to it and it adds, I think, a risk premium in general. Knowing that there are extra surface areas of risk, I think calls into question, is this risk-free? Assets were not stolen, right? But I think the validator as a piece of the risk surface area hasn't fully been explored. I think people have aggressively explored bridges and you know smart contract risk and all of that. I think this is one of the first you know major validator risks but I don't think for Ethereum other networks have other networks have had way more issues. Yeah. But, you know, I do think it calls into question what is riskless. We don't know if Hey, is the 10-year US Treasury bond right now risk? No, there's CD. No, I mean there's CDS that trades on the US, right? That's not zero, right? So, like wait, what do what do they trade at right now? I haven't looked in 10 years. I'd actually I'll pull this up while you guys talk, but it's not I mean I mean the real question to me is like this reminds me of like in 2021 there were like a ton of relatively large relative to like the mint and burn fee for tether uh spikes in Tether price mainly because of like the US price and they created this weird arbitrage where like tether would go beyond would stay unarged for a while because you were getting slightly better carry in US and at that time people were treating them at are. And so there was there were all these people I remember these like Tradfi people who like this is their first time ever getting into crypto and they were like buying US as if it was like $1 always and they were just like oh like can I just buy some CDS on Tether DPEG so that like my US is covered and like there was a time where people were really interested people were shorting tether like a lot of Exactly. Exactly. There's a lot of I mean it was a slow wid but the question is what will that happen here? Okay. So I have looked this up while you guys were discussing it. USA CDS is 35 basis points. So the true risk-free rate if you actually wanted to insure a treasury is 35 basis points less than you're getting on treasuries or T bills. Right. How much was lost here actually in basis? If we knew the amount that consensus we could take the 200 divided by their total stack and get get probably a lot less than 35 basis points. A whole lot less. Right. like way less. So, but you know that's cuz we also presume that the risk-free rate doesn't have any risk in staking. I think if you mentally add 35 basis points of required return, what do you get? You probably get less people staking and we definitely get less people looping. The looping would go down quite a bit. I mean, but this wouldn't even this would blow out someone who's looping with it. It wouldn't blow them out, but they would definitely be taking if you lost all of your rewards for a year. It would. Yeah, sure. Sure. Right. If you lost all of your rewards for a month, it might depending on or at least you would just lower your leverage ratio, right? Yeah. Yeah. Yeah. I guess my thought is like look, when you're staking on average, okay, so consensus had this issue, there's some I don't know how long exactly this is going to take for them to rotate. Let's say probably days. Uh I think the I think the unstaking is like 4 days and then restaking takes a
While entering staking takes longer.
Tarun Chitra 33:18 ↗
No, there's seven days or something.
Robert Leshner 33:19 ↗
I don't know exactly. Um, but it's slightly different for the LSTs because the LSTs guarantee you some immediate and then they manage that.
Tarun Chitra 33:28 ↗
The LST is the right mental model, which is that look, if you're staking, there's this happened to one staking provider, right? And they have, I don't know, let's say 5%. I don't know if that's exactly right, but let's say 5%. So that means that like as a you're a staker on Ethereum, you should assume that like once every four years maybe there will be one incident.
Robert Leshner 33:47 ↗
The frontier models I think are going to expose a lot more risks.
Tarun Chitra 33:51 ↗
You think R's going to go up?
Robert Leshner 33:52 ↗
I think we've had roughly zero risks and now we're in the nonzero territory. So I wouldn't say it's once every four years. I would almost say it's let's remove three years ago. And actually it is crazy. It has happened almost exactly four years to the merge. We're within like a couple weeks of the 2022 merge.
Tarun Chitra 34:11 ↗
Four year cycle.
Robert Leshner 34:12 ↗
Four year cours.
Tarun Chitra 34:16 ↗
But even so, okay, say say that it's this year, right? Okay. So this year you have a 5% chance of having your rewards kicked out for let's say a week or a couple weeks, right? If you basically multiply that by 5%, like that's actually not a material effect.
Robert Leshner 34:31 ↗
I think you have to anticipate a worse outcome. I think you have to anticipate there's a 0.1% chance that like a validator could somehow lose assets or be slashed maliciously on purpose by an attacker.
Tarun Chitra 34:42 ↗
But even if you are double dipsish, right? Like two weeks. Let's just say it's like two week I was rounding up to two weeks saying for that 5%.
Robert Leshner 34:50 ↗
For the 5%. Yeah.
Tarun Chitra 34:52 ↗
That's like one pip for the whole stake.
Robert Leshner 34:53 ↗
Yeah. Exactly. That's nothing. That's nothing.
Tarun Chitra 34:55 ↗
No, but it it's like I think it is.
Robert Leshner 34:57 ↗
But you you just said one bip multiplying the two together.
Tarun Chitra 34:59 ↗
Yeah.
Robert Leshner 35:00 ↗
You think one bip is not that crazy?
Tarun Chitra 35:02 ↗
It's not that crazy. Yeah.
Robert Leshner 35:04 ↗
Yeah. But it's a whole lot less than the 35 basis points of CDS on the US government.
Tarun Chitra 35:08 ↗
Exactly. Exactly. Now, I mean to be clear, like if this is something that was relatively mild, obviously a lot worse things could happen. Like if there is actual slashing, somebody takes control over a cluster and then starts double signing, then you could settle how would you settle a CDS on this because you can't settle it on Ethereum. Actually, kind of annoying to settle on Ethereum. How would you settle a fictional Ethereum staking CDS?
Robert Leshner 35:33 ↗
Yeah. Yeah.
Tarun Chitra 35:34 ↗
Like OTC contract, whatever. Fine. But I'm kind of I kind of imagine you have two.
Robert Leshner 35:40 ↗
Well, it wouldn't be a credit it wouldn't be a credit default swap. I think you just have a total return swap on the staking, right? Then it's very easy. It's trivial to settle, right?
Tarun Chitra 35:47 ↗
Yeah, that's fair. But it would be kind of funny if you had two POS chains. Imagine like all the Solana ones were settled on.
Robert Leshner 35:54 ↗
You could have a slashing CDS.
Tarun Chitra 35:56 ↗
Yeah. Yeah, that one actually did. People have done that. Yeah, that exists. That exists.
Robert Leshner 36:01 ↗
But slashing is easier cuz it's like ver you can verify in the chain later.
Tarun Chitra 36:05 ↗
Here you might not be able to verify this claiming thing in the chain because it's like done on the validator side and then passed.
Robert Leshner 36:10 ↗
The easiest way to hedge this would be a total return swap where it doesn't even matter. You don't have to even observe the cash flows. You just pass them forward.
Tarun Chitra 36:17 ↗
Honestly, consensus should just start offering new business model. I mean pay back pay back the off by selling them.
Robert Leshner 36:25 ↗
I agree. By the way, I I know we're joking about this, but I I actually want to drill in for a second. I actually agree with you that a staking provider could offer effectively a fixed staking yield that's below the current yield and them taking that risk and ensuring it.
Tarun Chitra 36:41 ↗
Right. Consensus has enough resources that they could offer that with confidence and they could say, "Hey, we will pay 3% no matter what." I am pretty sure that a lot of these DATs have staking insurance but I sort of assume their staking insurance is not from the provider because they assume it's from Yeah, it's exactly providing it.
Robert Leshner 37:00 ↗
I forget. I know that at least one startup has told me that they're trying to offer this.
Tarun Chitra 37:05 ↗
I guess Realm Realm offers this like DeFi insurance for loopers. So like I'm if they're already doing that, I don't see why they wouldn't do that.
Robert Leshner 37:12 ↗
Somebody's probably doing something. But like doesn't Coinbase have staking insurance next week on the chopping Next week on the top, we will have more data. We will know what we're talking about.
Tarun Chitra 37:21 ↗
Yeah. Yeah. Yeah. They do have the omnibus Lloyd's policy, but I thought that was only for custody. I don't know if that Yeah. I don't know if that incorporates taking these are all good questions where we should get guests.
Robert Leshner 37:31 ↗
Yeah. This would be Let's get next week on the Okay. Okay.
Tarun Chitra 37:36 ↗
But it is kind of fun to think about because I think people for a while everyone was like, "No, no, no, no, no. This could never happen." And I think AI has like changed people's No, I think people are underpricing. Would you okay if you had your finger in the wind guess what the true relative to the US now we have the US as a marker and we have this like one basis point lower bound where do you where in between 1 and 35 do you place this or you could place it higher are we talking specifically about Ethereum validation only okay let's do Ethereum and Solana just just so to get an idea of the spread I think Ethereum validation I would put it probably at about five basis points Okay.
Robert Leshner 38:17 ↗
I have no idea how to This feels like a very Robert question.
Tarun Chitra 38:20 ↗
No, no, no. But but at least think relative to the US. Let's just take US way lower than US. Way lower than the US because one is a cryptographic open-source system.
Robert Leshner 38:31 ↗
Yes.
Tarun Chitra 38:31 ↗
That like Yeah. Like we don't really know all the risks and like a frontier model is going to know it better than we will. But like also if there's like a catastrophic bug, Ethereum would roll back. You know, if like if like two-thirds of the state got slashed totally for some like random thing that someone found in like some code obscure code path.
Robert Leshner 38:47 ↗
We got to get Lubin on. You got to tell us what they think.
Tarun Chitra 38:51 ↗
I like if if we were just saying that Ethereum is the L1. Yeah. Like the real it's very clear the constituents of Ethereum who matter the most are validators. Like Ethereum cares a lot about stakers. Yeah. Like abnormally high about stakers relative to users even. So if there was something that went totally wrong that was clearly not user's fault, they would roll back and fix it.

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APA

Leshner, R. (2026, October 2). Kalshi Cooked, Bitget Hacked + Agentic Bank Runs - The Chopping Block [Interview transcript]. Unchained. CEOInterviews.AI. https://ceointerviews.ai/interview/2974614/

MLA

Robert Leshner. "Kalshi Cooked, Bitget Hacked + Agentic Bank Runs - The Chopping Block." Unchained, 2 Oct. 2026. Transcript, CEOInterviews.AI, https://ceointerviews.ai/interview/2974614/.

BibTeX
@misc{leshner2026_2974614,
  author       = {Robert Leshner},
  title        = {Kalshi Cooked, Bitget Hacked + Agentic Bank Runs - The Chopping Block},
  howpublished = {Interview transcript, Unchained. CEOInterviews.AI},
  year         = {2026},
  month        = {oct},
  url          = {https://ceointerviews.ai/interview/2974614/},
  note         = {Speaker-attributed transcript with timestamps}
}