1 00:00:02,870 --> 00:00:04,470 Hi, good morning, everyone. 2 00:00:04,830 --> 00:00:07,550 I hope you're well and enjoying your virtual conference. 3 00:00:07,930 --> 00:00:12,250 My name is Ryan Rubin and today I'm going to be talking about decentralised finance. 4 00:00:12,510 --> 00:00:14,050 Is it ready for prime time? 5 00:00:15,310 --> 00:00:23,590 I'm really sorry not to be in Vegas today with all of you, but all I can say is here in the UK, it feels pretty hot and it's almost like we are in the desert. 6 00:00:26,090 --> 00:00:27,890 First, the usual disclaimer. 7 00:00:27,890 --> 00:00:35,870 I'd like to confirm that the views expressed in this talk are my own and are not representative of any views from my employer. 8 00:00:36,370 --> 00:00:41,350 Of course, no animals were hurt other than potential unicorns in this research. 9 00:00:42,770 --> 00:00:57,590 So today I'm going to give a quick introduction, give you a 101 on what decentralised finance is all about, talk a little bit about the attack landscape and how people might target this particular protocol. 10 00:00:58,630 --> 00:01:11,030 And then I'll also talk about a methodology that we've introduced, which effectively looks at key indicators of vulnerabilities and how we might be able to assess DEFI projects in the future. 11 00:01:11,050 --> 00:01:14,870 I'll present the results and wrap up with some conclusions. 12 00:01:16,270 --> 00:01:17,990 So a little bit about myself. 13 00:01:17,990 --> 00:01:20,670 My name is, once again, Ryan Rubin. 14 00:01:20,670 --> 00:01:27,210 I've been in the security industry for the last 23 years, covering a whole range of different topics. 15 00:01:27,330 --> 00:01:34,550 Last couple of years I've had a big interest in blockchain security as well as cyber insurance. 16 00:01:34,830 --> 00:01:38,790 And I'm looking forward to sharing some insights here today. 17 00:01:39,010 --> 00:01:49,010 I actually start this talk where I kind of left off last year when I presented a talk in the blockchain village on a cryptocurrency heist. 18 00:01:49,010 --> 00:02:09,130 And what I found quite interesting during that investigation was that as the attackers started to move their money and funds around the Ethereum blockchain, they started to put some of their funds into a DEFI platform and actually converted quite a lot into something called the DaiCoin, 19 00:02:09,130 --> 00:02:11,070 which I'd actually never heard of before. 20 00:02:11,570 --> 00:02:25,230 And after doing a bit of research, I got quite interested in the whole DEFI protocol and kind of the alternative finance options that it has. 21 00:02:25,730 --> 00:02:48,470 What startled me was that the attackers of this particular heist were obviously ahead of the game and realized that they needed to put their cryptocurrency somewhere in order to ensure that the pricing did not fluctuate and the value or the proceeds of their crime did not reduce as the price of Ethereum drops. 22 00:02:49,990 --> 00:03:04,770 But this talk is not just about hackers and fraudsters that might be leveraging various platforms to realize their investments in the blockchain world. 23 00:03:05,050 --> 00:03:14,850 It's actually more generally about many of us that may be looking at alternative ways of financing and investing in the future. 24 00:03:17,270 --> 00:03:29,610 So I came up with this research hypothesis which states, firstly, DEFI is becoming really popular and I'll talk a little bit about that as the show goes on. 25 00:03:29,730 --> 00:03:38,650 But as their popularity grows, can they withstand the various types of attacks that are going to be attracted by their popularity? 26 00:03:39,990 --> 00:03:46,830 Also, is there a way that we can measure the security posture of DEFI projects and do so in a way that's non-invasive? 27 00:03:47,970 --> 00:03:55,110 Of course, the assumption we have is that they must have good OPSEC in order to be in this business, right? 28 00:03:58,080 --> 00:04:00,020 So why carry out this research? 29 00:04:00,020 --> 00:04:03,240 Well, unfortunately, people are still getting hacked. 30 00:04:03,780 --> 00:04:13,240 There are several stories in the news and quite a few that I'll discuss as the talk unfolds indicating that there are still compromises out there. 31 00:04:13,240 --> 00:04:15,700 People are still making money out of this. 32 00:04:15,940 --> 00:04:35,860 And therefore, it's really important to raise awareness of security-related issues, not only to those in the security community, like many of you that are attending the talks today, but also those outside that community, including a lot of blockchain developers who, 33 00:04:35,860 --> 00:04:41,740 I understand, frequent the BCS village. 34 00:04:43,080 --> 00:04:52,960 I also wanted to use this research to try and build upon some of the work that others are doing in this space and try and move the industry forward in a positive direction. 35 00:04:53,720 --> 00:05:18,800 And finally, I think this research could also be helpful for both consumers, those in the insurance space, investors, and also owners of DEFI projects, because the last thing you want to be doing after spending weekends, hours, days, months, and years building up your DEFI project is find that it all goes down the drain because of some city security issue that we've got to close. 36 00:05:21,280 --> 00:05:23,180 So, DEFI 101. 37 00:05:24,680 --> 00:05:27,000 So, what is decentralized finance? 38 00:05:27,000 --> 00:05:50,560 Well, if we look at traditional finance products that you might buy from your bank today or some of the financial products that investment bankers are using, you can see that there are common trends around loans, derivatives, asset swaps, and even insurance that can be provided to each of us through a traditional banking environment. 39 00:05:51,300 --> 00:05:57,360 One of the issues and challenges with that is the centralized aspects of it. 40 00:05:57,460 --> 00:06:12,360 And what decentralized finance aims to do is to introduce a new way of establishing financial products that's both decentralized, not controlled in any way, is trustless and transparent. 41 00:06:13,720 --> 00:06:23,860 So, if we look at the DEFI set of protocols and applications, you can see that there's a whole range of different services that are being offered in the space. 42 00:06:23,860 --> 00:06:35,060 There's distributed exchanges, which remove some of the concerns that many people have around working with traditional centralized exchanges. 43 00:06:35,220 --> 00:06:54,140 There's a variety of different loan products that are out there where you can take your cryptocurrency, pass it onto a platform, and earn some interest in it instead of leaving that money to, let's say, decay over time. 44 00:06:54,380 --> 00:07:06,860 There's also the concept of stable coins where you can basically take your cryptocurrency, convert it into a stable coin, which is pegged against the US dollar or some other fiat currency. 45 00:07:07,000 --> 00:07:17,520 And that's another way of ensuring that your hard-earned cryptocurrency coins do not necessarily fluctuate in value as the market continues to be volatile. 46 00:07:18,960 --> 00:07:24,180 And, of course, all the other things like the asset swaps and derivatives that are also there. 47 00:07:25,260 --> 00:07:27,180 So how is this big as this market? 48 00:07:27,180 --> 00:07:40,840 Well, I found this quite fascinating, but earlier on in the year, the total value that was locked up in the DeFi various protocols and projects was around $1 billion. 49 00:07:41,400 --> 00:07:50,420 And over the last couple of months, it's actually shot up to just over $4 billion in value locked in. 50 00:07:50,720 --> 00:07:56,100 So what we can see here is there's this tremendous amount of growth that's taking place. 51 00:07:56,200 --> 00:08:06,220 And this may continue in the future as long as there aren't any big hacks that come up and the confidence in these products doesn't start to fail. 52 00:08:06,600 --> 00:08:16,780 In terms of distribution, you can see that from the lending side, that's one of the more popular platforms and products. 53 00:08:17,020 --> 00:08:20,400 I'm assuming that's because it's actually quite easy to understand. 54 00:08:20,400 --> 00:08:38,940 We're talking effectively about either borrowing money or loaning money into the system, and then getting some profits out of that through some additional interest or being able to leverage the loans in order to invest in other products in the system. 55 00:08:39,500 --> 00:08:42,400 Distributed exchanges, again, gaining some value. 56 00:08:42,660 --> 00:08:48,100 Derivatives and payments, still early days, but again, the facilities are there. 57 00:08:48,100 --> 00:08:56,580 And there's some very interesting ways in which these protocols can be configured, which cannot actually be set up in the real world. 58 00:08:56,580 --> 00:09:08,060 So I suspect the investment bankers out there will be looking at DeFi as it continues to mature and seeing how they can exploit some of the value that it can provide. 59 00:09:10,840 --> 00:09:13,840 So how can you earn passive income crypto style? 60 00:09:13,840 --> 00:09:29,660 Well, if you have a look on the left-hand side of the slide, you can see a number of different projects, DeFi projects that are out there, providing the various services that I mentioned, lending, derivatives, distributed exchanges, assets or stable coins. 61 00:09:29,800 --> 00:09:36,400 And you've got a whole pick there of different types of companies and platforms that you can go to. 62 00:09:36,400 --> 00:09:49,360 On the right-hand side, you can also see that as part of these platforms, there are also a variety of different interest rates associated with the different types of coins and tokens that you might want to invest in. 63 00:09:49,360 --> 00:10:06,680 So if you look at Nexo, for example, you can get an 8% return if you invest in one of their products and perhaps buy some die and look to get some value from that. 64 00:10:07,160 --> 00:10:10,280 If you go down the list, NUO, 13.68%. 65 00:10:10,280 --> 00:10:18,140 So when you're looking at these numbers, of course, you're not going to earn this type of return from a bank today. 66 00:10:18,600 --> 00:10:25,580 But of course, there's obviously a lot more risk involved in this and that's why these prices tend to fluctuate a lot. 67 00:10:27,820 --> 00:10:31,700 So before we go any further, I thought I'd just talk a little bit about some terminology. 68 00:10:32,480 --> 00:10:33,780 Firstly, crypto wallets. 69 00:10:33,780 --> 00:10:36,620 So many of you will be familiar with crypto wallets. 70 00:10:37,260 --> 00:10:43,200 This is the place where you have your private keys and you hold your cryptocurrency. 71 00:10:43,380 --> 00:10:46,420 And it's, of course, an area that you need to protect really well. 72 00:10:46,420 --> 00:10:59,020 In the context of distributed finance, the wallet is also used and can be the key towards holding source code or smart contracts. 73 00:10:59,020 --> 00:11:03,620 And that becomes quite important as we look at the security of these platforms. 74 00:11:03,680 --> 00:11:20,880 So when we look at platforms such as Ethereum, for example, it not only has a cryptocurrency, which is the Ether, but it has a whole distributed system available which is based on executing distributable code in the form of smart contracts. 75 00:11:20,880 --> 00:11:32,880 And once again, the control of those contracts, when they're uploaded, what the contents of them are, etc., is all linked into the crypto wallets that's associated with those projects. 76 00:11:33,220 --> 00:11:37,260 In order to unlock those, we talk about admin keys. 77 00:11:37,440 --> 00:11:50,400 And these are kind of like the keys to the kingdom, almost similar to the domain administrator accounts in the Windows world, for those of you that are joining from the security community today. 78 00:11:50,800 --> 00:12:00,440 And effectively, if you get hold of these keys, you can do a whole lot of bad stuff, including potentially uploading or changing smart contracts. 79 00:12:00,600 --> 00:12:02,300 Now, why would that be important? 80 00:12:02,300 --> 00:12:06,240 Well, inside the wallet, we've got a whole lot of cash. 81 00:12:06,400 --> 00:12:16,540 And smart contracts define a way in which transactions can communicate and can take place over the blockchain. 82 00:12:16,940 --> 00:12:32,900 So if we have a wallet that has a lot of cash in it, and we have an ability to influence the logic by which that cash gets used, then it obviously can be very detrimental to the DeFi platform. 83 00:12:33,620 --> 00:12:35,580 There's also a concept of time lock. 84 00:12:35,580 --> 00:12:40,980 And this isn't got anything to do with going back in time. 85 00:12:40,980 --> 00:12:55,220 But what it is, is it's a method that owners of the DeFi platform can use to effectively slow down the transactions that are taking place on the blockchain. 86 00:12:55,260 --> 00:13:33,950 And this is very useful because it allows the owners or those that are governing the DeFi projects to potentially have a look at any unusual transactions and normally there's a time window, either it's four hours, 72 hours, 48 hours, that the owners of that platform or those that govern the platform can actually monitor the transactions and potentially reverse any transactions that have been introduced into the system by an unauthorized hacker or potentially even just by mistake. 87 00:13:34,280 --> 00:13:37,900 So that's something that's really key to look into. 88 00:13:37,900 --> 00:13:43,640 There's a big debate around decentralization and centralization, right? 89 00:13:43,640 --> 00:13:53,800 So we spoke at the beginning, the whole purpose of distributive finance is to have decentralized systems and finance that is not under anyone's control. 90 00:13:54,480 --> 00:14:07,060 And by putting in a time lock, we're effectively giving a level of that control back to the owners and those that run the project in order to better control it in the case of things going horribly wrong. 91 00:14:07,060 --> 00:14:24,640 But I think, you know, for most of us that are still, let's say, dabbling in this particular world, it's better to have some level of governance in place to protect the assets and information and, of course, the currencies that are in there. 92 00:14:25,560 --> 00:14:45,660 We also have the concept of an oracle and this can either be a system that's inside the decentralized ecosystem of the DeFi platform or it's something that the DeFi platform uses as a source of information in order to make decisions. 93 00:14:45,940 --> 00:15:04,440 So an oracle could, for example, be publishing prices for various types of coins, like I showed you earlier, that are coming from various exchanges and pumping that information back into the DeFi protocol and application so that it can use them in order to make decisions. 94 00:15:04,440 --> 00:15:10,560 Now, again, there's pros and cons on whether this oracle concept is a good idea or not. 95 00:15:10,640 --> 00:15:24,980 If we're looking to peg, for example, a currency against the dollar, then we do need an oracle that can tell us what the price of the dollar is and provide an accurate reflection of what's happening in the real world. 96 00:15:25,140 --> 00:15:36,980 So there are some benefits to it, but, of course, if we're able to influence or compromise the oracle, that can have devastating effects on the DeFi project. 97 00:15:37,020 --> 00:15:40,780 And finally, we talk about DApps or smart contracts. 98 00:15:40,840 --> 00:15:45,220 Once again, this is the source code that's been run on the blockchain. 99 00:15:45,360 --> 00:15:48,120 It's source code that is immutable. 100 00:15:48,440 --> 00:15:51,480 It runs forever on the blockchain. 101 00:15:51,480 --> 00:15:52,900 It's been signed. 102 00:15:53,260 --> 00:16:00,070 It's available to be reviewed and seen by those that transact with it. 103 00:16:00,360 --> 00:16:05,160 And it forms the heart of the logic behind the DeFi platform. 104 00:16:06,220 --> 00:16:08,260 Okay, so how does this work in practice? 105 00:16:08,300 --> 00:16:10,120 So I'll just give you a quick example. 106 00:16:10,540 --> 00:16:16,660 Let's take a cryptocurrency investor and she decides she's got some Bitcoin. 107 00:16:16,820 --> 00:16:22,960 She's really worried about the fluctuation of the Bitcoin, which I believe is about $11,000 today. 108 00:16:23,160 --> 00:16:26,840 If we went back a couple of months, it was a lot less than that. 109 00:16:27,300 --> 00:16:33,320 But if we went back maybe two or three years, we had obviously a real spike in the prices. 110 00:16:33,500 --> 00:16:49,810 So with her hard-earned Bitcoin, she's got a choice either to keep that in Bitcoin or to potentially loan it out to a DeFi platform and gain some interest or gain some potential value from that. 111 00:16:50,160 --> 00:16:54,220 So she deposits some Bitcoin into the DeFi platform. 112 00:16:54,280 --> 00:17:00,960 There'll be a smart contract within the DeFi platform that will effectively receive that Bitcoin. 113 00:17:01,100 --> 00:17:05,720 It might wrap it up or transfer it into a token. 114 00:17:05,720 --> 00:17:10,100 And in my case, I'm going to use the DAI token as an example. 115 00:17:10,740 --> 00:17:27,360 And that basically allows our investor to take these DAI tokens and potentially push them into other DeFi products in order to earn interest or potentially just to peg the value of that Bitcoin against the dollar one to one. 116 00:17:27,360 --> 00:17:36,760 Because as I mentioned, DAI coin is a stable coin which is linked to the dollar. 117 00:17:37,120 --> 00:17:55,440 So she can then take that DAI coin and actually push it into potentially another platform which might actually go ahead and invest that DAI coin into other products which then could actually generate some level of return for her. 118 00:17:55,440 --> 00:18:07,100 At some point, she might then decide there's been some growth or perhaps there's been some stability in the DAI coin that it's time to cash out and she wants her Bitcoins back. 119 00:18:07,120 --> 00:18:23,700 So she can go back to the platform and effectively the platform might again do some checks against the oracle to see the current price between the DAI and the Bitcoin and then push that Bitcoin back to her. 120 00:18:23,700 --> 00:18:29,860 Now of course, this is what would happen in theory but sometimes that money might disappear. 121 00:18:30,380 --> 00:18:31,920 Why might it disappear? 122 00:18:31,920 --> 00:18:46,040 Well, potentially the DeFi platform which is holding these Bitcoins may not still have the Bitcoins that were provided by her and by other cryptocurrency investors. 123 00:18:46,800 --> 00:19:06,740 It is also possible and we talk about liquidity that there simply isn't enough cryptocurrency inside the DeFi to be able to pay out all the people that have loaned its money and that could also potentially be a problem. 124 00:19:06,900 --> 00:19:24,860 Or of course, maybe somebody might intercept or influence the logic within the DeFi platform and basically change the smart contract to maybe push the money somewhere else rather than to the person that had requested it. 125 00:19:25,360 --> 00:19:35,360 So let's talk a little bit about the attacks on the blockchain and smashing stacks, breaking blocks or loosening the chains for profits. 126 00:19:36,060 --> 00:19:54,160 So once again, the high-level scenario of our investor or person that has some cryptocurrency looking to engage with the DApp ecosystem in order to get some value from their currency. 127 00:19:54,800 --> 00:20:03,280 You've got the Oracle and the exchanges on the right-hand side that this particular DeFi application or platform is relying on. 128 00:20:03,280 --> 00:20:10,380 And of course, we might have a corporate entity that is owning and running and governing the DeFi platform. 129 00:20:10,440 --> 00:20:15,960 So let's look at some of the potential attacks that could occur throughout this lifecycle. 130 00:20:15,960 --> 00:20:20,960 Firstly, from the user's perspective, users can be phished. 131 00:20:20,960 --> 00:20:24,860 Their passwords and keys could potentially be stolen. 132 00:20:24,940 --> 00:20:33,220 As we've seen in the case of the Twitter attack that happened just over a month ago, social engineering scams are possible too. 133 00:20:33,300 --> 00:20:44,500 So hackers might not necessarily get in and steal the keys, but if they can convince the person to transfer some money across, then they can lose that way. 134 00:20:44,600 --> 00:20:58,300 And of course, there are potential vulnerabilities in the software that the user has downloaded or is using, which might intercept communications and potentially steal the keys. 135 00:20:58,440 --> 00:21:15,300 If we move into the distributed environments, and again, a good example of this is Ethereum, which leverages the ERC-20 tokens, there are still vulnerabilities in smart contracts, and we'll talk a little bit about more of those. 136 00:21:15,300 --> 00:21:18,550 There is the possibility of key compromises. 137 00:21:18,880 --> 00:21:32,480 There are DDoS attacks, potential man-in-the-middle attacks, often that occur because there is often an interface between these DApps, a web interface or an API, and again, its users. 138 00:21:32,880 --> 00:21:43,560 And so again, depending on where the keys are and the way things get handled, there is some possibility to perform some attacks there. 139 00:21:43,640 --> 00:21:57,920 From a protocol perspective, again, all of these distributed apps, Ethereum itself, it's still relatively new, and there may still be some underlying vulnerabilities in the way that the distributed system is working. 140 00:21:58,600 --> 00:22:00,080 And I guess we still have to... 141 00:22:00,080 --> 00:22:03,820 time will tell whether some of those get out there in the wild or not. 142 00:22:04,720 --> 00:22:17,380 The oracles themselves, so again, the whole purpose for having the blockchain and these cryptocurrencies is that they are inherently secure and built with all the wonderful cryptography and so on that's inside them. 143 00:22:17,440 --> 00:22:25,980 But when they start relying on third parties, for example, the oracles and exchanges, that's potentially when things can go wrong. 144 00:22:26,220 --> 00:22:40,480 So once again, the oracle might be manipulated to provide the wrong interest rates, for example, or an exchange might make a mistake and publish the wrong rates, which could then lead to people taking advantage of that. 145 00:22:41,360 --> 00:22:47,240 One thing that we've looked at in our research is the corporate entity itself. 146 00:22:47,240 --> 00:22:59,740 And this is really important because these apps are run by people and by a company, often a startup, maybe it's a small organization to start, to begin with that grows. 147 00:22:59,780 --> 00:23:10,300 But there are people inside that organization that communicates with customers and with individuals and those that are invested in the tokens and the cryptocurrencies. 148 00:23:11,640 --> 00:23:18,660 Some of those people also might operate and have access to the keys and the wallets. 149 00:23:18,760 --> 00:23:22,460 Some of them might have to update the smart contracts from time to time. 150 00:23:22,960 --> 00:23:30,840 And so the corporate entity itself needs to have a level of security that we would expect of a bank or another financial institution. 151 00:23:31,020 --> 00:23:41,320 But of course, because a lot of these organizations are still growing, they may not necessarily have matured yet to provide all the right OPSEC that we would expect. 152 00:23:41,720 --> 00:23:57,480 So another route into this environment could potentially be through the entity or the organization that is running the platform, targeting either the employees or some of their resources, their email, their social media, et cetera. 153 00:24:02,240 --> 00:24:14,660 So if we look just in the last couple of months, there have been quite a few hacks that have taken place in the DeFi world, most notably the BZX hack, which I'll talk about a little bit later. 154 00:24:15,020 --> 00:24:26,840 But literally within a couple of days, they lost around a million dollars in a very sophisticated attack, which impresses a lot of folks that have looked into this. 155 00:24:27,420 --> 00:24:29,680 Maker itself, it had a price crash. 156 00:24:29,680 --> 00:24:37,380 It wasn't specifically a deliberate attack, but there was a drop in ether that happened for a few seconds. 157 00:24:37,380 --> 00:24:59,240 And this landed up causing a lot of mayhem and Maker actually had some liquidity challenges, which actually forced a lot of the users on the platform to have their loans effectively canceled in order for Maker to ensure that it had the right level of liquidity. 158 00:24:59,420 --> 00:25:10,240 And there's a big class action suit going on right now for those individuals that have lost money by loaning money into Maker and not being able to get it out again. 159 00:25:11,120 --> 00:25:19,420 Again, later in the year, we had INBTC being hacked by an ERC-777 re-entry attack. 160 00:25:19,460 --> 00:25:27,880 Now, for those of you that know about the DAO attack that happened a few years ago on the Ethereum platform, this is a very similar type of attack. 161 00:25:28,140 --> 00:25:42,720 And interestingly, a day later, there was another platform, LendFme, that lost $25 million because they were using the same source code in their smart contract as another organization. 162 00:25:43,240 --> 00:25:48,280 So again, these things kind of can happen in various different ways. 163 00:25:48,880 --> 00:26:13,320 Talking a little bit about the BZX hacks, and I don't want to spend too much time in this area, but when we think about hacks and exploits, the ninjas of the security community are running machine code and machine-level assembly to smash the stacks and do buffer overloads and all sorts of things. 164 00:26:13,540 --> 00:26:16,420 And what we see here is a different type of hack. 165 00:26:16,420 --> 00:26:36,840 We see that somebody with a lot of knowledge was able to leverage the different protocols, leverage the different DEFI protocols out there, DYDX, which was allowing loaning, Compounds, which was allowing interest, the Kyber network and the Uniswap network, 166 00:26:36,840 --> 00:26:40,860 which were allowing people to swap coins. 167 00:26:41,020 --> 00:26:56,140 And they exploited basically a situation where an exchange was providing a very favorable rate of interest, we call it interest or pricing, for a particular coin combination. 168 00:26:56,140 --> 00:26:57,840 And they realized this. 169 00:26:58,240 --> 00:27:08,500 They took advantage of something called a flash loan, which is a very interesting concept in the DEFI world that allows people to borrow money without providing any collateral. 170 00:27:08,800 --> 00:27:16,520 As long as they borrow the money, carry out a transaction, and pay the money back very quickly, the platform is happy to support that. 171 00:27:16,520 --> 00:27:19,180 And that's exactly what happened in this particular instance. 172 00:27:19,180 --> 00:27:24,380 So they borrowed some money from the DYDX loan platform, 10,000 ETH. 173 00:27:24,380 --> 00:27:30,580 They then did some fancy transactions and manipulations. 174 00:27:30,820 --> 00:27:36,680 They took advantage of the price hedge, if you like, that they found in the market. 175 00:27:37,380 --> 00:27:45,700 And then they were able to then pay back that loan and profit around $300,000 for that particular transaction. 176 00:27:46,520 --> 00:27:53,060 Literally a few days later, they did the same thing and managed to earn another $600,000. 177 00:27:55,570 --> 00:28:04,210 So in response to this, the BZX actually made some really dramatic statements, which I'd like to read out. 178 00:28:04,290 --> 00:28:12,470 This attack was one of the most sophisticated we've ever seen, possibly only with an extremely in-depth knowledge of every DEFI protocol and its tools. 179 00:28:12,870 --> 00:28:15,010 This space is evolving quickly. 180 00:28:15,130 --> 00:28:23,110 The security is becoming increasingly more dire as the barriers to entry for executing an exploit drop to zero. 181 00:28:23,110 --> 00:28:29,050 There is no analog for this in the traditional finance system and we're now in uncharted territories. 182 00:28:29,610 --> 00:28:38,710 So if that doesn't give you a huge amount of confidence, then you might want to think twice about using these particular platforms. 183 00:28:38,910 --> 00:28:53,390 But with anything, this happened on the internet and e-commerce many moons ago, eventually the maturity of the industries get there and it becomes harder to do these types of things. 184 00:28:54,670 --> 00:29:06,930 So, again, if you're looking to put some money into one of these platforms, how might you assess whether they're good, they're safe, they're bad, etc.? 185 00:29:06,930 --> 00:29:09,310 So that's where our research comes in. 186 00:29:09,310 --> 00:29:21,470 And the first thing we did, which, again, I find quite interesting, you know, you think you've got a good idea and you do some googling and then you find out, actually, quite a lot of other people have come up with the same idea. 187 00:29:21,890 --> 00:29:25,010 So it's part of the early research. 188 00:29:25,010 --> 00:29:30,130 We found that there is an open source group or groups. 189 00:29:30,130 --> 00:29:48,310 There's the DefiScore as well as DefiWatch and the Codify project as well that essentially are starting to build out an index of various features on the Defi platform that give us some indication of how risky they may be. 190 00:29:49,150 --> 00:30:00,330 So some of the types of things that the DefiScore provides, for example, is looking at, you know, has this particular platform carried out any smart contract audits? 191 00:30:00,330 --> 00:30:01,590 How many audits? 192 00:30:01,690 --> 00:30:04,070 Do they use a time lock or do they not? 193 00:30:04,230 --> 00:30:11,890 Have they implemented some form of multi-signature for protecting those very special admin keys that I spoke about earlier? 194 00:30:12,770 --> 00:30:20,870 They also then look into some additional factors which are more linked to the financial viability of the platform. 195 00:30:20,870 --> 00:30:26,870 And that includes the liquidity index, centralization index and utilization index. 196 00:30:26,870 --> 00:30:35,650 But all of these things come together to form a score out of 10 which is there to try and help and guide those that want to potentially put money in. 197 00:30:35,650 --> 00:30:46,770 You might get all excited about that 13% rate you're going to get but then you might want to check to see whether that particular platform has scored very well on a DefiScore or on some other score. 198 00:30:47,770 --> 00:30:51,750 So with that in mind, we thought we would build upon this platform. 199 00:30:52,070 --> 00:31:02,030 And one thing that we did notice is that, again, the communities that developed this actually form part of the community and part of the crypto community. 200 00:31:02,030 --> 00:31:07,610 So the focus of their scoring was very much based on some of the things in the crypto world. 201 00:31:07,610 --> 00:31:19,750 And so we, coming from a, let's say, a wider cybersecurity perspective, started to think about some of the other OSINTs that we might be able to find about those companies. 202 00:31:19,770 --> 00:31:21,510 So we took a traditional approach. 203 00:31:21,510 --> 00:31:25,610 We looked at IP addresses, DNS records. 204 00:31:25,970 --> 00:31:31,090 We looked at the email platform that these particular providers are using. 205 00:31:31,210 --> 00:31:40,330 We looked at a couple of open sources connected to the internet, mail servers, web servers, et cetera. 206 00:31:40,650 --> 00:31:45,530 We looked on LinkedIn to see what kind of social media platform they have. 207 00:31:45,530 --> 00:31:51,930 We did some third intel to see whether there's any chatter involved in these particular projects. 208 00:31:52,110 --> 00:32:04,450 We also assessed the bug bounty and how ready or how mature they are in using the hacking community to find vulnerabilities and publish those. 209 00:32:04,450 --> 00:32:11,450 And also whether they were open source or closed source and whether there was any breach history. 210 00:32:11,970 --> 00:32:28,750 Finally, we also looked at privacy and cookies just to kind of get a perspective on whether, from a regulatory perspective, these guys are starting to think about some of those really important things that regulators look out for when you're dealing with individuals and consumers, 211 00:32:28,750 --> 00:32:31,890 especially those, for example, in Europe under GDPR. 212 00:32:32,810 --> 00:32:43,690 On the crypto side, again, we kind of thought through the various indexes that DEFI scored already provided. 213 00:32:43,750 --> 00:32:53,510 And then we thought about a few other things like general audits, publication of whether they've been assessed by third parties. 214 00:32:54,110 --> 00:33:12,090 We wanted to look into cryptocurrency transactions and whether there was any links between fraudulent transactions and the platforms, the financial backing, and also whether there's any mention of KYC, your client's procedures. 215 00:33:12,090 --> 00:33:25,090 Once again, going back to the beginning of my talk, if any of these platforms start to receive cryptocurrency funds as a result of a fraud or an attack, then they shouldn't be accepting them. 216 00:33:25,110 --> 00:33:34,170 Or potentially, if they have accepted them, maybe there's something we can do to seize those assets before they go back to those that have stolen them. 217 00:33:36,550 --> 00:33:48,470 So I guess just a caveat in terms of the limitations of our research, we sampled 17 projects, both a mix of large, medium, and small DEFI projects. 218 00:33:48,490 --> 00:33:50,670 And we did this over a period of seven days. 219 00:33:51,910 --> 00:33:59,050 Because of the type of testing that we performed, which was very non-intrusive, obviously we don't have any permission to do any testing. 220 00:33:59,430 --> 00:34:02,010 So we could only look at open source information. 221 00:34:02,550 --> 00:34:05,890 And as a result of that, some of the findings might be false positives. 222 00:34:06,290 --> 00:34:12,770 And of course, there's certain things that are very hard for us to gather from the open source. 223 00:34:13,650 --> 00:34:19,350 But also, there are quite a few important things that we definitely were not able to look at. 224 00:34:19,350 --> 00:34:30,390 And things like incident response planning, being able to deal very quickly with a breach scenario where perhaps the keys have been stolen, or there is a smart contract vulnerability. 225 00:34:30,870 --> 00:34:32,450 Key generation storage. 226 00:34:32,450 --> 00:34:36,810 People talk about the fact that they're using multi-sigs, but are they really? 227 00:34:37,310 --> 00:34:38,950 Has that been audited? 228 00:34:39,950 --> 00:34:41,870 Have they done all the right things? 229 00:34:42,570 --> 00:34:44,790 The oracles and exchanges. 230 00:34:44,790 --> 00:34:47,550 We didn't look too much into that world. 231 00:34:48,310 --> 00:34:53,130 And of course, some of these smart contracts themselves might be linked to other smart contracts. 232 00:34:53,130 --> 00:34:58,570 And I mentioned that protocol fuzzing and security is something that we didn't get into either. 233 00:34:59,370 --> 00:35:17,270 In terms of the scope and the way that we carried out the testing and the scoring, we did a subjective scoring, fairly simple crude approach where we allocated a score of 1 if the practices are very poor, a 2 for medium, or a 3 for high. 234 00:35:17,590 --> 00:35:26,810 We also took the view that we wouldn't necessarily skew any of the findings and weights against particular categories. 235 00:35:26,930 --> 00:35:36,230 It's recognized that certain types of tests are going to have more of an impact than others, but also that might depend on the type of attack that we're worried about. 236 00:35:36,370 --> 00:35:43,170 So if we're worried about phishing attacks, then certain types of dimensions will actually carry more weight than others. 237 00:35:43,210 --> 00:35:55,090 If we're more worried about, for example, the smart contracts having poor code, then we would have a higher weight on some of the categories that link into smart contracts. 238 00:35:56,550 --> 00:35:59,910 So without further ado, I'll talk about some of the results. 239 00:36:00,050 --> 00:36:08,490 And as you can see on the left-hand side, we've basically segmented the vendors into large, medium, and small. 240 00:36:08,830 --> 00:36:17,410 The red, again, are those organizations that have been marked as having very low security, in our opinion. 241 00:36:18,110 --> 00:36:25,250 Those in the middle with the yellow, and those that are doing pretty well in the green. 242 00:36:25,730 --> 00:36:35,210 And as you can see, if we start with a multi-sig, we have quite a lot of small and mid-sized companies that haven't gone with this multi-sig approach. 243 00:36:35,650 --> 00:36:45,990 And I guess it's a bit disappointing, in a way, because a lot of these projects are small, but they can grow very big very quickly. 244 00:36:45,990 --> 00:37:00,070 And if they haven't done the basics of setting up their wallets and their key administration the right way in the early days, then it can be quite difficult to retrofit that as the project goes from zero to hero. 245 00:37:00,970 --> 00:37:09,070 Also, interestingly, in the large category, there was one that wasn't using multi-sig, which, again, was quite a surprise. 246 00:37:09,770 --> 00:37:18,410 And these multi-sigs also range from 2 of 2 all the way to 3 of 5 or 3 of 8. 247 00:37:18,610 --> 00:37:39,810 So there were quite a few that are starting to adopt what I call very good practices around having potentially quite a few multi-signatories having access to the keys, often distributed across different organizations as well, to really make it effective. 248 00:37:40,510 --> 00:37:46,070 But one of the issues here, again, is that it's very hard to tell exactly how this was implemented. 249 00:37:46,510 --> 00:37:50,850 You can have multi-signatures, but you could have three signatures. 250 00:37:50,850 --> 00:37:53,730 Maybe they're paper-based, but they're all in the same place. 251 00:37:54,650 --> 00:38:02,250 And therefore, the kind of op-sec on the key management is something that is very hard to distill. 252 00:38:02,830 --> 00:38:18,630 There also weren't many talking about, if not any, talking about audits that these companies had done on their key generation process, which I think is fundamental and something that happens a lot in the traditional finance industry today. 253 00:38:19,610 --> 00:38:20,590 Time locks. 254 00:38:20,590 --> 00:38:25,410 So once again, I mentioned this earlier, I think it's a pretty good idea to do this. 255 00:38:25,410 --> 00:38:37,850 It gives some confidence to those that are using the platform that if something goes wrong by mistake or potentially, again, because somebody's done something bad, there is a way to roll back. 256 00:38:37,850 --> 00:38:46,270 There's a way to monitor and get ahead of the transactions and do something about it. 257 00:38:46,270 --> 00:38:53,510 And once again, you can see a mixture of large, medium, and small companies that actually haven't implemented this. 258 00:38:54,310 --> 00:39:07,030 As we move on to the other thing of interest on the time lock side was, again, some projects are using 48 hours, some are using four hours, others 72. 259 00:39:07,030 --> 00:39:13,950 Again, I kind of, as a more conservative individual, would rather go with a slightly longer period. 260 00:39:13,950 --> 00:39:37,010 It might mean that certain transactions take a little bit longer to take place, but at least I know that if I put my Bitcoin into that platform and something goes wrong, I've got a chance of keeping it rather than the purest approach of decentralization where effectively the transactions happen and there's nothing you can do about it. 261 00:39:38,590 --> 00:39:48,630 From an Oracle perspective, again, some interesting results on those that are using Oracles, external Oracles, those are some that are using their own. 262 00:39:49,310 --> 00:40:05,630 And we found some interesting concentration risk in this space where quite a few organizations are using the same external Oracle, so that might potentially ring some alarm bells if those particular Oracles are not set up in the right way. 263 00:40:05,630 --> 00:40:12,530 Something that was really disappointing was no real discussions around KYC. 264 00:40:12,730 --> 00:40:25,530 And again, I think this is really important in the longer term if you want to have a legitimate business that's going to deal with the kind of wider markets, the wider finance markets. 265 00:40:26,030 --> 00:40:33,470 And this is something that for whatever reason these players are not necessarily too focused on today. 266 00:40:33,470 --> 00:40:46,210 I suspect that as the industry matures and some of the platforms do want to become more regulated, this will have to change. 267 00:40:46,750 --> 00:40:50,270 On the smart contract side, again, kind of a mix. 268 00:40:50,270 --> 00:41:02,770 For this particular dimension, we looked at whether the smart contracts were being reused by other organizations, and we found quite a few of those. 269 00:41:02,770 --> 00:41:13,010 A couple of smart contracts that had been compiled with older versions of compilers, some of which are known to have security weaknesses in them. 270 00:41:13,670 --> 00:41:25,070 And then quite a few that actually were not very forthcoming with publishing certain information about their smart contracts. 271 00:41:25,610 --> 00:41:31,110 We did see some very positive signs on the side of smart contract audits. 272 00:41:31,110 --> 00:41:35,950 And here are quite a few of the platforms are doing regular audits. 273 00:41:36,030 --> 00:41:43,270 It kind of ranged from 2 to 15, and that kind of got me thinking, well, maybe you need to audit these things a bit more frequently. 274 00:41:43,830 --> 00:41:55,050 But what was quite strange was that probably aligned to the whole open-source methodology, the audit results were open-sourced as well as all of the audit reports. 275 00:41:55,430 --> 00:42:10,870 And this contains a wealth of information about what the testers did, pieces and snippets of source code, and various types of vulnerabilities that they found, which personally I think might be a little bit unnecessary. 276 00:42:11,430 --> 00:42:13,730 I think it's good that an audit has happened. 277 00:42:13,730 --> 00:42:30,550 It's good to understand that remediation was taking place, but really to show the full-blown audits every time might be giving a little bit away, especially if those testers didn't find all the holes and perhaps there are a few extra things that aren't there. 278 00:42:30,970 --> 00:42:39,330 Great news for the community at DEF CON that are involved in bug bounty programs and supporting them. 279 00:42:39,550 --> 00:42:46,410 Some good indications that the DEFI industry is taking this on board as well. 280 00:42:46,410 --> 00:42:48,410 And if you're interested, go and have a look. 281 00:42:48,410 --> 00:42:53,630 Programs vary from $10,000 all the way up to $250,000. 282 00:42:54,510 --> 00:42:57,490 So put down those laptops and get started. 283 00:42:57,950 --> 00:43:13,390 Interestingly enough, a few projects are actually not offering to pay you in real money, but to pay you in their own tokens, which again potentially could be very valuable or potentially not, depending on the circumstances. 284 00:43:15,410 --> 00:43:25,570 If we have a look at the general OSINT, one of the first things we did was we looked at whether these particular organizations had been hacked in the past. 285 00:43:25,950 --> 00:43:34,650 I decided to redact the findings in that section because it might indicate some of the organizations involved in our study. 286 00:43:35,610 --> 00:43:45,210 What I can say is that there was a mix of large, medium and small organizations that have been hit in the past. 287 00:43:46,050 --> 00:43:49,510 And again, is that an indicator that the company is bad? 288 00:43:49,510 --> 00:43:57,710 Or is it an indicator that because they've been hit, they've actually now put in a lot better controls, they've learned their lesson and they're improving their security? 289 00:43:58,050 --> 00:44:04,690 And often in my experience, those that have a breach do come out of it a lot better in the longer term if they're still around. 290 00:44:06,130 --> 00:44:08,250 So that's kind of one factor. 291 00:44:08,690 --> 00:44:18,350 We did look into credentials that are on the web and on the darknet that have been sold for particular platforms. 292 00:44:18,350 --> 00:44:20,790 And that was on average pretty good. 293 00:44:20,790 --> 00:44:28,090 As you can see, there was a surprisingly large organization that had quite a lot of data published. 294 00:44:28,090 --> 00:44:37,390 And this is something that we will need to take up with the vendor directly because I think it's something that they should be looking into. 295 00:44:39,770 --> 00:44:41,670 But otherwise, pretty good. 296 00:44:41,710 --> 00:44:45,050 And once again, this is the kind of thing that's a bit hit and miss. 297 00:44:45,190 --> 00:44:50,710 But it was interesting that we did get two results coming through that particular dimension. 298 00:44:51,190 --> 00:44:52,870 Anti-spam protection. 299 00:44:53,250 --> 00:45:05,490 Obviously, we discussed how important phishing is to either the users that could be targeted and also the individuals that are working for the platform. 300 00:45:05,910 --> 00:45:20,370 And here, we did find that the maturity within the space was actually okay for protocols like SPF but for DMARC, it was actually around 50%. 301 00:45:20,370 --> 00:45:24,950 And for DECIM, it was very low as well. 302 00:45:24,950 --> 00:45:41,410 So I think there's definitely some room for improvement for these companies to be setting up their DNS records and their mail records so that they can better protect themselves and their customers from phishing-related attacks. 303 00:45:41,810 --> 00:45:54,730 I mentioned infrastructure and we took a very hands-off approach to this, so we looked in Shodan and pointed some of the project IP addresses to the Shodan platform. 304 00:45:54,890 --> 00:45:58,170 And we came up with a couple of interesting results. 305 00:45:58,430 --> 00:46:05,250 Some unnecessary ports, some remote access facilities that perhaps shouldn't be there. 306 00:46:05,370 --> 00:46:13,170 But again, kind of a mix and something that you probably would find if you did a proper scan on a lot of organizations. 307 00:46:13,590 --> 00:46:21,410 But definitely something that needs improvement for the reasons that I've spoken about before. 308 00:46:21,430 --> 00:46:30,230 We dipped into the Darknet chatter and we had a look to see who was talking about particular projects. 309 00:46:30,790 --> 00:46:42,830 And again, we found some information, nothing earth-shattering, but definitely some talk about targeting or weaknesses, vulnerabilities, etc. 310 00:46:43,030 --> 00:46:59,870 And again, this is something that probably the project owners should definitely be dialing into just to make sure there's nothing major that's being discussed and giving them a head start to try and fix any issues that arise. 311 00:47:00,630 --> 00:47:03,430 From a social media perspective, we just chose LinkedIn. 312 00:47:03,430 --> 00:47:08,410 We had a look at individuals that belong to these projects. 313 00:47:10,050 --> 00:47:16,030 Interestingly, I was looking for some CISOs or kind of security managers and I didn't find many. 314 00:47:16,330 --> 00:47:29,330 So either those involved are pretty good with their own OSINT, or perhaps, and I think this is more likely, there aren't too many people in these organizations that have the title of CISO or security manager. 315 00:47:29,490 --> 00:47:36,490 We saw a lot of CTOs, we saw a lot of COOs, but not that many people with a security title. 316 00:47:36,970 --> 00:47:41,250 And that, again, is just something to be wary of. 317 00:47:41,250 --> 00:47:54,810 If you don't have anyone focused and dedicated in the space, then you might fall short and that's kind of why you need to take these things a little bit more seriously. 318 00:47:54,990 --> 00:48:04,110 Quite a few people in the IT department publishing information about themselves and, again, that could be potentially used as a target. 319 00:48:05,250 --> 00:48:07,570 Kind of very old OSINT around Whois. 320 00:48:07,570 --> 00:48:09,650 Most people did this very well. 321 00:48:09,830 --> 00:48:19,190 We did come across one company that was allegedly in stealth mode, but had leaked some of the details in the Whois information. 322 00:48:19,510 --> 00:48:22,050 But pretty good on that side. 323 00:48:22,490 --> 00:48:26,270 And then data privacy policies as well as cookies. 324 00:48:26,390 --> 00:48:33,290 We did a quick check on whether these particular aspects would be taken care of on the websites. 325 00:48:33,290 --> 00:48:45,070 We found that most were not compliant to GDPR and, actually, some of the privacy policies fell short of some of the requirements that are expected. 326 00:48:45,350 --> 00:48:55,970 So, once again, these organizations dealing with consumers might need to dial into this vector as well because it could come back to bite them. 327 00:48:55,970 --> 00:49:14,690 On a hosting side and as well as on an email platform side, we saw some concentration risk on particular vendors being chosen to host websites to support DDoS platforms and also to support the email platform as well. 328 00:49:16,110 --> 00:49:25,270 So, I guess some of the highlights, again, smart contracts, 64% were being audited but the full results were published. 329 00:49:25,910 --> 00:49:33,410 64% of the smart contracts required some kind of improvements either because of reuse or older compilers being used. 330 00:49:34,050 --> 00:49:39,670 Some vendor concentration in the use of external oracles. 331 00:49:40,550 --> 00:49:43,090 Time locks, again, 58% not using them. 332 00:49:43,090 --> 00:49:44,670 That's a bit disappointing. 333 00:49:44,830 --> 00:49:56,530 Almost 50% not using multi-signatures and missing audits in the key management space as well as per KYC and privacy activities. 334 00:49:58,210 --> 00:50:16,430 Right, on the OSINT side, great registration on the IP, mixed DNS results as I mentioned, some chatter going on, credentials being dumped per cookies and privacy policy management and so on. 335 00:50:18,550 --> 00:50:32,330 So, with the scoring, we basically put together our score and allocated out the various companies against the score and you kind of see kind of a mix. 336 00:50:32,330 --> 00:50:34,990 It's not a huge differential. 337 00:50:35,370 --> 00:50:40,610 Some of that differentiation was coming in to very particular dimensions that we assessed. 338 00:50:41,590 --> 00:50:59,550 Interestingly, looking at the DEFI score itself, we actually found that of the companies we looked at, 50% of them had the same kind of ranking as our scoring, but actually 33% were worse and 70% were slightly better. 339 00:51:00,150 --> 00:51:11,330 Therefore, our conclusion in this is definitely that we need a combination of both crypto and Open OSINT in order to tackle this thing correctly. 340 00:51:11,330 --> 00:51:31,130 By breaking it up into large, medium and small, some of the results that can be seen there do indicate, as expected, the larger projects probably are ahead in certain areas but definitely there is some room for improvement. 341 00:51:32,250 --> 00:51:55,330 Similarly, when we look at the OSINT, we can see there that there are a couple of large projects that actually fall behind the mark compared to some of the medium and small businesses but often the small and medium ones are the ones that actually do need to improve. 342 00:51:57,550 --> 00:52:06,990 Okay, so wrapping up, our conclusion is that DEFI definitely needs to do even more to maintain trust and stay out of the headlines. 343 00:52:07,310 --> 00:52:25,950 Whilst we are encouraged that there are some community-driven activities to provide transparency and raise the bar, not everybody is covered in these community-driven activities and there are a few extra dimensions around security and OSINT that we think need to be added. 344 00:52:26,090 --> 00:52:30,050 A lot of goodness out there but not really full consistency. 345 00:52:30,650 --> 00:52:39,770 And as I described, quite a few of the larger players that are mature but there are some that are not fully there and are missing the mark. 346 00:52:39,970 --> 00:52:46,230 We did find some isolated, highly vulnerable indicators of potential issues. 347 00:52:46,630 --> 00:52:58,230 We do see some high potential for phishing attacks given the concentration of usage of certain email platforms that the industry is relying on. 348 00:52:58,230 --> 00:53:11,110 And also some smart contracts improvements on the management of those contracts that need to be done, especially around reuse and looking into the compilers that are compiling the code. 349 00:53:11,830 --> 00:53:16,210 Once again, I think I mentioned this a few times but just wanted to repeat it again. 350 00:53:16,210 --> 00:53:18,690 Lack of transparency on the key OPSEC. 351 00:53:19,110 --> 00:53:28,030 Again, if those keys get stolen, there is a chance of the smart contracts being rewritten and changed. 352 00:53:28,310 --> 00:53:31,370 But we don't know how well that's being done. 353 00:53:31,770 --> 00:53:39,010 And I think the industry and stakeholders would be keenly interested to see how that happens in practice. 354 00:53:39,290 --> 00:53:47,250 And as we move towards a more regulated environment, data privacy and KYC are also extremely important. 355 00:53:48,010 --> 00:53:50,730 So, some final recommendations. 356 00:53:50,730 --> 00:53:53,830 Lock down your G Suites and Office 365 environments. 357 00:53:53,830 --> 00:53:59,490 Train your staff to minimize public information leaks and phishing attacks. 358 00:53:59,970 --> 00:54:07,870 Dip into the world of fake intelligence and look into stolen credentials and chatter just to make sure that you're not on the list. 359 00:54:08,110 --> 00:54:20,190 Check out and make sure that your dependency on vendors is appropriate and that there's not too much concentration risk associated with certain suppliers, vendors, oracles, etc. 360 00:54:20,190 --> 00:54:25,450 Make sure that you're using the right level of security on your email domains. 361 00:54:27,520 --> 00:54:32,320 On the crypto side, again, tuning into the threat intelligence is important. 362 00:54:32,560 --> 00:54:36,180 Regular code reviews but don't necessarily publish everything. 363 00:54:37,260 --> 00:54:39,660 Provide greater assurance over the OPSEC. 364 00:54:40,300 --> 00:54:44,040 Ensure that those oracles are protected and can be really trusted. 365 00:54:44,500 --> 00:54:49,860 For those of you that are not implementing bug bounty programs, have a look at them. 366 00:54:49,860 --> 00:54:51,580 I think there's a lot of value in them. 367 00:54:52,900 --> 00:54:55,840 And make sure the keys are adequately protected. 368 00:54:56,840 --> 00:55:04,920 Whilst I know there's a strong move towards decentralization, I do think an element of governance for centralization is the way to go. 369 00:55:05,580 --> 00:55:12,740 And I see that as the kind of future stable way in which DEFI projects will succeed. 370 00:55:13,980 --> 00:55:18,340 From a research perspective, I think that there's still quite a lot to do here. 371 00:55:18,700 --> 00:55:28,420 It would be great to have an automated scoring process, very similar to what DEFI score has for the crypto controls. 372 00:55:28,600 --> 00:55:33,060 I think we can expand out into the general OSINT as I mentioned before. 373 00:55:33,760 --> 00:55:43,640 It would be great to have some better tools and visibility on smart contract code that's automated, that can be published and is available to the community. 374 00:55:43,640 --> 00:55:54,740 I think further adoption of transaction analysis for KYC and fraud is going to be really important to make DEFI kind of hit the prime time in the future. 375 00:55:54,900 --> 00:56:08,400 And of course, doing protocol stress testing and further digging into the key management OPSEC is also really important. 376 00:56:09,360 --> 00:56:17,420 With that, I'd like to give a very special thanks to some folks that helped me through this presentation. 377 00:56:17,900 --> 00:56:25,640 Specifically, Danny Howard, who was responsible for the illustrious slides that have been put together. 378 00:56:26,240 --> 00:56:29,200 Nick and Ferez helped out with some of the research. 379 00:56:29,540 --> 00:56:40,520 This particular piece of work also couldn't have been done without leveraging a lot of valuable resources from the DEFI score project, the DEFI watch project, and also DEFI Prime. 380 00:56:40,880 --> 00:56:48,920 So I encourage you to link out, reach out to these particular sites if you want to learn more. 381 00:56:49,660 --> 00:56:52,620 And then I think I might have a little bit of time for questions. 382 00:56:52,800 --> 00:56:58,600 So I am listening in on the presentation that's happening right now. 383 00:56:58,600 --> 00:57:03,700 So feel free to reach out with any questions that I can answer. 384 00:57:04,160 --> 00:57:09,940 And I appreciate it and hope to see you next year in Vegas for another chat. 385 00:57:12,440 --> 00:57:14,260 Goodbye and stay safe.