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    "text": " Good morning everyone and welcome to the village talk area. I am Tony, or ToughNuts. We're with the Packing Hacking Village. We are just across the way. Come, please, and visit us. And it is my great pleasure to introduce Will, who is going to be talking about some stuff you've found about leakage of data in social media. So, without much to do, if I could get everyone to please sit down. Hold on, D9. Can you? There we go. And Will, with that, thank you very much. Here you go. Hi. Could I get a show of hands in the audience, those of you who use Reddit? Awesome. Keep your hand raised if you subscribe to the DEF CON subreddit. Good. And one last question. Of those few, keep your hand raised if you post or comment to the DEF CON subreddit. Not too many, just one. All right, that's okay. Yeah, I was hoping for a few more, but that's okay. None of them are here. We can talk as much as we want about them. Yeah, so you've probably read the program. This talk is about me spending the last 12 months, call it what it is, stalking the DEF CON subreddit, seeking people's personal information that they might be leaking online. So, yeah, thanks for coming. Language warning, maybe. Information warning, definitely. Particularly anyone who had their hand raised in the last couple of questions, there is a small chance that you individually may be on these slides in the next 45 minutes or so. But don't freak out. I've done my due diligence. There's plenty of black text all over the slides, so you probably wanted to recognise yourself. Yeah, I just wanted to say before I started as well, this is meant to be a no prior knowledge required speech, so if you have any questions, can we just leave them till the end, and I'm happy to answer them after that. Let's get on with it. Yeah, obligatory intro slide. My name's Will. I'm from Australia. I work for a cyber security firm there. My day job is actually not related to this at all. I work in cyber security in the supply chain. So if you're looking through the brief and you're wondering what the hell has this got to do with that, you'd be 100% right. It has nothing to do with it. And also, yeah, I guess when I started as well, I had almost none of the skills required and probably still don't to do this kind of thing. I'm not a coder. Pretty shit at code. I'm not a social engineer. And you probably get that from my shitty dad jokes and my poor taste in memes. And I'm certainly not a data scientist. I have no ability to wrangle large data sets. So yeah, if you're in the audience and you are professional in any of those areas, I apologize in advance. I'll probably butcher your fields of expertise and misrepresent entirely. But yeah, I just, I didn't have any of that stuff and just had a crack at it anyway. So this is my second DEF CON. I came here last year as like a bucket list thing with a few friends. We went and visited the wall of sheep. If you haven't been there, I recommend doing it at some point in the conference. And we love the idea of like a practical way of kind of showing people what they were leaking on a network, an unsecure network. And yeah, we thought that was an awesome idea. And like most things, after a few refreshing beverages, we kind of thought to ourselves, that's a really awesome idea. You know, during the conference, showing people over those four days, what kind of stuff they're leaking. But what about all the stuff that people are leaking 365 days of the year, sharing on social media, everything about themselves. And yeah, from there, we were like, wouldn't that be a cool way? Wouldn't that be a cool presentation to sort of collate all that information? And yeah, present it back in a kind of like wall of sheep online edition. So that's what we kind of came up. So this is what we're going to be talking about. What would a wall of sheep online edition look like? Starting with my most overconfident plans, you know, someone with no ability to do it, deciding to go and do it. Yeah, what even is a leak? Took a little bit of time to kind of like have to work that out. I had no idea what I was looking for or defining what that was going to be. I needed to learn the recon game. I had no kind of clue what was going on there. And then sort of like the rest of this talk is really just talking about how I started hunting and gathering and finding those people. And then I promise, if you sit through all that, the last few slides, we'll be talking about sort of the most juicy slide packs of people that I found. Yeah, so I was like, how hard could it be? You know, everyone knows people leak stuff online. Everyone knows people overshare all the time. Social media these days has us lulled into this idea that, you know, oversharing is what you should be doing on social media. So I was like, I'll just find some target group, come up with some things to look for and then, you know, manually sift through and just try to find interesting folks. And then shortlist those people and then monitor those juicier profiles. And that was kind of it from the beginning. I was like, you know, had no real grand plans to actually do a talk like this. It was actually just for shits and gigs in the sidelines. And then just sit and wait, essentially, see how long it took. And then at some point, we're like, oh, yeah, wouldn't it be awesome if we actually just went after the DEF CON community instead of just any random community for a few reasons. So as you're probably aware, if you are all those people who are in the DEF CON subreddit, there's also a whole bunch of other social media platforms that the DEF CON attendees like to use, such as the forum, such as the Discord, and yeah, and the Reddit group. So all of those things kind of is really helpful because they all have great history. There's heaps of discussion on there. There's all different types of people on there, different skill sets. And one really awesome thing about you hackers is you like to reuse your handle everywhere. So that was really good to kind of like just track people across those three different areas. And also it's on topic. But yeah, for the rest of the brief, though, I actually just focused on the subreddit. So yeah, where the hell do I start? I was like, it's one thing to sort of come up with this idea that wouldn't it be funny to scrape a whole bunch of social media, but without any kind of idea of what to do or where to find the information, what am I even looking for? I was kind of like in a bit of a pickle in terms of actually starting. So yeah, we're all kind of aware of what PII is, personal identifiable information. I was pretty full bottle on what that kind of meant, you know, your name, date of birth, social security number you guys have, all that kind of like basic stuff. I was pretty sure I could find that kind of thing. But what about all the other stuff that people leak in terms of like their own personal information? It was kind of a pretty wide scope and I didn't really have much direction as to how to sort of define it or where to find it or any kind of like ability to do that at that stage. Fortunately, back home at my company, I had a guy who's sitting right next to me who has a PhD in cognitive behaviour and sort of is a proper scientist regarding that. And he was actually researching at the time the tendencies, the language and the behavioural patterns of people preceding OPSEC incidents. And so I was like, Riley, tell me how to find this stuff or is there any manuals? Tell me how to like search for it. And he pointed me down the track of, you guys have some amazing resources here in America, your three-letter agencies like CIA, FBI, the National Centre for Counterintelligence all have really great manuals and doctrine online. And I was like, that's a really great place to start. And not, sorry, not forgetting the social engineering community here was a really awesome treasure trove of sort of ways to find individuals and sort of target individuals. So I used all that, all those kind of resources to kind of guide me in how I was going to find this other kind of information beyond PII. And yeah, I came to the, they were all sort of pointing to the idea that there are these sort of like vulnerable, sort of personal vulnerability traits or more easily manipulated life situations or sort of like leverageable information. Yeah, like, you know, the Russians call it kompromat. And I was like, ooh, kompromat. I think I'll add that to my list of things I'm looking for beyond the sort of normal names and addresses and things like that. And my kind of simple mind could sort of track that as a kind of like easy way for an attacker or a malicious actor to search for, you know, stuff to find like a soft target. So I was like, that, that makes sense. Yeah, so I came up with this idea or this term called PVI, personal vulnerability information, you heard it here first, as opposed to traditional PII. Traditional PII is just those like super basic attributes that we're all kind of aware of and that organizations and governments, government policy like to, or have in their, in their policies to protect. And your standard security awareness programs also have this stuff in it as well. It's mostly, you know, don't put this stuff online. But if you compare that to all the other stuff that are people leaking, and, you know, isn't necessarily protected by this legislation or policy, you kind of have to ask yourself, like, which one do I, which one would I prefer to see in a leak? And also, which one am I actually leaking myself all the time? See, I was beginning to see, I was beginning to learn that PII is sort of like just scratching the surface in terms of like online targeting of people. Yeah, and I was really realizing that like the real bad dudes out there are actually searching for people who maybe will leak rather than people who already have leaked. And so if you think about all those things on that original slide, I was talking about all those like PII versus PVI, all this stuff that you might be in the blue column over here, have this like, provides an attacker with options to target you. So I was like, who are these bad dudes who are using this kind of stuff? And in all of the research that I was doing, I was realizing that, you know, it's not just the usual suspects that we're talking about here. I'm not just talking about APTs and hacktivists. We've all heard the stuff about, you know, online radicalization of young jihadis and things like that, which actually also adding, you know, stalkers, jealous ex-partners, child predators, all of these other malicious actors online who are using the exact same methodology of trying to find vulnerable targets using the language that they're presenting online. Yeah, so I had the what. I was like, okay, that's great. I'll be searching for actual facts about people and then kind of like personality types, language use, and those kind of things. Now, how the hell do I find that stuff on, you know, large, large space of information? So if you've been working in cyber security for a minute, you'd be aware of the intrusion kill chain. Just wanted to put that up there. We are definitely in the reconnaissance phase here, just researching, identifying, and selecting targets. And I was kind of trying to work out like how I was going to do this. So I just decided to smoosh all this kind of like, all these different organizations, methodologies into one kind of, into one, like my plan. So use the CIA's methods of like spot assess and develop, and also mixed in a bit of like the military concept of find, fix, finish. And using those things, using those resources online, like, particularly want to add the Department of Justice has awesome annals of, you know, cases here in America, like they kind of document exactly how espionage cases unfolded and how those people were approached online. Yeah, and I came up with the idea of like find, fix, follow, which I realize is just, it's just pretty rudimentary, but sorry, fix, find, follow. So I fixed, chose the haystack, chose the DEF CON subreddit. I was going to find those people using those terms amongst the anonymous users, anonymous users, and then assess for leakage, leakability, and tag those people for monitoring. And really at this stage, I was just doing this pretty rudimentary, just control F, you know, finding, finding words. So it's pretty basic at this stage. Yeah, so sort of coming to the part where I started, started doing it. So I had to have some assumptions to start with, was deciding that like people who reveal in DEF CON, sorry, Reddit slash DEF CON will reveal elsewhere is a pretty basic kind of assumption. If you're not aware, the DEF CON Reddit is pretty small. It's pretty small traffic, low traffic, sorry, compared to other subreddits around there. And it's going to be a pretty small percentage of those users posts. So I was like, okay, if I find situations in that, I'm just going to track where else they're posting and try and find more information from that point. Yeah, people who reveal big things probably do small ones also. That's a no-brainer. There is going to be old information. It's very old, you know, it's not very old, but as years go by, there's going to be stuff where people have changed, changed the information that they're presenting. And of course, there will be deception because, you know, I realise you guys, you hackers are slippery bastards. So I was really just searching for things like I work for, my email address is, my name is, and I live in. I realise that's pretty amateur hour, but that's just kind of like the small brain position I was in to start with. Yeah, scraping was pretty slow, had limited results. I was really only finding one, two, three things and sort of just slowly plodding away. And I was limited to those keywords. Well, I'm not limited to those keywords, but I was limited by those keywords, just searching for those few things that I could think of as what would be good strings to search for. I wasn't finding the kind of stuff I was after. And at that stage, I was like, I'm not really hacking this. I'm really just pushing forward. But then, you know, GPT entered the chat and I started to ask it to help me define those leaky or vulnerable language and really open up those keywords to much more things than I could consider as possible things I wanted to search for. And still some manual sifting needed then to, after I found those initial targets through posts. But those juicy individuals started to grow. At this stage, I think I had like two or three people with one or two little posts where I was like, okay, I think I'm starting to develop something here. And yeah, so if you've used chat GPT in the past or currently, you probably know it does require a bit of sort of convincing to get it going. I had to kind of convince it I was reviewing my own chat logs, make sure I wasn't revealing any personal information. And I was quite happy to come up with, you know, things that I should be looking for to try and find PII and PVI. And I was like, awesome. But can you give me the sort of like words that might precede a leak? That would be a bit more helpful than just giving me the concept of the kind of things that people are looking for. Yeah, and I was like, okay, can you give me a hundred different versions of that? Which was really helpful because then I could sort of just still doing my control F, still looking through. At some stage, I discovered there's like a year ago, it was still functioning, was a push shift IO, which is like a website we can do live queries of Reddit data. And I was just really just mandrolically going through and inserting these keywords in there and trying to search and then going back onto the subreddits trying to find the information. It was still very, very clunky. As you can imagine, some of these keywords, some of these sort of preceding strings aren't exactly the kind of language that people are using in the DEF CON subreddit. I received an email from, it's just not the language that's really in there. But I was finding some stuff here and there. Yeah, everything was going pretty great until, if you're a user of Reddit or if you're aware, Reddit halfway through last year or halfway through this year just decided to cut all access to third-party apps and my super powerful search tool just kind of went dark. And I was left sort of... motivation died, regretted not finishing earlier, not producing any slides because I had already actually sent this presentation to DEF CON. So I was like, had nothing. And I was kind of like, six weeks of just like, whatever. It was a smart idea. Well, I thought it was a smart idea to begin with. And I was like, it's probably not going to be possible now. But then, from total failure, I realised that some saint had been archiving Reddit data since the beginning of time. So there was literally every single post, every single comment that had ever been made in Reddit in one gigantic text file. And so I was like, sweet. 50,000 comments, 6,000 posts. Now I wasn't just looking at the last 12 months. I had 18 years worth. The Reddit... sorry, the DEF CON Reddit doesn't go back that far. But now I was really just looking at a decade's worth of comments, which gave me a much more big... sorry, a much larger data set to look through. Yeah, sorry. So at that stage, I was... yeah, so I'm... sorry, it's kind of... one of the problems with doing one of these briefs is you've got to remember what you were doing 12 months ago. Now I was working with a text file. So now I'm just really just searching through a text file, you know, using Python to just search for strings within the text file, rather than looking on Reddit online, using the search. But yeah, at some point during the year, I was listening to a Darknet Diaries episode, big Darknet fan. And I was listening to Sam Bent, who he presented last year at DEF CON. He was talking about how he was using... he was trying to circumnavigate the US Postal Service to send drugs through the mail. And he was trying to work out how he was going to do it. And he was like, well, one of the, you know, one of the things, best things about the Postal Service is they have a manual online for what good looks like, what they're searching for. And he was like, I'll just do the opposite. And I was driving along, I was like, I think I could just do the opposite. So I went online to the Australian government website to try and find like the kind of attributes that they are looking for when they're trying to give people security clearances, or they're looking to give people security clearances. And I was looking for attributes for people in that sense, because I was like, well, that's good, that's safe. Those are the things that they think people will present as, you know, being able to keep a secret or being able to, you know, keep the nation's secrets. And I was like, hey, ChachiPT, give me all the synonyms for all of those things. And then also give me all the antonyms for all of those as well. So I came up with a huge list of antonyms of like the types of people that I was looking for online. And then I was like, find me all variations of that. So sort of like just punched out hundreds and hundreds of different sentences, which might suggest the type of person who presents those kind of characteristics. And yeah, now I really felt like I was cooking with gas, because I was not only searching for these things, I was searching for sort of permutations or variations of those, just little chunks of those. And I was really finding a lot of results using this method. Yeah, so I also wanted to find those leak facts. So thinking back to the beginning, I was also trying to find PII. So, you know, from a slow and sort of like noisy scrape, I was now using those kind of that, you know, GPT enhanced powerful semantic search to try and find words, which sort of seemed like the person was either going to leak or had leaked. The search method didn't change for using the PII. I just had to obviously assess the leak's impact. So some stuff that people are leaking is really just sort of basic stuff, like down in this green area. You know, I just put this together to try to like kind of visualise how I was assessing the kind of things that people are leaking. And it's kind of what I call this death by thousand likes, because lots of the stuff, sure, whatever, it's just online. But you know, when you add it all up, it really is and has an accumulative effect. Yeah, so I had to assess the impact, but also like the frequency. If you're, you know, if you have 500 comments in the sort of green, yellow area, maybe that's sort of only worth like one comment in the red area. There's still heaps of error, as you're probably aware. Chachipiti made a lot of things up a lot of the time and it was still very human-driven. I was still searching through and finding. I still had to go through and look through the results and actually kind of prove or disprove whether it was actually what I was looking for. Yeah, as you can probably imagine, 18 years is a long time. I had lots of false positives, lots of like comments that people were making and I was just like, that's nothing. So that was taking quite a lot of my time. It was taking quite a lot of energy and it was pretty boring looking through lots and like hundreds of false positives. There's lots of non-repeat offenders. So like you might make one mistake like one time 10 years ago and post something about yourself and I just sort of like wasn't interested in that. And there was lots of target drop-off as well. So like lots of the people I was looking at, lots of the results was happening a long time ago. Those people might have just like moved on and not even been into security anymore. So I kind of wasn't interested in that. The one thing I want to say about that is like it's only bad in this context, right? So I'm trying to find people, I'm trying to produce slides that are interesting for you guys to look at. If it's a malicious actor, if it's like those stalkers or predators or whatever or more advanced enemies where like you need to imagine like they only need one slip-up or one thing that they're looking for. So it's only bad in this context. Yeah, and today we're only going to look at high-quantity packs. I didn't really put anything together where someone had just made one slip. But I was also thinking now I'm actually, you know, now I've got big brain, big brain mode. And then, yeah, sort of like a couple of months ago, as you're probably aware, OpenAI gave us access to the API. So this was huge. I was like, whoa, god mode. I was now able to just plug the data, the massive text file of all of those comments straight into the ChatGPT prompt and just literally ask it questions about the data. Yeah, so as I said at the start, this is meant to be like a no prior knowledge brief and I certainly had no prior knowledge before I started it. But what it meant was I didn't have to produce any search scripts anymore. I was no longer in charge of coming up with creative versions of the kind of stuff I was looking for. I no longer needed to. Yeah, sorry I said that. I just left it all up to the large language model, which was awesome. It was really limited only by tokens. If you're not aware, when you're asking it questions, you are limited by a number of characters in and out. But that really only just slowed me down. I just had to like chunk up the data into smaller pieces and re-ask the questions over and over. And in the meantime, since creating this brief and OpenAI forging ahead with its speed of technology now, that characters that you get in and out has multiplied by a factor of I think like six or eight. It's huge number of... a huge token limit now. Yeah, so now that's an example up there of the kind of things I was asking. I was like, okay, so hey, this data set that I have is a huge list of... it's a play of people who are preparing to go to a hacking conference. Some people in there are really awesome, saying really positive things. And some people in there are kind of like exhibiting narcissistic or psychopathic kind of like traits. Give me a list of the top five. And it was just like an instant. There you go. Here's your five top targets, which was sweet. I was like, okay, so in the data, give me a list of users that are suggesting the propensity to commit crimes. Show me where they live. It wasn't actually showing me where they live, but it was sort of saying like show me all the users that talk about a town name, city name, or anything like that. So if you can imagine comparing to back when I was previously just using Python to search through, I would have had to look through in terms of like a dictionary search of every single town, every single place. But obviously, yeah, you know, just knows and goes, here are all the people that say where they live. Show me users that suggest fear. Yeah, this is an interesting one. Show me for a specific user over the last 10 years, when they're online, when they make their posts. And finally, I was like, show me anyone who's looking for anything, who has posted anything about working on anything special or out of the ordinary at their work. Yeah, so I guess the concept of the speech that I'm trying to get across is that the barriers of entry are completely gone. All those questions that I was asking in the beginning of how am I going to do it? You know, what even search terms am I looking for? What comments? What about things that don't match the terms? How do I do it at scale? Where is it centralised? And when to do it? All of that stuff is completely gone because of all of these things that make up what we would consider like the capabilities required to do that. They're all inherent and anyone here can literally go online and do online targeting of people with absolutely no experience whatsoever. Yeah, in some of my rehearsals, someone was like, oh, can't you TP4 just do this now? Like, you use plugins that you can just connect to the internet and you can just do it. But unfortunately, it's quite resistant to this kind of these kind of questions. No matter how hard I tried, TP4 is not happy to do it. So, you know, getting the data, saving the data down, getting it offline, putting it onto your computer, and then using the prompts to scan through it, much more successful. And now, let's talk about, I think I've got like five or six target packs here that I'm going to talk through. Before I start, I just want to have to make a few caveats to the things that we're going to look at. Certainly, this is not a representation of DEF CON attendees at all, like just like, you know, any subreddit, anyone in the world can join up. I think it has like 30,000 members. So it's definitely not a representation of you guys here today. What were the other... one second, sorry. Had some very important caveats I wanted to make. Oh yeah, sorry. So the people who are up here obviously have their own, make their own decisions, they have their own threat model, their own thresholds of like what they want to reveal online. They probably have their own understanding of like how much they have revealed. Oh yeah, and one other thing is on the fly out over here. I had a lot more information on these slides about what people had posted. But I had kind of like a moment of clarity where I was like, well, you know, if I put up any one thing that they've revealed, that kind of reveals everything. So I did a lot, a lot of blurring on the way over here. So I apologize if it's a little too blurry for the kind of blood that you wanted to see. But you know, people's privacy also in an area like this is important. Anyway, let's get on with it. So the first guy or girl, the AI hit four email addresses containing first name, last name. I wanted to see talk about any illegal activity. I asked it to find comments about suffering and also any kind of, you know, device information or models of modems and things like that. So the first person, you know, quite a lot of hits here. Router brand model, drug use. You know, I'm not here to pass judgment on anyone using drugs or whatever. But you know, if you are going to post that in an online forum, you know, with all kinds of actors looking at you, judging whether you're a target, and you're going to kind of reveal that there are moments of vulnerability about your life, that could be a valuable data point. This person's right into conspiracies, you know, very easily manipulated, I would imagine. Crypto bro, yep. And the other thing was, yeah, so like, one thing if you think about like, malicious actors trying to contact people or trying to like, have a pathway to conversation, they might have to choose between a bunch of like, their hobbies or interests. You know, a shortcut or a cheat code to that is like, if they're actually seeking a mentor. So this person, you know, not too much here, but quite a lot of attack pathways. Yeah, so this one, I actually pulled a lot down because this person was actually posting a fair bit about themselves. But this one's going along the lines of like, that's the stalker kind of threat. So the individuals posted, you know, their home location, where they live, but also, you know, their name, age, backstory, quite a painful past, lots of like, experiences of racism, things like that, that an attacker could look kind of used to build rapport. But the other thing they mentioned was they're traveling alone to DEF CON. And was, we're going to be at location ABC, you know, and if you're, you know, a female traveling alone, and you're going to reveal everything about yourself and your backstory, as well as, you know, positive ID of what you look like, it's quite a lot of stuff for us quite a lot of sort of opportunities for someone who's trying to, you know, go after you to to have, you know, in their back pocket. Yeah, this one's interesting one. So this one, ChachiPT hit for weekend activities, small towns and use their first name. So it wasn't a lot of things. But you know, after I kind of was like triaging through, this is kind of like a very efficient and minimalist kind of pathway to an attack. So if you're going to talk about the city or state that you live in, particularly this one, I think that the population was like under 100,000. But also talk about a place of interest that you and your family visit on a frequent basis. And finally, talk about your vehicle description, right down to, you know, decals and stickers on the back of it. If someone, you know, had that kind of information, they wanted to sort of get close to you or get close to your house. It's all they would really need to target you from an individual perspective. Yep. Breed of pet. Sure. Some of the slides have that kind of stuff in there. Not just talking about, you know, those standard don't do security things like tell people your secret questions. But if you're going to talk about your breed of pet, I think this is like the French Bulldogs. Something to do with like every pet I've seen in DEF CON is French Bulldogs. But if you're going to talk about that, you know, you're opening yourself up to pretty effective spear phishing and things like that. Person's also very open to online comms. Yeah, so this guy hit for got a security clearance. I live in X location and ranks. So this is a military person, you know, posted to a certain location, revealing their career goals. You know, if the attacker is thinking about, you know, everyone has something that they want or that they're going after, if you're going to reveal your goals, that's kind of like an easy kind of offering for you. Talk about their career timeline, grievances at work, military rank, and their workplace and their openness and their kind of like approach to authority. So quite a lot of stuff here. I realised in America, you guys have a little bit of different approach to how you conceal security clearances and things like that. In Australia, it's fairly, it's just very different. It's a different approach to how you manage your security clearance. Yeah, so this one had quite a fair bit. So I was looking for, I found things for gain seniority, specific device specifications, and things that they were struggling with. So, you know, the AI found a quite a lot of things across the post from this person, particularly the pet name, breed, became a senior manager quite quickly. If anyone here is, you know, just to expand on that a little bit, I imagine that probably people here who work for companies that have, you know, significant IP that they want to protect, or maybe you want to work one day for companies that have IP they want to protect, you know, moving up in management in those companies is probably something that an attacker would be looking for if they're trying to assess your ability, what kind of stuff you know about that company. Yeah, revealing router brand model. I'm not 100% sure how bad that is. You guys would probably tell me. Personal demons, where they live, and also painful past. The person experienced quite a lot of bullying, and particularly the number of posts with regards to this was pretty high. So, you know, in terms of like building rapport and kind of like getting alongside this person, I would imagine that, you know, an advanced attacker would probably have a pretty good chance from that angle. And last but not least, yeah, this is probably one of my favourites. This guy posted one time in the entire 18 years of the subreddit. Posted one time, first name, last name at whatever.com. And I just googled that. And straight up, pitches himself at work, ID card. You know, I'm not assuming that this is any kind of like high security area, and that this is a massive security breach. But you know, if you only just go over to the to the physical village, you can probably you can get some information about like, just having the picture of the ID card usually will get you like you can create an imitation ID card. That's like a pretty good bit of information to have if you're trying to get into a facility. So yeah, don't post pictures of your ID card. Yeah, so those individual target packs only revealed small things individually, what five or six different things. But I kind of encourage you to kind of think about your own social media, not just your Reddit posts, but every other social media that you use. And think about whether, you know, you had more than or accumulated measures, accumulated version of those target packs, and how much information a person would have if they were to just use something like AI, spend a bit of time and create, you know, create a target pack surrounding you or, you know, individuals that you love or colleagues. This isn't a real person, that's an AI guy. But yeah, that's the end of the speech. Does anyone have any questions? So did you validate the data that you get it from chatJPT? So is it real? Is the data in the data set or chatJPT just imagined it? Sorry, I think I understood your question. You're saying, did I validate whether it was accurate, what it was finding versus... yeah, so as you sort of saw in some of those slides, had like what the output of the search was in like the black terminal kind of section. But then I went back on to Reddit to kind of grade screenshots, make it a bit more user-friendly in terms of a speech. I did go back, had a look at what the comment was in context, and that kind of, but you know, it just added to the amount of time that I had to spend doing it. But yeah, that required human interaction. It was not really possible to just have it completely automated. Does that answer your question? Any others? Okay, yeah. So the question was, what was the most common leak that you saw over and over again? Yeah, so these are like, I chose these because they're like the best ones up there for kind of like a broad spectrum of things that people were leaking. Didn't see a lot of like personal names. Like I was saying at the start, the DEF CON subreddit was actually pretty hard to do. Like some of the other ones that I was looking at, like r slash cringe and r slash NFL. Like I was just sort of like wanting to see how bad this subreddit was versus others, and it was really good. So it was very difficult to find much information in there. I know it looks like those few slides, there was lots, but I probably had something in the realm of like maybe 20 or 30, which I thought would be a good starting point. And probably, yeah, wasn't a lot of like first names, a lot of last names, almost zero like addresses, actual addresses. There was just lots, and I think that the PII thing was probably fairly covered by people. I think most people understand and not put those kind of like actual facts about yourself in there. But the thing I did see posting over and over again was like, yeah, personal, like sort of like own feelings, own mental state. Last thing I wanted to mention actually, like the mental health slide, the mental health, I think it was like one of the first or second slides had someone was discussing their like mental status. It was kind of like a really, that was a difficult one for me. I was a bit conflicted about whether to put that up there because a lot of people use talking about that kind of stuff in a forum to kind of like help them get through it. But you know, particularly if you're thinking, if you believe you have a high threat model, you know, revealing that kind of stuff to the entire world that you are potentially compromised in different areas, you know, it does open you up to being manipulated in that way or being attacked in that way. But yeah, I can't think off the top of my head, apologize, what like the most frequent one was. Maybe that's a good thing to do next, kind of like work out where the where the worst, where the worst leaks are happening. Thanks, sir. I had a question about like fact checking. So especially on Reddit, sometimes people like to role play as different things in different subreddits. And you'll see people on one forum saying, Oh, I'm a software engineer, in a different thread, they'll say, Oh, I'm an auto mechanic. And they might not be either, but they want to participate in these threads. Is there a way that you've kind of vetted information sharing as face fake or true information? Yeah, that's a good question. So sort of manually, like manually, what people will do if they're like, if they're calling bullshit on a person, they'll just sort of go to the user and look at all the other, look at all the other posts that are in and go through. Do it using this to do it, I imagine it'd be pretty easy. Like, you know, I was only distilled down to that DEF CON subreddit. So the sorry, the prompt was only focused directly on that text file. But if you were to compile a bunch of, you know, when you download that torrent, it was just like, which, which, you know, it's like one and a half terabyte, I wasn't gonna download it all, just downloaded the ones that I wanted to. But if you, I'd imagine this would be how I would go about it. Again, not a big, not a data guy. But this is how I would do it. Go to the person, find all the ones that they're in. And, yeah, go get that text file, put it all together, and then ask it questions about things like job, things like experience. And, you know, from the results I got, it is fairly capable in doing that and looking through and finding examples of that kind of stuff. But yeah, not I didn't, I didn't actually do it. But thanks. Yeah. I was wondering, when you found yourself moving from Reddit to other platforms, could you rank the platforms, which ones people share the most information about themselves on? Okay, yeah. So I didn't search through Discord or the forums, just because Discord hates being scraped. And the forums, I didn't actually find that much, you know, actual information in there. So yeah. No. Yeah. Thanks. All right. I've been given a couple of minutes warning wrap up if there's any one or two questions left. Otherwise, thanks very much. Been an awesome audience."
}