Good morning, DEF CON biohacking village. It's an honor to be here. If you're confused where you are, you're somewhere in cyberspace at your home. Following the DEF CON tradition, you may be somewhere between sober and completely intoxicated. We recommend aggressive rehydration and, you know, take a shower. That'll really help out. But before you do so, we appreciate you coming to our talk here. The talk is entitled Lessons Learned from a Pale Horse. What COVID-19 can teach us about healthcare cybersecurity. How are you, buddy? We haven't seen each other in person for a while. I feel like I haven't seen anybody in person for a long time. Was it November when we last saw each other, which for us is like a decade? Yeah, too long. I feel like I'm really missing my hacker family. I've just been talking with my wife about how much I miss going to DEF CON, seeing people in person, walking around. And then also, it's kind of depressing to think about it, but it's also a kind of a cool opportunity. Here we are at the Biohacking Village, but invited to speak here on a cool topic like this. And people all around the globe are going to be able to watch this. So I think we should go ahead and kick it off. What do you think, Jeff? I totally agree. But first, I think it's just so important to shout out what an amazing accomplishment and achievement it is that villages like the Biohacking Village and others, and even DEF CON itself, have been pulled into this safe mode virtual experience. As people who have done events ourselves, I can't even imagine the amount of work it took to do this, knowing that our friends at the Biohacking Village, and I'm sure others, have been working since last DEF CON on doing an amazing physical event, and then all of a sudden having to reverse course and change that. So I just want to give them a huge shout out and major props for what is a job very well done. But yeah, golf clubs, sure, absolutely, and more and more. Let's kind of get into it, man. I think when we originally came up with this, so first of all, I guess for those of us who we haven't had the pleasure of meeting, my name is Replicant Jeff. I am an anesthesiologist and security researcher hacker. My name is Christian Nemeth. People call me Kawati. That's my handle. I'm an emergency medicine physician and assistant professor over at UC San Diego. So I mean, we've both had the privilege of taking care of patients during this global pandemic. We have, you know, been in the critical care units and the emergency room, treating patients with COVID-19. And it's been kind of a surreal experience for us because before all of this, we were and still obviously are, you know, advocates for security and health care, being security researchers and kind of having this thesis statement that healthcare security is more than just privacy and patient records and things like that. There are, you know, vulnerabilities and we've gone over this extensively at other DEF CONs and other gatherings where we're able to talk about these things, you know, medical devices and healthcare infrastructure are as vulnerable as any other area of connected life. And we know that those vulnerabilities have the potential to potentially affect patients, both in how we care for them and their long term outcomes. So we've kind of been pushing this thesis for a while. And then all of a sudden, we found ourselves kind of on the front lines, knee deep in COVID patients during this pandemic. And that's kind of changed, I think, a little bit of our perspective about ways in which we as a healthcare system can prepare for not just events like this, but also security related concerns as well. So I think what we wanted to do is kind of see were there any insights that we obtained from our clinical practice and kind of how we think about disaster medicine, which we'll get into and utilization of resources and readiness and preparedness in a medical type of emergency. Can we apply some of those thoughts and lessons to the security realm? Sound like a plan? Sounds like a plan. We're gonna go ahead and get kicked off. Many of you out there are like, what is disaster medicine? It doesn't even make any sense. Like I'm familiar with cardiology, like they take care of the heart. I'm familiar with gastroenterology. You know, they give me a Valium, have me show up next morning and then scope my intestines. Well, many of you out there might be wondering, what is disaster medicine? And so under medicine, generally a medicine, you know, surgery, the practice of taking care of someone's health and treating disease, there are all sorts of disciplines. I practice emergency medicine. Jeff practices pediatrics and anesthesia. And there's so much to know in modern medicine, new treatments, new diseases that we, or sorry, diseases that we learn more about. And as a consequence, it's impossible for a doctor to know all of it. And it would actually probably be very unsafe for a doctor to practice, you know, every form of medicine. So we specialize. Under the house of medicine with all these different specialties, there's a subspecialty, a niche, a further niche, if you will, that discusses and studies and practices disaster medicine. Disaster medicine is how do you take care of people, not when you're in a fancy hospital where you have two MRI machines, an entire trauma team, you know, dozens and dozens of doctors on a particular service, and hundreds of nurses. Instead, how do you take care of thousands of patients during an earthquake or during a hurricane? How do you take care of patients as they're swelling through the front doors of your hospital during a pandemic? And you can see that there's some clear disaster medicine being practiced today all over the globe in response to the global pandemic. And this is a picture of a disaster in the United States and a particular specialized team that the government can call upon to remotely, sorry, to go to a particular location and practice disaster medicine. These are called DMAT teams or disaster medicine assistance teams. These are comprised of multidisciplinary teams, nurses, technicians, doctors, they'll go to a place in response to a disaster, they'll organize how they take care of all those patients, they'll deploy electronic health systems, and then they'll be able to help treat all of those people, perhaps in a high school gym, for instance, instead of a hospital. So these are called DMAT teams, they practice disaster medicine, and they study it. You know, lessons learned from Hurricane Maria, for example, well, we study that, do academic papers and publish them so that the next disaster that rolls around, we're better prepared to respond to that. Well, Jeff and I are thoroughly convinced that there should be a subsection of disaster medicine called cyber disaster medicine. And we picked a picture of the DEFCON CTF for a couple different reasons. One, because a lot of what cyber disaster medicine is going to be is merging the two disciplines of clinical practice, taking care of patients' health, treating disease, while also addressing technological problems, systems of connected medical technology that are malfunctioning or perhaps being attacked. That's really our premise of what Jeff had mentioned. Our argument, our thesis is that if you attack a hospital, because it's so connected, and so interdependent on vulnerable technology, if you attack that, it won't be available for patient care, or the integrity of the data flowing from these systems will be changed and unreliable, and as a consequence, patients' health will be affected. So we think there needs to be essentially a cyber DMAT team, so where we take doctors and hackers and nurses, put them in a team, and if some hospital in Nebraska or some hospital in Idaho gets hit by a ransomware attack, for example, and they are unable to take care of patients, they're going to need both the medical expertise, the person power to respond to taking care of the strokes and heart attacks that are happening, while also simultaneously working with the technical teams to mitigate the issue and fix those damages to the technological infrastructure to restore care. So we think convincingly, though, it's going to be more and more of a need of these hybrid teams, where we have both hackers and doctors responding to attacks on healthcare infrastructure. We call that cyber disaster medicine. And Claudia, just two points that I want to make real quick about the concept of disaster medicine in general is that it assumes that you're going to be operating from a standpoint of very limited and constrained resources. And it also implies in some sense that the outcomes you are able to achieve are going to be less than the ideal outcomes that you would have in a non-disaster situation, and that there is some sense of needing to triage priorities accordingly. Absolutely. And one of the kind of foundational tenets of disaster medicine is the concept you mentioned of triage. If you have 10 patients in front of you, one is dead or just nearly died, three are dying, and three are okay, and some are in between, you need a system to be able to respond in the right order to take care of the patients that you can best help with. So, you know, controversial part of this is, you know, don't treat the patients that are about to die. Those patients need advanced airways. They need, you know, five, six people to major surgery. Yeah, they might need major surgery. They might need, you know, a lot of broad spectrum antibiotics. They need a lot of things that you might not have. If you spend your time focusing on the people who are dying, doing CPR, those types of things, then those three people that might benefit from your care that don't need that many resources but still could have an adverse outcome if you don't pay attention to them immediately, those are affected. So, it's this concept of can you make a system, can you make a philosophy, if you will, a protocol to be able to respond and make decisions on who you treat with the limited resources you have and in what order. So, I think these are foundational things. I mean, if you don't have a choice, you don't have a choice. If you're responding after an earthquake, you can't treat everyone at the same time equally. You have to pick and choose. I think in some sense, the idea of triage in a healthcare delivery organization from a security standpoint has been one of the trickier things in normal times, right? Because we almost have like a paralysis of indecision. People like us talk about all the ways in which we could improve foundational and infrastructure security of a healthcare delivery organization. We talk about medical devices and things like that. And sometimes it can seem like there are too many things to fix, whereas this triage mentality helps us kind of focus our priorities and really kind of hone in on the things that may be actionable with the biggest yield and impact for resources invested. Yeah, I completely agree. We love security. You know, we drink the Kool-Aid. We are admittedly believe it is a big risk to patient safety. But this is just one of dozens of issues, really serious issues facing healthcare across the globe. Security is just one of them. For instance, you know, the disproportionate allocation of resources for disadvantaged populations, right? Like population health is a big deal, social determinants of health. Security is just one of these things. And I agree, there's this triage element of it. COVID's blown all that up, right? So we have a global pandemic. It is sucking every single resource it possibly can out of the healthcare system. And things like security, undoubtedly, in the triage, if you will, are going lower. I understand that. That's very important. You have to take care of those patients. But what I fear is that we are putting far more attention to treating the immediate issues of COVID, not realizing that we are really opening ourselves up to the vulnerabilities, and we're not fixing them. And as a consequence, we could have a one-two punch. We could have COVID and then a ransomware attack on top of it. Our ability to take care of patients in some of the hospitals across this country is already so hard. If we had to deal with a ransomware attack on top of it, my ability to take care of COVID patients in the emergency department is going to be hindered. That's going to hurt my patients. And so I think foundational security issues are still something to pay attention to during this pandemic. I mean, that's another tenet of disaster medicine, right? You need to fortify your infrastructure during a particular crisis with the anticipation that subsequent issues or events could even further hamper your ability to get the best outcomes in your emergency situation. So let's move on to some of the points that we came up with just in conversation earlier about some of the things that we as clinicians on the ICU core in the emergency room have drawn as parallels to some of the issues that we as security researchers wearing a different hat were worried about and kind of thinking about pre-COVID and see if there are some areas where we can draw parallels and maybe even lessons from that. So I want to talk a little bit about kind of just basic data gathering, right? So this idea of having the information you need in order to make actionable decisions. From the same point of the pandemic, I remember I was out of the country back in February on a medical surgical mission trip, and we at that point just started receiving information. I'm in Sacramento. I work at UC Davis Medical Center, and we were actually the first hospital in the country to care for a patient who was diagnosed with coronavirus, and they weren't able to identify the source of spread, so the first example of what we call the community-acquired case. And that kind of set off this initial first couple of weeks to early months of uncertainty where we really didn't have a good idea about what the epidemiology looked like, right? We knew that there were reports earlier in December about where it had originated from a global standpoint. We knew that we were starting to see cases in other parts of the world, particularly Europe, but we really didn't have a sense of what the overall disease burden was in the U.S. and our communities, and we thought that we were still at an earlier enough phase that we could do individual kind of contract tracing and isolation, kind of this containment model as opposed to the mitigation that we're now in. So I think there were a lot of factors that played into that, obviously, and we don't need to necessarily get into that as much. Some of the issues with cross-cultural communications between countries, some of the mechanisms that we had in place from a federal standpoint that were either kind of like mothballed or not rolled out quite as effectively, but really had a surveillance issue in the beginning period of this crisis. And so do you feel like in healthcare there's a similar almost like fog of war when it comes to security, when it comes to understanding the threats faced by individual organizations, and kind of how robust are we with respect to being able to communicate and share intelligence from that standpoint? I think in some regards we've made like huge strides, right? So things like organizations such as the Help ISAC allow partners to pretty quickly communicate some security issues. So for those of you listening or watching this video, if you're a part of that, you know, you're going to get multiple emails a day from some of these threat intelligence sharing organizations saying, oh, this is going on, pay attention to this. And sometimes the conversations even get to the point of, well, I built some tools, or these were particular rules I wrote, this is how I'm mitigating this particular attack. Those types of things do happen. But generally speaking, we are not, when I say we, healthcare security is not anywhere close to where it should be. Just because these organizations exist don't mean that many hospitals are taking advantage of them. Because of one of the primary things that we want to bring just back to everyone's mind is that there are not a lot of people that work, not a lot of security people that work for healthcare. I mean, there's a dearth of people and resources around insecurity around healthcare. So even if you do have robust communication channels, which I don't think we have, but let's say we do, you need people to receive that information, digest it, and act upon it. And so at the heart of this issue of COVID, we had very poor surveillance at the beginning. I think we have had a chronic issue, a chronic lack of appropriate surveillance of healthcare security. There are a couple of barriers, I think, to that. There's HIPAA. Now I'm going to go ahead and say, of course, I think I can speak for Jeff. We're big supporters of HIPAA. We think the protection of patient information is really, really important. We are hackers, so we care about our data and it being secure. We care about our But HIPAA, or if those of you who aren't up there, that piece of legislation that essentially penalizes people who breach protected health information, leak it, lose it, etc. It's been used as an example of why you can't share information. I can't talk about a breach when we lost a laptop, or I can't talk about a particular vulnerability, a piece of malware that hit because it might be a HIPAA concern. And we need to make sure HIPAA comes first, as opposed to information sharing and protecting the hospital down the street from getting hit with the exact same thing that I did. That should be the priority and it's not. There's liability concerns. So there's the thought of, if there is a breach of a hospital or a hospital is under attack, what will the hospital be liable for? If, for instance, the vulnerability that was exploited had a patch six months ago, and because health care entities deal a lot with other types of legal issues and security is not typically one of them, their legal teams tend to shy away from disclosing information, sharing information in a timely manner. There are always branding concerns. So people don't want to go get care at hospitals that have had breaches. Why? Because there are afraid their information is going to get breached or they're afraid while they're there that they're going to get hacked and something bad will happen to them. So health care institutions generally are adverse to sharing information because of branding concerns and market share competitions, which is some fierce, fierce competition in health care. I was going to say there's also an incredibly complex hierarchy, right? Even within a single health care delivery organization with respect to the number of people that are involved in some of those branding issues that you talked about, some of the legal and liability issues. And it's very hard to centralize and coordinate decisions with respect to security sometimes because they affect so many different aspects of a hospital's function. And we kind of saw something similar in the overall, I would say, government response to this current crisis is that you just have a lot of different levels of leadership, levels of decision-making, levels of stakeholders from a federal, state, and local level. And sometimes those wires can get crossed and sometimes there isn't the best communication with the degree to which their spheres of responsibilities overlap. So sometimes I think we make mutual assumptions that somebody else is covering a certain problem, whether it's things like PPE or bed capacity or things like that. We sometimes say, well, don't worry about the number of ICU beds we have because the federal government will send this hospital ship or we're expecting a shipment of PPE from the state. And sometimes I think that degree of organizational complexity makes it really, really difficult to make quick, streamlined decisions. And sometimes that can also affect the composition of the teams that you're working with, right? So if you have a system that is not quite as efficient or as effective, you can get pretty high turnover. I think we've seen that before in hospital security teams, right? There's this additional level of complexity that comes with working within healthcare that people from the outside aren't always accustomed to. And sometimes that can be very frustrating to the security professional working in healthcare for the first time. And I think we've both seen instances of pretty significant burnout and turnover in that sense, simply from the complexity of the overall organizational structure. Completely agree. You know, hackers want to make things better for the most part. You know, we could talk about malicious adversaries, etc. But that aside, hackers, security folks, they're trying to make things better. They're trying to make things more secure. And when they go work for a healthcare organization, that's a great opportunity to do some, to take your knowledge and your skills and put it towards helping people. You might not be at bedside pushing a medication and an IV, but if you're supporting the hospital's infrastructure that made that medication administration possible and safe and secure, you're really, really doing something good. Just like you mentioned, we've heard horror story after horror story about talented security professionals, talented hackers going and working at hospitals, taking a pay cut, and then finding concerning things, bringing them to the attention of their leadership, and at the end of the day saying, we can't fix that issue because of, insert some reason, the cardiologist said no, they want to use that vulnerable device because it's their favorite, or we don't have the budget to do that, we need to buy a new MRI machine, etc., etc. So it can be demoralizing to work for a healthcare organization in a security capacity and feel like you can't really change things. And a lot of that has to do with the bureaucratic complexities, you know, COVID, there are so many different agencies and state governments, etc., it's just turned into this bureaucratic nightmare. Even in the best of times, a hospital is still a bureaucratic nightmare with so many different layers of administration and clinical expertise that at the end of the day, the bureaucracy can cause rapid turnover of our security professionals. And, you know, we need them there. The 2017 Health and Human Services Task Force report, commissioned by Congress, came back and said they thought a minority of hospitals in the United States have even a single full-time security professional on staff, you know, but yet we still march forward connecting more systems together, increasing our attack surfaces, etc., without the commensurate investment in security personnel. As a consequence of that, we're putting ourselves in an even worse situation where we are more vulnerable, we have less people to respond to, and the bureaucracy is getting even more complex. It's an impossible proposition to face. That problem of turnover, it really highlights how important institutional memory is, right? And I think that was something that we saw from the standpoint of pandemic response, too, is that there were structures in place, there were playbooks in place. Some of the problems that we've run into could have potentially been solvable. And I think we've both seen examples of clinical situations with respect to security where, you know, people have worked on a problem, they've even come up with a potential solution to a problem, they've even started to implement that solution. And then they go, whether it's for, you know, other opportunities, or just the disillusionment that we've already talked about, they leave. And the next person coming in sometimes doesn't have the ability to pick up where they left off, they have to kind of reinvent the wheel from the very beginning. And that chance to build the institutional memory is kind of lost. Absolutely. And that's a problem in a lot of different industries, but it's particularly important in healthcare, because there are so much, there's so much specialized, weird medical devices. It feels like if you work at a hospital, you know, I don't work for IT at a hospital or security at a hospital, you don't only have to know the technical infrastructure and routers and firewalls like you do at any other organization, you also have to know all this weird, this device on the fourth floor is a 10 year old infusion pump. And it acts very strange. And we have tried our best to mitigate its vulnerabilities in the following way. And it does this function. And when it doesn't do this function, this is the health implication, there's so much more context around the technological infrastructure in a hospital that is outside the regular domain of security. And so if you don't have institutional memory, you can't pass down that knowledge, that healthcare context specific knowledge, and that doesn't exist, and you just have rapid turnover, you're risking someone forgetting about the device or what you did about it. And as a consequence, you're just putting yourself out there more and becoming even more vulnerable. So I want to talk about communication a little bit, because I think that this is something that has been very challenging from a clinical standpoint, right? And so tell me if you have had the experience where you are caring for these patients, you are constantly receiving updated protocols with respect to how to safely use protective equipment or the certain situations in which, you know, an aerosol generating procedure might be taking place. So you need to have an N95 at that point. But if you're just going into, you know, assess the patient, you can get away with contact droplet precautions. There's so much that we are learning in real time about the sort of natural course of this disease, about best practices for how to treat it. That communication from a clinical standpoint is very important. And there's a transparency that I think, with the best examples of this, it's very beneficial to kind of tell people, this is the information that we're seeing, this is how we're making these decisions, this is why we're implementing things in a certain way. And when you have situations where that's not the case, you know, whether it's canceling elective surgeries, whether it's how we allocate beds, whether it's our testing protocols and things like that, it's very demoralizing and kind of dispiriting sometimes for the clinicians across the country to be put in situations where they don't really understand how the decisions are made or how they're communicated. There is an entire other filter over that with respect to certain, you know, trustworthiness of information from a partisan or ideological standpoint that we need to get into. But clearly, communication and how we talk to each other during these types of situations has been key on the clinical side. And I was just wondering what your thoughts were with respect to how we talk about healthcare security and those issues. Yeah, I remember when we first started seeing COVID patients at my hospitals. And I remember many doctors across the country were getting their information about how to treat them on Twitter. You know, should you give large amounts of IV fluid? Should you give patients ibuprofen if they have... remember that? There was this issue about whether or not NSAIDs like ibuprofen could make it worse. There was... I remember this adamantly. The first time I had to intubate a COVID patient, it was because there was this very early information saying, hey, you should intubate these patients early instead of try non-invasive airway maneuvers like high flow oxygen or BiPAP. There was this fear around BiPAP that if you put this on, it's a mask, it goes over their mask and provides positive pressure and helps patients breathe. The fear was that that would aerosolize the virus and that everyone in the room, even if you were covered head to toe in PPE, would get the virus if you put a patient on BiPAP. So there's all these different communication streams, getting information on how to treat patients on Twitter, the academic literature, which is the foundation of how we treat patients, right? So in medicine, we do studies, we design things, and we collect data, we publish on the scientific method. In COVID, a lot of that we didn't have time for, like we didn't have random placebo controlled trials on ibuprofen yet. We didn't have this type of information. So these communication streams, they just weren't authoritarian. They weren't coming in a coherent way. There was conflicting information. There was a lot of concern about where the data was coming from, you know, and as a consequence, I think it really just paralyzed a lot of frontline clinicians. We were, what do we do? I heard we should do this yesterday. Now I'm hearing we shouldn't do it today. That was really unfortunate. Its parallels in healthcare cybersecurity are many. We've already touched on a few, you know, information sharing being one of them, but I just want to bring up a very important part of this, which is, if there is any silver lining out of what, you know, of the response to coronavirus, it's that the academic journals that a study could take years to collect data and publish, big journals like the New England Journal, Lancet, a few, JAMA, etc. They said, we need to rapidly review this literature and start getting it out there. So they reduced their standards for what would get published a little bit for the sake of, we need to rapidly publish. At the heart of that is this need for information sharing and communication. It wasn't the best, but at least they tried. We don't have that in healthcare cybersecurity. We don't have hospitals knowingly giving us information, data, anonymized data on attacks. We don't share data and study it critically and publish that very often. Instead, hospitals are saying, we got breached. We don't need to study this. We don't need to share the raw data. Instead, we need to forget that this happened, pay our HIPAA fine, and hope we don't ever get into scrutiny again. We really need to change our philosophy in healthcare security to collect data, pool data, design studies where we can make some meaningful conclusions at the end of the day. That's science. We need to share that with everyone. We need to go through peer review so that other people can review the data and make sure that what we're saying is consistent with what they've experienced. So at the end of the day, we can answer some fundamental questions that people on this video call have heard time and time again. For example, the question, should you pay the ransom if your hospital is ransomed? You'll hear 15 different opinions about whether or not you should pay the ransom if your hospital is under ransomware attack. But what we don't have is a reliable data set from all the prior hospitals who've been ransomed, looking at things like outcome, how much they paid so that we can take that data, make meaningful conclusions, and through the scientific method, provide recommendations at the end of the day that are evidence-based. In medicine, we call that evidence-based medicine. We want to pick the right treatments and do the right thing because there's evidence. In healthcare cybersecurity, we don't have the evidence base because we don't share it. We really need to change that. COVID, we were able to, not perfectly, but we saw some glimmering hopefully in some respects, particularly with the journals, of that getting better. Yeah, I totally agree. I want to just go back and clarify too that when talking about the mixed messages that we had early on, that in and of itself is not a problem. It's okay if we don't know initially in a situation like this, whether the best clinical intervention is invasive mechanical ventilation or non-invasive positive pressure ventilation. It's okay in the initial period of this when we're still collecting those data points to be able to say, we don't know, there are a couple of different possibilities here and we're going to try one or the other. I mean, that's the scientific method. That's the process by which we generate a hypothesis and then test it. So having different options or different messages initially is not an issue. It's then needing to, as you said, gather that data. And I think we, even before all of this, we have been of the perspective that if it does turn out that we are able to look back in five to ten years, that healthcare security was not necessarily the issue of magnitude we thought it was. I think you and I, as scientists, are both going to be fine with that and able to say, you know, we're much more at peace with the concept of advocating for these issues and for it not turning out to be a big patient safety issue than if we were to sort of ignore them and allow it to be that. As kind of a tangent to that, I just wanted to ask you briefly, because from a standpoint of communication in this space, in the healthcare security space, we often get opposing viewpoints, which is totally fine. But something I've been thinking about is we have come into conversations with people who have said, you know, healthcare is something that we don't think attackers are particularly motivated to sort of target or focus on, because, you know, it's a hospital and why would you go after a hospital or why would you go after a medical device? We just don't think that's going to be a powerful motivating factor for people. We've obviously seen some examples over the last couple of months where there have been attacks at institutions that were actively treating COVID patients or actively engaged in COVID research. And it seems that in some of those cases, the particular, you know, there was a very precise targeting based on that fact and that situation. What do you think about the argument now that healthcare is sort of this different sacrosanct space that won't necessarily be the focus of other types of attacks because of its kind of unique nature in that sense? Yeah, I think that's demonstrably false. You brought up a couple of good examples of adversaries who willfully have targeted healthcare infrastructure, primarily COVID research, for their own gain. And I think those out there that are still saying, you know, hackers aren't going to target healthcare because no one would ever be that evil, really just need to wake up to the fact that two things are true. One, adversaries are doing that. Attacks are increasing, they're not decreasing. And then two, many adversaries might not even know that they're attacking healthcare, right? So there's no set of IP addresses that are only allocated to hospitals, right? So if you're out there scanning, trying to propagate malware, you could hit a hospital and not even know it, right? And by the time you figure that out, the damage might already be done. So I think we really need to go away from this paradigm of, based on what we think attackers' motivations are, clearly to understanding their motivations, but also assuming that we might not fully understand their motivations, or their motivations may be ill-aimed, or that they might not even be intending to harm us. That's the way we stay safe. You know, it's not bury our head in the sand, no one's evil enough to attack healthcare. It's instead, assume it's being attacked every day because it is, and treat it like any other valuable resource that a hacker, you know, a malicious adversary might be going after, like a bank, for example. And these types of... and then also the research infrastructure is really important. You know, people don't necessarily equate the scientific method and institutions of higher learning as part of the healthcare infrastructure, but they truly are. Many universities in this world are connected directly to hospitals, like their networks are actually connected, right? So, in addition, the work that is done on the university side, or the biotech side, directly influences clinical practice. And if you take out, for instance, a COVID vaccine data cohort, right? So, we are testing the vaccine for the COVID rollout. If you attack the infrastructure that collects the data about those results, you could put the vaccine back weeks to months. And as a consequence, patients will die. That is a scary proposition. And we got to understand that it's not very clear where the boundaries of healthcare stop. And so, we really need a wider appreciation of what exactly is healthcare infrastructure and what domains are affecting the care of patients that are much broader than most people realize. Buddy, I want to talk really quickly about some of the definitive solutions that we're searching for with respect to COVID. And I think you mentioned that, you know, there are vaccines that are in the works. And I think, hopefully, people will be able to look back after all this is over with it and say, man, we really went through that process faster than any other time in human history. So, to talk about a vaccine, you know, I think they're already in stage three trials. It's in the candidate six months after this virus was first discovered. It's pretty incredible just from a science standpoint. But right now, you and I clinically, when we're taking care of these patients, we don't have direct therapeutics that are really targeted at how this particular virus works and the way that it infects and spreads. We have adjuncts. We have things that we think are helpful. And a lot of the care just kind of comes down to supportive practices with respect to managing organ system effects and things like that, so that, hopefully, patients recover on their own. So, we're still looking for therapeutics that work directly in inhibiting the virus mechanism of action and replication. We're still looking for vaccines, obviously, to be rolled out. I feel like there is a association there with how we think about some of the tools we have in security writ large and how those are implemented in healthcare and how we really haven't yet come to a place where we have healthcare-specific security tools or practices. This is obviously much more relevant to medical devices and things like that, but where do you think we are with respect to getting products and tools and practices that are tailored specifically for healthcare? Yeah, I think we're on our way. We take this slide image because when we first started into this and talking about this, shoot, Jeff, what it was like 10 years ago, 15 years ago? I just looked back on my timeline and we started med school 10 years ago. Congratulations, you old dude. When we first started getting into this, the only solutions that people would say to protect a hospital were basically just rebranded security tools from other industries, right? So, they basically just took, let's take the tenets and principles around PCI compliance and let's make your hospital PCI compliant for healthcare medical devices. And what we really saw was that just doesn't work. To draw an analogy from the medicine realm, we're not treating COVID by giving flu shots, right? There are no antibiotics that work for COVID, right? So, just because they work in other diseases doesn't mean they're going to work in this particular instance. And what we've been saying for a long time is that if you just borrow the tools from other industries without understanding how healthcare works and you deploy them in such a way, they're probably not going to be very effective, right? We have a big problem with legacy devices in healthcare, for example, that wouldn't be tolerated, legacy medical devices that run out-of-date operating systems that are essentially unpatchable, that have really nasty vulnerabilities and that will be around on your network for 10 years, for example. That wouldn't be tolerated in banking infrastructure at a large bank, in a large, well-resourced bank, right? They wouldn't let a machine on their network that had those vulnerabilities. But yet, we expect that if we take the same exact approach to banking security and apply it towards healthcare cybersecurity, that we're going to get the same results. And what you quickly realize is that that's just not possible. You have to really change your way and understand the context around clinical care, for example. You also have to understand how your cybersecurity tools impact clinical care, right? So, just as much as there's been examples of vulnerable imaging devices like CT scanners and MRI machines that can be infected with malware and cause availability issues, there's also been discussions about examples of patching these devices, so well-intentioned patching that results in essentially bricked devices. And if you don't have a CT scanner at a stroke center, for example, or if you had two and you take one out because it's been bricked by a failed patch, the next stroke patient or the next trauma patient that comes in to the hospital could have to wait longer for their scan. And that could mean the difference about whether they get a medicine in a critical time window. It could be the difference about whether they talk or they walk. It could be the difference between whether or not they go to surgery and get a bullet taken out of a particular location sooner. So, these have real implications. If you just think you can apply your same philosophy, your same tools, in exactly the same way in healthcare, you're going to be sorely mistaken. And you have to do so in a mindful way to avoid patient care implications and patient harm. I could not agree more, my friend. Listen, we could probably talk about this for another three hours. I think we have just barely scratched the surface here, but I think we're almost at the 45-minute mark. And what I want to do is leave some time for questions on the live session to make sure that we don't overstay our welcome. This has been really fun. I am so happy we got to do this. I want to thank, again, everybody at the Biohacking Village for giving us the opportunity. It's an honor. We wish we could see you guys and give you big aseptic hugs, but unfortunately, that's not the world that we're living in. We just hope everybody is staying safe and healthy. And hopefully this time next year, we'll all get together and have a have a beer and be able to have this behind us. Kwadi, I miss you, man. We should hang out sometime, virtually, of course. And looking forward to the Q&A. And thanks, everybody. Appreciate it.