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            "transcript": "So welcome on another episode or maybe the first episode of Democracy Innovators podcast. And, our guest of today, that is not just a guest, is Carlo Carlo Michailis. Is it right, the pronunciation? It's, I would say, close. Close enough. And, so which which one is the right one? Michelle Ellis would be the right one. Okay. And, actually, my name is Alessandro Po. And, yeah, and this is the is the first episode of something that we it's it's around one year that we were discussing about this, podcast. Right? Yeah. So, actually, like yeah. I think one year ago, we met somehow, and, there was this idea around a little bit. But we it became more concrete, I think, November or at December, so someone somewhat around this time, I think. And, I I I thought why I wanted to do a podcast about, I mean, civic tech, political tech, these kind of things. And, I mean, I think that is interesting for me to talk about, this kind of topics. But I also thought that many times and this is something we also talked about, that sometime you like in the real world, you talk about, governance, you talk about, technology and people look at you as if you are crazy. And, I also thought, am I crazy? Yeah. Right. Right. It's it's it's it's a feeling that I know very well. But but, I think I think there's maybe one one short story I can tell because, it was it was, I think, very, very important for for, like, why I'm also doing it now. Is, like, when I was in school, I think it was seventh or eighth grade or so, there was a teacher in politics. I think it was the first grade where we had politics as as a subject. And, he was, like, introducing or trying to, like, explain a little bit why or, like, motivate why why we have the democracy we have. And he was, like, explaining, like, so just just assume, like, you you that we have a society and you want to take decisions. It it was somehow framed already in a democratic setting. But the question was, if if we want to have a democratic decisions and if we want to have a democratic system, how can we do it? And he said, like, one of the obvious most obvious things is you just meet. I mean, if you're a smaller group of people, you sit together, discuss, find a solution, write it perhaps down, and execute But if you have a lot of people I mean, this was in Germany, so, like, 80,000,000 people, taking decisions together, it's just unfeasible. You cannot collect 80,000,000 people in a stadium and have a large discussion in some way, whatever way this should be. So so why he wanted to come to us to the point that, like, it's totally obvious to have representatives and to vote for representatives that kind of represent the the, the whole population and then force is is representative for some time and takes all these decisions in a smaller group where decisions are more feasible. But, but over time, I think it became clear that, like, I mean, already earlier than this, but for me, it became more and more clear that there are some problems with this approach, like, a lot of problems. And I I think a lot of people who will listen to this are probably well aware of this. And and put it, like, a little bit straight to the point, I would say it's, like, psychological biases that is, like, our problem we have. Like, people are not, like, rational people. They are not electing, like, good representatives in a way. I mean, we have a very well very, very good example now in The US. And, like like, this is a problem we have to handle, and this simple representation has some problems. And, also, like, the complexity that people are, like, like, globally, like, you elect them for four years, but within those four years, they have, like they they take they take responsibility for all the topics. Like, they really have to know everything, and the more complex the world becomes, the more problematic this becomes. So a lot of problems that are, yeah, well aware. But at the same time, we have, like, a lot of new technologies coming in. Like, we have the Internet. It's not not like not like, I don't know, one hundred years ago where people really needed to move physically to another place to discuss or to exchange opinions. Or maybe they could have done it with a letter, but this would still be very, like, inefficient. We can do this more efficient now, and we have a lot of tools available, social media, AI, blockchain, all this stuff. And, yeah, the question is from this perspective, or at least for me, this question is from this perspective, aren't we perhaps just in the very beginning of the democratic development or anti development of democracies? Isn't isn't the system we have not like the end of democracies what we sometimes believe to think when we're coming out of school, like, thinking, like, this is the perfect system, and this this is how it should be forever. But instead thinking, like, this is just the beginning. This was just the very first step of developing democracies. And this was, like, based on what we could do and was feasible to that time. But it's perhaps time to, like, advance from this point. And, yeah, I think this is this is for me what this podcast is about, like, starting to bring together all these new perspectives and, yeah, from from people who who thought a lot about about this already. Yeah. Absolutely. Also, like, as I was saying, when I ask myself, am I crazy about thinking about things that do not exist? I mean, as you I mean, we have a democracy, a system that works in a certain way. We elect someone that should represent us. But as you as you said, not always that person is able to do a good job. And I I remember, like, a professor from contemporary history, and he was talking about representants, so politicians. And, actually, in Italy, we have a lot of cases of corruption. Also, some politicians that are you wonder, like, who could vote for them? You're like, why? And, he was saying, that, they are not a special case. Like, that person, that politician that we think is particular ignorant, it's just one person extracted from the population. And, also, this, I mean, this makes things way more complex because, it means that there is also a cultural problem, not just, like, a political problem. I mean, then everything is political, of course. And, I'm thinking that, what made me think about technology that could help people in deciding and discussing is, is the fact that, if we look about if we look at the past, a conflict that is, I don't know, three three hundred years old or more, could be like religion war in in Europe, we are detached from that topic. I mean, maybe we are not religions. Maybe we could be Catholic or Protestant. But, by the way, we we are not so attached emotionally attached to that conflict. And so we can see it with, some, in in a clear way. We can see that there were both parties were right in a way. They had their own reasons to to say something and eventually also to fight and so on. While when, there is something when there is a conflict in the present, then we are way more, attached. We have a lot of emotions attached to that event, and so we are not lucid enough to to think in a rational way. And, I mean, using the word rational is is quite dangerous because, like, different kind of, logic and rationality exist. And, yeah, I thought that, technology, I mean, could help us because as you said, in the past, we could just send letters or, like, using this kind of technology that the the hand were like streets, and, there was the post system. And nowadays, maybe we can use technology to to decide in a in a more horizontal way. We can create different kind of system. We can create money that expire eventually. We can create money different kind of money. One money when you are paid. One money when you have to pay someone. I don't know. Like, a lot of possibilities. And, I I think that this podcast, could be a space where to, discover these things, interview maybe researchers that are, exploring new kind of monetary system, new kind of, decision making system, new kind of, also, way of living. Why not? I mean, we are used to see towns in a certain way. I mean, the towns that we know now. But what about the future? Like, I I've also seen, I mean, in Italy before, like, the pandemic, no one was talking about smart working, remote working. And now people are still doing it maybe a couple of days every week. So I'm thinking about, that a person could could actually leave their hometown and maybe live outside. And so I think that, civic tech, yes, it is technology. It is also participation with technology, but it's also discussing and thinking about the society of the future. Yeah. Yeah. Yeah. Absolutely. So so I I think I think there is an interesting point in this because, like like, you can you can go this I mean, even if we start, like, from this very societal level in a sense, we can, like, go down to the very basic, conversations you can have just with, like, one person. I mean, you can you can have a very tough discussion already with one person that can be very complicated. It can become very complicated, especially when, like I mean, often if you have a conflict and you're in a very, like, resource rich situations, and then it's mostly doable. But especially when, like, resources went down and you have, like, really not enough time, not enough, I don't know, money, whatever is missing, and then you have a conflict, then it starts to heat up very quickly. And the only thing that helps, like, to to to start this or to to, to, like, solve the conflicts is, like, a very good communication style training, a lot of information available, and stuff like this. And and this is, like, from like like, in in in two dimensions in a way. Like, the podcast could, like, go from from the very basic psychological way of solving conflicts up to, like, the societal level of, like, scaling up to this high level of solving conflicts because, I mean, eventually, all also on the high level, it all bases on discussions on a low level in a sense. And and yeah. And and so it's also interesting, like, to understand or find guests here in this podcast that could help us understanding in a way, like, how do these conflicts evolve? How can we solve them on a small level, and how can we solve them on a larger level? And, and how can we include, especially on larger levels, how can we include, like, technologies that we have, like AI? I don't know. Perhaps perhaps, blockchain, perhaps, I don't know, scientific, insights from collective intelligence, from complex social systems, whatever whatever is around there, or just politics science or economic science. Everything base basically. Yeah. Absolutely. And I also thought about, I mean, I asked myself, what are my expectation for this podcast? And, you know, you one could expect that podcast I don't know. You became rich, because the podcast, but no. I I I think at the end is to learn something. I mean, we already recorded some episodes, and, it was super interesting to talk to, to the people that, I interviewed. And, yeah, that that is the the the things I I liked more because, everything is about I mean, this also make me think about the system we are living in where we usually learn when we are young, and then, we don't have to learn anymore. We know everything. And this is not true. And I think we should, I mean, several times we had also discussion about education. And, I mean, this is not so connected with civic tech. But this is the cool thing about civic tech that is connected with everything. Yeah. Absolutely. With everything that is, like, concerned with the society. Yeah. Absolutely. And and and and as a like like, also, like, from from what I said, like, if if we're talking about society, is it, of course, includes also the individual and how the individual works. Yeah. Yeah. And and and I think I think there's another interesting point in what you said because it brings brings us back also to this point, where you said that there's sometimes this feeling of, like, feeling a little bit crazy of what we're doing, you know, like, engaging for, like, new democratic development, but actually no one has asked for it. I mean, you know, everyone is just asking for we need to, like, stay strong in our democratic approach in principle, whatever this means. But, there's not much around like that politicians are saying, like, we need a new way of thinking democracy. This simply does not happen. So no one I mean, no one is asking for reinventing democracy in a sense. So that's why it feels a little bit crazy, like, investing significant amount of time often, like, in our case, but also in the case of many other people with, like, very few or perhaps even no funding at all available thinking about these things. And I think, actually, this is also an interesting thing of this podcast. What is also kind of my expectation expectation, actually, is that, like, when we hear two more voices in this, in this in this, like, space of people who are thinking about things, maybe over time, it it feels a little bit more common. You know? Like, hearing to someone who has worked in this space for, like, five, ten years, perhaps. Maybe in a small niche and another one in a small niche working on this for three years and another one in like, one perhaps in more tech technological niche, the other one maybe in a little bit more, I don't know, sociological niche, whatever. But then hearing all these voices together after some time, I think, they will they will stay the impression of I mean, we're not alone. I mean, there are a lot of people thinking about this, a lot of people innovating things in this direction, and I think this will help us also to not feel so crazy anymore. Yeah. Exactly. And this is the could be the main reason why we are doing this, to not feel alone Yes. Yes. In a way. And, but yeah. But but they are then then then also, like like, of course, some I I I just added in now. Add some some some practical things, in in terms of expectations, like, like, just to get inspired, of course, by some others. So, I mean, I had the the the lucky chance to hear to the first recordings you have you have done so far. And for me, it was very interesting to hear those voices. I it actually much more than I've expected. And, and really, like, people and and also, like, what what is also a little bit surprising for me, it's not like just just like people are, like, coming up for, like I don't know. They've just started half a year ago, and it's, like, like, you know, just a hype thing, and then they leave again. But there are some people who are really, like, years of the time investing and thinking in this direction. And this really feels like there's something going on, and there's a chance to to develop things. And also, like, on the technological side. I mean, this is something where, yeah, this podcast will probably evolve a lot in the future, but also, like, in introducing all the, the technological developments. Because, like, when we talk about AI, we're talking about the risks. We're talking about how it can change industry. Maybe we talk about how it can harm social media. It can how it can harm society, but not so much the opportunities. And, perhaps we can put some effort or some more perspective on this. Yeah. Absolutely. And I think you also about, you remember when we first met, yeah, around one year ago, and we also talked to other people that were working on similar projects. And, and they realized that we also had some similar, mental processes. Like, we were stuck all in the same point. We were motivated by something quite similar. I don't know. We studied the, two different thing, could be psychology, physics, history, computer science. And there were all these common things between, these individuals that came from all over the world, but, with kind of similar attitude to do something that, as you said, no one required for. Like, no one asked for a new kind of democracy more horizontal and, different from the one we have. And, I I think it will be interesting, like, to also to say something about us, like, who we are. Yeah. Sure. Yeah. Yeah. So shall I start or so would you like yeah. Yeah. Yeah. Sure. I can okay. So, yeah, a little bit to my background. So, actually, I have a quite long kind of, I would say, academic background. So, that that's started a little bit earlier, perhaps. So after school, I was one of the last, years where, like, the military service was mandatory in Germany. And, I, in in Germany, it was at that time possible to do, like, a social year somehow, voluntary social year as replacement for this military service where I decided for. And I was, like, always interested in understanding, like, how the, like, how the humans work in a way, but also in how the world works in a way. But the humans were a little bit more in my my, focus. And then I decided to do this voluntary social year in a, like, addiction therapy institution, like, therapy institution for drug addicted people for a year, and this was quite interesting. And I stuck with this idea. Like, within this year, I, I, like, strongly decided that I would like to study psychology, but I also and that was quite interesting develop development for me, decided to definitely not willing to be to to do therapy, because I always had the feeling, like, you know, if if you're working with drug addicted people, you realize at some point that all these problems that happen in their life, and these were, like, adults, are like like the the problems secured already in their childhood or at or latest in their youth. So if you look at their, like, life history, you realize, okay. That's a clear reason why they they end up ended up there where where they are now. And I always always felt like it's good that we have therapists. It's very important to have therapists. No question. But for me as an individual, I always felt like I'm too late. You know? I'm I'm I I I don't want to, like, help people at a stage where you cannot really help anymore. You can just make it a little bit more comfortable, but perhaps you can also help a little bit. But for me, it always felt like I'm too late. And then I was always thinking, okay, how like, where's where's the excess? And actually, I mean, you you mentioned this already at some point before. Actually, I thought I would like to improve education, like the educational system, because I thought this is like where, like, as a society, you can have most access in, like, improving the abilities and skills of people. But over time, this changed. Anyhow, I still decided to start psychology, which was a good choice, I think. But within the first year, I re I realized, like, it's, somehow not no. No. The the methodology was not, like, resonated not enough with me. So so psychology is in social science already a quite, like, statistical, method, like, field, but, it was still not enough. And, I I've had always, like, I need more, like, hard skills in a sense. And then I started to also, like, studying physics. And at the same time around this time, I also developed this hypocrisy project I'm working on, like, how, like, decision making could be scaled. And then, like, I did somehow everything at the same time. I was also working as a freelancer at that time for web development to, like, fund my studies. And, after around five years, I was able to, like, finish both, like, a bachelor in psychology and a bachelor in physics. And, also, the advocacy project was, like, going on and, like, I developed my my, web development skills. But I wanted to go I think I wanted to go a little bit deeper into the, like, method methodology. Yeah. The the methods part. And, I I I saw at that time that, like, I had different things, of course, in my mind. It was never that clear. But at that time, I I had the feeling, like, that perhaps science is the way I would like to go. And if I would look, like, the go to the way of science, then, like, statistics is what you need because this is, like, kind of the language of science. I mean, it's not only the language of science. If you want to to understand how things, like, work in the nature, it's always good to have statistics available because it gives you a little bit, like, certainty about what, you know, what correlates and what doesn't correlate in a way. Like, helps a little bit to overcome psychological biases in a way. And, that was a very good choice, I think, because I was not only learning a lot about about statistics in general, it also helped me to, like, like, get a solid math understanding. Because even though I studied physics in my bachelor, I I think in my physics bachelor, I was not able to really grasp the essence of math math, so of mathematics. But this was came then on in in this statistics master. And I also, got first insights into machine learning, and this was also quite interesting and very unexpected because I had not thought about machine learning at the time. But that was the time around, I think it was 2015, 2016, 2017, somewhat around, where, like, deep learning started to, come up. And it was, for me, quite interesting time in in, like, digging into this. And I learned Python. I learned, like, various building very simple neural networks. And then during my masters, I realized there is something interesting, like an interesting field called computational neuroscience. I was never hearing from this before, but at the time, I was, like it was the first time that I heard of it. And, in this field, I thought it I I found an opportunity in a way because I thought, okay. This is perhaps, like, the best chance to understand, like, human nature in a way because you're going down to the neurons, simulating them on your computer, and can check if it works or if it doesn't work. You know, you have a really good, like, check-in a way. And you can always you'll get inspirations from biologic from biology, some from, like, experimental neuroscience, and you get results from your computer simulations, and you can always compare it. In the end, it turned out that I was, during that time, always not so sure if it was really a good choice. I was like, like, probably every PhD is struggling struggling a lot during PhD time if it's really a good thing to to continue with it or to just drop it. Eventually, I made it and I finished it, but I'm still today not not sure if it really, like, was a good benefit for me or if it would have been better to, like, start something else earlier. But I don't know. I for sure, I gained a lot of insights that were that that are valuable in any way. Yeah. So in in in in any case. And, yeah, after that, I moved to Sweden with my family. That was just, like, about one to two years just pure survival. There was not much going on in my life otherwise than just trying to handle my two kids and, like, renovating the house and trying to, yeah, kind of survive the situation. And it was just last year that I started to think about, like, okay. What what next in a sense? You know? What do I want to take a job? I mean, with a PhD in this field, you have good job opportunities, but it also means you have to work full time and not much time at home. Or would you like to focus on freelancing? Or would you, yeah, like like to be the crazy guy that tries to to help improving democracy? And I somehow decided mostly for the latter, and I activated some like, I I I tried to to go back a little bit into science, but this time from totally another direction, like, a little bit more from the direction of applied IT design processes, like, collective intelligence perspective, which is still, like, somehow connected, but, yeah, very different in a sense. I made good contacts with professors who started to support me a little bit, but still without funding and, still freelancing to to keep me, like, to keep me surviving, with the hope that this sometimes plays out. Also looking a little bit into, like, entrepreneurship, like, if I'm I'm not part of a company and perhaps finding another one this year. Let's see. Yeah. But this is this is where I'm now, and I'm I'm kind of just starting. And, actually, when when when I met you with this idea of the having the podcast, for me, it was quite clear that this is kind of an opportunity. Not not only because you're like, like, I always thought you're, like, the perfect person of, like, interviewing people in this topic, but also, like, because it it could bring me into a position of talking a little bit of what I'm thinking, could, like, benefit my project a little bit, even if it's just indirectly, but still. And, yeah, and also, like, bring this as as we said before in our expectations part in a sense, like, bring this whole topic forward in a sense, and and making it a little bit more public and also, like, get insights from other people, making connections, collaborations. I mean and and this this is not something that is only for me a benefit or for you. This is hopefully also a benefit of for all the other people, like, for all the other listeners, but also for the guests who maybe realize that there's someone else around doing the same same thing for five years, and they were just not aware of it perhaps. Yeah. This is, was probably a little bit long. No. No. Thank you for also for the kind words. I I was thinking that, in this particular field, maybe I already said it other times. But, like, when you find someone that is doing the same in other in another field that you have, that person is a competitor. Well, here, a person is a collaborator. And also with, another friend that you also know, we were joking about, okay. Someone want to steal our work. Do it, please. Yes. Absolutely. That's that's what I also always say. So, like, I I met some people who said that, yeah, like, with your project, aren't you afraid that someone just copies your code when you do everything open source and you, like, document everything and every everyone can understand what you're doing? And I'm like, no. I mean, I would be happy if people would do it. Like Yeah. Please please do it. I want to read novels. I want to just, walk in the room. Of course. Yeah. Yeah. This is something very exciting because, I see that all these, yeah, all the people that I met, like, they really believe that something can be changed. And so, yeah, what benefit me or you also benefit someone else? And, also, this is something specific about, technology, I will say, where if I write a program, then you can use the same program. And another person too, you don't have to write it three times. And, many times I thought, what is, like, in in the real world, ideas work like this? They are the only things that are replicable without, losing the original, I would say. Maybe fire in some way. Yes. Yes. Yeah. Yeah. It's it it it it it it doesn't cost any additional resources to share it in a way. Yeah. Yeah. Yeah. Exactly. And, yeah. Yeah. But but but but, before we start, like, drifting in another direction, what about you? So your background and So my background is, quite mixed and confused, I would say, because, I I mean, I can say that I started with, some, scientific studies in high school. But back then, I also really liked literature. I mean, I was reading a lot of novels, but on my side, not for school. And I never liked literature when I was studying it at school. And I remember I was not motivated, so at a certain time, I left high school. I was in, I mean, we have five years of high school in Italy. I was at the third year, and they how do you say? When they, I mean, you have to repeat one year, basically. So but, really, I was not motivated. For me, I had the impression I was not learning, that everything was a sort of kind of exercise, but not really something useful. And, and so I went to this evening school about computer science. And, I also started working as a help desk, system administrator help desk. And they also left the evening school. So I was without any diploma. And, I worked there for almost five years. Then I remember, like, one day, I thought, okay. I'm wasting my life. I mean, there was also my boss. I think I was 23, 24. I don't remember. And my boss was around 40, and he told me, oh, I was your age when I came here. And so I thought, okay. It's the moment I have to quit. Otherwise, I I I will wake up one day in a place that, I mean, it's not something that I choose. It just happened. So I went no. I actually left that place, and they started writing. And at the same time, also sewing backpacks. I had this thing, like, I I actually wanted a backpack, but they were quite expensive. So I found a, a community, a forum, where people were, sewing their backpacks, and also some of them they were selling. And, what I thought is, okay, they are sewing a backpack. If they can do it, I also can do it. I mean and, at the end, I spent much more like, I spent a lot comparing, I could have bought a a very nice backpack, but, maybe I would not have had the experience. And, yeah, then I went back to high school, the same evening high school, and, I had to do two years. So in the same, chair that during the morning are used by normal student. Yeah. For two years, I went there. It was quite interesting. I also met some interesting people. And, it it was also very, very interesting for me because it's it is different. When you're a kid, you're just there because you have to. When you are a bit older, you understand things a little bit, better. And, also, it was a little bit different because when I went there for the first time, there was the, how it's called where you write the back, black Blackboard? Or Black yeah. Yeah. Exactly. The blackboard. And, when I went there for the second time, there was a a touch screen. So it was also very different in a technological advance. And, yeah, I mean, I got my diploma, but then I thought, okay. I don't want to work in the IT. I mean, I saw that all my friends that were working in the IT, they were working for some big company, for a bank, or something like this. Well, I was very, I mean, back then, I was working on a prototype of a back panel because I have back pain. I was I had back pain also when I was studying. I have a back pain when I sit down. So that's why I thought, okay, maybe a back panel could help me. And, I mean, I released it as a open hardware, open source. I don't know if someone has built it. I don't know. But still it's a project I I think in the future will be interesting. I don't know. Maybe in ten years, twenty years, I will go back to work on it. And, yeah, I mean, I decided to to study history. It's something that, I mean, I think that everyone of us is interested by what happened in the past, but not everyone of us in is interested in studying history. So I was interested in the past, but I never had the time to sit down, schematize everything, to make the timeline, to remember to the connections. And so, yeah, I did it for three years and three years and half. I studied in Milan. And then now I'm and then later I decided to do a master in global history that I'm still doing right now in Bologna. And, and I thought that, you know, like, it's like I changed my path completely, like, from computer science to history. And I remember there were also some professor that told me, Batali, you were good in computer science. Why are you crazy? And, but still I'm convinced that that was the right thing to do, because at the end, also my thesis during my bachelor in history, was about blockchain. And, my master thesis that I still have to write will be probably about civic participation and the things we are discussing. And, also, yeah, about expectation, I expect that this podcast will be helpful for my thesis, and and I'm sure it would be. And, then what about me? I mean, I like the blue color. I like to read novels. No. Yeah. Yeah. No. No. I mean I mean, this this gives already a good impression, actually. Yeah. It's it's interesting. I I like it really. I like this, or, yeah, I like this combination of, like, history and technology. I think this is not probably not very common. I mean, actually, I experienced something very similar. Like, when I, like, studied psychology and then started, like, a second subject in physics, it was also, like, many people were I mean, me too, of course, were confused of, like, this is, like, very different. I mean, it's not too uncommon that people study two things, but then it's normally very related to each other. But, like, physics and psychology are I mean, both are more or less natural science, but, you know, it's quite far and distant. And and, I mean, if you if you study two things which are which is quite close to each other, you can always do most mostly you have courses that you can can use for the other subject. You know, if if you want to have a bachelor in this and a bachelor in this, and you can take some courses here and take some courses here and you can you can, like, interchange them in a way and save that save save some time. But if you study physics and psychology, you cannot exchange anything. It's, like, completely different. And it was also, like, quite a crazy feeling because, like, one day sitting in a lecture psychology lecture and one day sitting in a physics or math lecture, you have totally different people around you, like, thinking in totally different ways. Like, I mean, not totally different, but you certainly feel there's a difference. And I could imagine that, like, the difference between computer science and history is probably similar. Like, you know, we have to deal with completely different perspectives. People, I don't know, setting, I don't know, frame the the whole framework is different in thinking and seeing the world. Yeah. Absolutely. And then there is also, I don't know if it is particular from Italy, but I think it's particular from the, I mean, people that are studying history that a lot of time, there is a sort of kind of attachment to the past. So sometimes there is, like, a sort of not denying technology because, I mean, of course, all history students, they have, WhatsApp. They use, computers and cell phones. But they use it as as it is. Like, if it is part of reality and so you use it. And, yeah, sometimes there is not really, like, an open mind, toward technology, and I think it's a pity. And the university and the I mean, the academic world in some ways is quite responsible, of this. I mean, I think they should change something. And, yeah, as you say, like, not a lot of people studied very different things. By the way, I saw some similarities between, let's say, computer science and history. I mean, computer science is also science of information. I mean, and information is power. It is power because, I mean, it can be seen in two different ways. Like, let's say, a government decide that just some information has to be has to go on newspapers. And so you let's say you manipulate people with some kind of information. And then also information is power because, I mean, based on the information you have, you can act in reality. Like, we can now record a podcast. We can because we know that this tool exists, and we know how it works and so on. We know how to put up a website and so on. So I see them as quite interconnected, but just because I had maybe some time to dig in. And I think the same for for your for psychology and physics. Yeah. Absolutely. Absolutely. And and it's it is this this brought up an interesting perspective for me because, like, I mean, this is also an at least in my perception, like, a quite problematic thing of our time because as you mentioned, like, there are so many, like, technologies available, tools available, knowledge basically, information available. And, in my perception, it is really hard, like, to come up with all of this. And you need to learn more tools, not just to be able to control these tools, but also to be able to, like, like work through all this information that exists in our very, very complex world right now. And I, I think, I really think that this is also very, important part of the problem of our modern democracies in a way that there's so much information available. And it is so hard to come up with, like, filtering this information, and, like, finding the good information in it. I I I think I recently heard in the podcast, I forgot with who it was, but it was like, he he stated that, like, like, getting information is not a problem. You know, you can get information very quickly, very much. No no issue at all. The problem is getting high quality information. This is what is hard. Like, like, distinguishing, like, the few information pieces that are really relevant between this ocean of information pieces, which are not really relevant. And I think this is something which is so hard in our times and also so hard for democracies because it's so easy to, like, like, bring peep people in directions where, like, your whole perception of the whole world starts to be different from what it really is actually. And it is so hard to, like, extract the the relevant information in the sense of what really is actually. Yeah. And and this this is also something where I think, like, the traditional democratic systems are not functioning actually anymore because they are not designed to to, like, tackle this problem. And, yeah, this is where we definitely need new approaches. So it's just just like, your perspective just brought me back actually to this, democracy thing. Yeah. Democracy. Democracy. Democracy. No. It's it is super important, actually, because sometimes we think that democracy I mean, I mean, democracy is just a word, of course. But, yeah, sometimes we we think I mean, we are not used to see violence in our world. I mean, we see violence every day, because but a different kind of violence compared to the one that maybe people in the past have seen. Like, I I've never seen a civil war on the street. I have never had bombs on my head, on my house, and I'm very lucky. And, but, yeah, I I think that sometimes we forget that all this democracy. And, at the end, we are talking about, I mean, it it is so easy when there is a conflict. We first disagree about something, and then suddenly we start killing each other. Yes. Yeah. I mean Yeah. It yeah. It is like it is like this. Yes. Yeah. I mean yeah. It's, I I mean I mean, as as I said in the beginning, it's it's already very hard on a personal level, but, it's even harder if you have, like, groups of people and, like, group group dynamic dynamics coming into. I think I think also, like, there was another, another I think it's, this this this British economist who was like, a trader before at this, at this bank in in, Citibank, I think. He's I forgot his name. But he was, he was also also mentioning, that, like, we should we should see it more like this that, like, the unstable situation, I think it was from him, that, like, unstable and unequal situation in societies is much more common than a stable situation and an equal situation. So, like, like, when we grew up in, like, the nineties, let's say, nineties, early twenty February, it was very common. It it the perspective was was always like there is, like, democracy is on the rise. This is the way to go. This is where eventually every country will come up. Every country will live in wealth, and every single people will be wealthy in the end. So this is like the story that society was telling us in a way. But the actual story is, like, if you go back in time, it was, like, most of the time, like, inequality killing, like, some peoples with much with much, much, much more power and money than others. And, it was like, we have to be careful that it that it's not just, like, that we're not just like, after World War two, we had a small phase of perhaps fifty years where everything was wealthy and equal in a sense, at least sufficiently, and that things turned round back not to, like and, I mean, not only to an undesirable, state, but to a more stable, unequal state, like, in a sense that perhaps inequality is a more stable state than equality is. And, we have to be careful because keeping, like, equality costs a lot of effort all the time. Like, you know, you keep the fire running in a way. If you're if you're if you're not doing something, it just goes off, and that's it. And I think this is also a perspective that is, for me at least, quite new because, like, I grew up in a world where until perhaps some few years ago, everything was still in this perspective of, like, everything becomes just better every year. There's no way back in a way, But there's no guarantee that it's it will be this way. Absolutely not. Yeah. It's it's, in a way, it's a it's a sort of kind of religious attitude, like, to think that, it's gonna be different, like, in the future. And, I mean, all kind of ideologies in a way, but also, like, I have faith that technology could help us to build a better world, but still it's faith. I'm not sure about it. I mean, I'm quite sure, but still I have to consider that is Yeah. I'm I'm I'm actually I'm actually very sure, but only if it's, like, if it's, like, done in a good way. One remark, perhaps, I just found that Gary Stevenson was the name of the guy who was, who's dealing a lot with inequality at the moment. Anyway, so, the point was sorry. No. I I thought you were stuck. Yeah. Yeah. Bring me bring me back to the topic. I was my my my my part of bringing in Gary was, like, confusing me. Bring me back to the topic. Well, I also forgot. Both well, we have to say that we are not so used to do podcast. Yeah. I yeah. No. No. I'm I I remember. I remember it was, like, the technology will definitely help. And, Oh, yeah. And I think it will because, like, from a very, like, abstract perspective, I like, this is a little bit like a perspective that I I gained from, like, my studies in a way. It's like, a world is very high dimensional. Very, very, very, very high dimensional in a sense. I mean, not not in in in the dimensions, in spatial dimensions, but in, again, general, a lot of dimensions. Like, a lot like, these informations are nested in a lot of dimensions. But we can imagine like, our like, our brain can only imagine, like, up to three spatial dimensions. So our vision, our like, what we can what we can imagine is, like, stops after three dimensions. And this makes a makes a big makes a big problem in a sense because very complicated or even complex things, we can only like, we cannot really grasp them because we can only see them in a line and, like, small drawing on two dimensions or maximum in three dimensions. So what we actually do when we do science or when we think or when we observe is, like, bring this high dimensional information space into, like, two or three maximum three dimensions. And this, of course, is always wrong very, very wrong. So we need to be very careful to, like, get the correct perspective on these two, three dimensions to make as, like, as least error as possible in a sense. And I think what, like, what the or the the opportunity of technology is to help us doing this dimensionally dimensional reduction in a very good way. So this is this is definite so I'm 100% sure, actually, that this is the opportunity. But the danger is that we, like and I'm I'm not sure. I mean, this is probably your point in a sense. The danger is that we use it in the wrong way. Because what I said only holds if we use it in the right way, if you use it as an assistant. Like, perhaps I'm I'm spoiling a little bit, but in the first episodes, I think there's a common sense between the guests that, like, technology should, in at least in in the society and and democratic processes, only be an assistant and never, like, take over the the process and, completely. But I I I I certainly see some danger that this could happen. Like, that someone says, okay. Let's build an AI that actually is doing the these these decisions for us. It will be better than what we do in whatever way, or that we I don't know. Whatever system we develop and, like, just leave it to the system because we're lazy, you know, often humans. Like, we are very lazy, so it's very easy to do it. And then it then I think it can be it can become a danger. But as as as long as we use it as an assistant that helps us to, like, reduce the information space to, to, like, what we can understand and to, like, make use of the information we have and extract the useful information, I think it will benefit definitively. Absolutely. The things about, multidimensional, spaces is super interesting. And, I I'm thinking that, this AI that could organize all society by itself, I I think this is the most dangerous thing, because I'm sure someone will propose to use that, system in the future. As you said, no one asked us to rethink democracy. But democracy as we see it now is also a structure of power. And so, like, I see it functional for the people who has who have power now to have an AI system that does everything by itself without any needs to explain the choices that the AI will suggest. And in a way, I think this is, quite, similar to how some technical, decision technical political decision were taken also in the previous years. I mean, I'm thinking about economy. Like, most of the people do not understand anything about economy. Also, like, I do not understand honestly why we spend so much money on, some stuff and not on health and not on education that is super important. So I cannot understand this, but there are people that have a lot of economic knowledge and technical knowledge that say, no. We have to spend we, I don't know. It could be for weapons, could be for private company, for many things. And it's quite hard right now to debate about if it's right or not. And I'm thinking that if eventually, if there will be an AI that decide for everyone, then it's not going to be possible to oppose, because we are not smarter than, an AI. I mean, we are smarter, but in a different way. And so I I think that's that is also the reason why I thought that, it is so important to to take care of this, I mean, to talk about possible governance system that are not a black box, basically. Yeah. Yeah. Absolutely. And and I think I think to to add here some some point is, like, if if an AI would take over the democratic decision making process, it would basically bring the power to those who decide what kind of data is used to train the AI because, like, the data that is used to train the AI decides eventually what the AI will do in a sense. And, I think I think it's it's basically just a shift of power, not like a change of power in a sense. There will be some company organization, whatever, that has, like, the power of of training this AI, and this those are the ones who have the power of maybe not deciding, but at least influencing in which way, decisions will come out. And even though so even if this this organization that is behind has good intentions, it's still, from a from perspective of the process, a questionable thing if if we if we really would like have that way. And I think in principle, this this this points out a very, deep problem, actually, I think, because I think I think I think the the problem is to, to develop democracy. And I think this is the stage where where we are right now, to develop a new democracy which bring out out kind of collectively intelligent results without sacrificing the opportunity from everyone to take part. Because you can easily build a technocracy, you know, where you have some experts, however you decide on these experts, but you have some experts deciding on what is best to do. I'm I'm I bet that probably if, like, a group of scientists would sit together for every, like, topic and would decide on that, like, independent from company decisions, independent from other irrational processes, biases, whatever, would focus on finding a good solution. It would not be the best ever, but it would be much better than what we have now. But it would ask the question of, legitimacy, like like, who is the one deciding who the experts are in a way? But in principle, this is what we need. So we need some way of system that allows us to have, like, more intelligent collective decisions without sacrificing the the democratic part in it. I and I think this is the challenge we have to face, and this is where we may use technology for. May maybe I mean, when when I said technology, I I always also include signs in a way that you know, when we talk about technology, we always only think on, like, computers or industry or stuff like this, like, more or less physical things. But when when I say this, I also mean, like, insights about, like, us humans in a way. You know, if if neuroscience makes progress, if the understanding of our brain makes progress, this also helps a lot. Or or or like like like if if science and direction of complex social systems make progress, this helps a lot of designing new systems because we better know how we interact. Like like, for example, game theory, you know, this brings a lot of lot of insights about how humans interact under certain conditions, and it does helps to design systems where you can bring out the best for everyone in a way. Yeah. I'm thinking about, you mentioned, like, now complex social system, and that could be also a sort of, maybe description of the podcast. Because, actually, the idea behind the postcard is, to interview people, that have knowledge about certain topics. I mean, they could be professor. They could be a researcher. There could be politician, journalist, independent scholars, I don't know, that studied something specific and that can, tell us the the the product of the research, or we could discuss with them, about possible possibilities. And, I mean, this also create a sort of network, between the people. And, I mean, it was before, the podcast when we were just chatting that, I was saying that I had the impression that, at the end I mean, there are people inside this field, but not so many. So they all know each other after a certain time. After that, you work for five year on the same project. They all know you, and they all know your project. And, and, yeah, maybe it's a complex social system that will try to rethink democracy. And as you said, maybe this is not the end of democracy. Maybe this is just the beginning of a new kind of democracy, but more horizontal where where everyone can have more possibilities, not, where everyone is not so tied by their social origins also. So something more equal for everyone. Yeah. Absolutely. And at the same time, like, at the same time, bringing out, like, kind of better results, like like, better in I mean, it's it's hard to define better, but I would say better in the sense that if you include a lot of people in the process, it should be like, it it it the result should come out in a in, like, like, a reasonable time in a sense. You know? You I mean, you can have, like, with 100 people, a consensus based discussion with a very good result in the end, but it will take so much time, that you're perhaps willing to sacrifice a little bit of the result. Perhaps the result is even better with another system, to to gain, like, 100, like, 100 times faster process in a way. But, yeah, but but but but it it has we have to find a sweet point in that sense. You know? We we we don't want to sacrifice too much of of the result, of the quality of the result, and we don't want to sacrifice too much, of the efficiency, of the speed of the process. But, like, actually, in my perception, the current democratic systems are like the kind of both is not fulfilled. You know, it's it's, yeah, it's it's not that fast, not that good results, not that efficient. I mean, I mean, it's not bad. I mean, we can happy we can be happy that we have it, but I think there's a lot of, like, room for improvement, I think. At least I feel so. Yeah. Absolutely. It seems like a sort of MVP, a little bit buggy. Yeah. You know? Yeah. That you say, okay. Nice project. Okay. It works. But, yeah, please work more on it. Yeah. We can see you're heading in the right direction. Please come back in a little bit later when it's a little bit more mature. Exactly. So I I think this is the, yeah, like, investigating about, possibilities. Like, not just with people that are super pros about new digital governance system. It's also nice to hear some critical voice sometime. Also I mean, because there is a there is a lot of, as you said, the if we use technology in a good way, we can change the world or the system in a good way, but it's so easy to do something wrong. So I really think that this has to be, like, something, like, really a collective process, a complex social collective system process. I don't know. Also, I'm thinking about, that in the future, but this will open another chapter. I mean, maybe constitutions will be written in a different way. I'm thinking about smart contracts, so not just with phrases and articles, but, like, in a very precise and mathematical way. And, also, this allow to write that contract, that constitution in a collective way. And then thinking about that, more minds, more people are participating that in this process, and then the outcome will be proportional to to the effort put. Yeah. Yeah. Absolutely. So, oh, what, this this really opens up a new new part. I'm I'm I'm perhaps we should we should not extend too much on this because we are already, like, much much, later. Like, this is much longer than we have expected. Anyhow, I I have to put something in here. So, I think I think this this relates a little bit to this phrase, code is law, which is especially relevant in, like, this blockchain web three community where, like, if you write a smart contract, it somehow defines how peep people behave. I'm still very impressed. Like, for example, if you look at the, Ethereum staking mechanism or also from from, like, from other projects, the staking mechanisms, this is, like, really a in in my perception, this is, like, already a very well developed collective intelligence mechanism in a way because, like, it counterbalances I I I don't know if it's intelligence in that way, but it's it's like a a social algorithm. That's perhaps a better word. Like, you know, it it counterbalances so many interests. I mean, Bitcoin was probably the first one, but but now it's gone a completely different level. It it counterbalances all interests in a way that, like, the the whole group benefits from it. And I find this super interesting, and I think there's a lot of more potential in the future. Yeah. And and I I think it also has the potential to, like, bring code into law in some some way. But this, of course, is then, like, brings up the question, like, who's deciding about the code, of course. But as you mentioned, this is then the question, like, we would then be required to collaboratively write code. This is then the core of the decisions in a sense. So we have to find ways to code together in a way, to indirectly define our laws, that that we, like, yeah, that we use. Yeah. But I'm quite optimistic. I mean, many times, I thought about the way, people in computer science are collaborating, and they are doing it in a very quick way. I'm I'm thinking also about people that are just developing a product. I don't know. Like, it could be Microsoft, could be Google. I mean, they're very efficient in collaborating. And many times I thought, okay. What if we apply this to politics? Like, what if people that studied that something else could be philosophy, anthropology, psychology? If they use the same way, the same technology. And, so it it is a collaborative process. And one of the things that, I'm I mean, I think it will happen in a natural way, but, like, to include as much as, different point of view. Like, different point of view would help, the collective process to grow. And I'm thinking also that this is, in a way, a male word, the one about technology. Maybe now there there is, of course, some interest, also from, I mean, there are a lot of women that did the, very interesting projects that, I mean, that that did a lot. But still, like, when I was looking for guests to interview, I saw that this is something where more mails are active. And, yeah, it it just, I thought that I had because, and, yeah, also about some readings that I was, doing. And, also, if we look at the past, like, most of the words were made by males. Most of the power were were was hold by men, yeah, males. And, and so, like, if we are thinking or building a new world for everyone, I mean, there has to be different skills, but also different point of views. And the the different point of views are also given by the experience that we have living in the body we have. So I think this is also important. And, Yeah. And Yeah. And I I think that that lies also, like, the question of, like, power again in it because, like, for example, if, like, you would write, like, like, code that is law in a sense, for for example, in blockchain systems, it really, like, asks the question, who is capable or who has the power of, like, taking part in this? I mean, this is something that, for example, Primavera de Filippi, interestingly, I've I've a book here lying around. I wanted to start reading it soon. Hopefully, I have some time soon. Or also, like, for example, who are, like, warning I mean, Primavera de Filippi, but in primaverity, but in principle of warning, like in saying, okay, like if, if we write like, like law in code in a sense, we need to be careful of who is like doing it actually. And, and like, who's governing this in a way. And if it's only like a few, let's say, male programmers that have the power to take part, because the, those are the only ones understanding like how to code smart contracts, for example, then, yeah, then you have, again, like a small group of people who can decide on how like code is is coming into existence. And and probably much more complex power structures structures especially in the blockchain world. You know? Like, a lot some people have a lot more tokens or coins than others and have more power in deciding what comes in and what is not coming in and so on. Yeah. So this is also a very complicated topic. Eventually, I think it's like this. Before we, like, should start implementing democracy and blockchains, we should make sure that, like, the participation process is, like, at at least sufficiently equal in a way. Yeah. Absolutely. And, I see the potential, like, to to not stop these episodes. Like we could talk for another three hours. Probably. Yeah. But we can we can take this as a chance to to add to our let's let's say it this way. I mean, this is anyhow an idea we had. Like, we just we just rescheduled it. So for us, we stop here and we just continue, I don't know, in some time again, because there was anyhow this idea of, like, having some reflections on some episodes. And I really I really think there are in the in the upcoming episodes, there are some very interesting things that we could discuss and that could could influence our discussion. Yeah. Let's let's stop here perhaps. I I I quickly just wanted to drop, like, like, if people are already listening to this, I would ask them to subscribe. And if they are listening on YouTube, I would ask them to like, to subscribe and to ring the notification bell, of course. Okay. I quickly wanted to, to motivate this. And with this, I think we can close. Right? Yeah. Thank you. Because I I'm not really good at, asking to to bounce and so on. So thank you a lot. Yeah. Sure. And, yeah, absolutely. Like, we also if someone is listening, like, we had some ideas about, also some, let's call them live discussion that maybe where maybe we can comment, the episodes of the podcast, or maybe we can, comment some other topic or, like, invite a guest. Let's we can, brainstorm altogether about gamification or some other kind of topics. And, and, yeah, I I would say that, this could benefit everyone. I mean, the people that that listen to the podcast, the podcast itself as the people that are working in civic tech, the people that are struggling to raise money, I don't know, for their project, and so on. Like, let's collaborate. Yeah. Absolutely. Absolutely. Yeah. Perhaps one one thing that just comes to my mind, to, like, the listeners to just to just, understand the roles because they may ask during this episode. So, like, Alessandro will be the one, like, asking the questions and doing the interviews, and I would occasionally be here for discussions and things like we did now. Yeah, just just to have this clarify that people are not confused when, like, for the next few episodes, they are not seeing my face again. Yeah. We have a sort of front end, back end, the system, but it can change and, and adapt, on the way. Right. Okay. Okay. Thank you. And, thank you too. Bye bye. Bye bye.",
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              "transcript": "\nSpeaker 0: So welcome on another episode or maybe the first episode of Democracy Innovators podcast. And, our guest of today, that is not just a guest, is Carlo Carlo Michailis. Is it right, the\n\nSpeaker 1: pronunciation? It's, I would say, close. Close enough.\n\nSpeaker 0: And, so which which one is the right one?\n\nSpeaker 1: Michelle Ellis would be the right one.\n\nSpeaker 0: Okay. And, actually, my name is Alessandro Po. And, yeah, and this is the is the first episode of something that we it's it's around one year that we were discussing about this, podcast. Right?\n\nSpeaker 1: Yeah. So, actually, like yeah. I think one year ago, we met somehow, and, there was this idea around a little bit. But we it became more concrete, I think, November or at December, so someone somewhat around this time, I think.\n\nSpeaker 0: And, I I I thought why I wanted to do a podcast about, I mean, civic tech, political tech, these kind of things. And, I mean, I think that is interesting for me to talk about, this kind of topics. But I also thought that many times and this is something we also talked about, that sometime you like in the real world, you talk about, governance, you talk about, technology and people look at you as if you are crazy. And, I also thought, am I crazy?\n\nSpeaker 1: Yeah. Right. Right. It's it's it's it's a feeling that I know very well. But but, I think I think there's maybe one one short story I can tell because, it was it was, I think, very, very important for for, like, why I'm also doing it now.\n\nIs, like, when I was in school, I think it was seventh or eighth grade or so, there was a teacher in politics. I think it was the first grade where we had politics as as a subject. And, he was, like, introducing or trying to, like, explain a little bit why or, like, motivate why why we have the democracy we have. And he was, like, explaining, like, so just just assume, like, you you that we have a society and you want to take decisions. It it was somehow framed already in a democratic setting.\n\nBut the question was, if if we want to have a democratic decisions and if we want to have a democratic system, how can we do it? And he said, like, one of the obvious most obvious things is you just meet. I mean, if you're a smaller group of people, you sit together, discuss, find a solution, write it perhaps down, and execute But if you have a lot of people I mean, this was in Germany, so, like, 80,000,000 people, taking decisions together, it's just unfeasible. You cannot collect 80,000,000 people in a stadium and have a large discussion in some way, whatever way this should be. So so why he wanted to come to us to the point that, like, it's totally obvious to have representatives and to vote for representatives that kind of represent the the, the whole population and then force is is representative for some time and takes all these decisions in a smaller group where decisions are more feasible.\n\nBut, but over time, I think it became clear that, like, I mean, already earlier than this, but for me, it became more and more clear that there are some problems with this approach, like, a lot of problems. And I I think a lot of people who will listen to this are probably well aware of this. And and put it, like, a little bit straight to the point, I would say it's, like, psychological biases that is, like, our problem we have. Like, people are not, like, rational people. They are not electing, like, good representatives in a way.\n\nI mean, we have a very well very, very good example now in The US. And, like like, this is a problem we have to handle, and this simple representation has some problems. And, also, like, the complexity that people are, like, like, globally, like, you elect them for four years, but within those four years, they have, like they they take they take responsibility for all the topics. Like, they really have to know everything, and the more complex the world becomes, the more problematic this becomes. So a lot of problems that are, yeah, well aware.\n\nBut at the same time, we have, like, a lot of new technologies coming in. Like, we have the Internet. It's not not like not like, I don't know, one hundred years ago where people really needed to move physically to another place to discuss or to exchange opinions. Or maybe they could have done it with a letter, but this would still be very, like, inefficient. We can do this more efficient now, and we have a lot of tools available, social media, AI, blockchain, all this stuff.\n\nAnd, yeah, the question is from this perspective, or at least for me, this question is from this perspective, aren't we perhaps just in the very beginning of the democratic development or anti development of democracies? Isn't isn't the system we have not like the end of democracies what we sometimes believe to think when we're coming out of school, like, thinking, like, this is the perfect system, and this this is how it should be forever. But instead thinking, like, this is just the beginning. This was just the very first step of developing democracies. And this was, like, based on what we could do and was feasible to that time.\n\nBut it's perhaps time to, like, advance from this point. And, yeah, I think this is this is for me what this podcast is about, like, starting to bring together all these new perspectives and,\n\nSpeaker 0: yeah, from from people who who\n\nSpeaker 1: thought a lot about about this already. Yeah.\n\nSpeaker 0: Absolutely. Also, like, as I was saying, when I ask myself, am I crazy about thinking about things that do not exist? I mean, as you I mean, we have a democracy, a system that works in a certain way. We elect someone that should represent us. But as you as you said, not always that person is able to do a good job.\n\nAnd I I remember, like, a professor from contemporary history, and he was talking about representants, so politicians. And, actually, in Italy, we have a lot of cases of corruption. Also, some politicians that are you wonder, like, who could vote for them? You're like, why? And, he was saying, that, they are not a special case.\n\nLike, that person, that politician that we think is particular ignorant, it's just one person extracted from the population. And, also, this, I mean, this makes things way more complex because, it means that there is also a cultural problem, not just, like, a political problem. I mean, then everything is political, of course. And, I'm thinking that, what made me think about technology that could help people in deciding and discussing is, is the fact that, if we look about if we look at the past, a conflict that is, I don't know, three three hundred years old or more, could be like religion war in in Europe, we are detached from that topic. I mean, maybe we are not religions.\n\nMaybe we could be Catholic or Protestant. But, by the way, we we are not so attached emotionally attached to that conflict. And so we can see it with, some, in in a clear way. We can see that there were both parties were right in a way. They had their own reasons to to say something and eventually also to fight and so on.\n\nWhile when, there is something when there is a conflict in the present, then we are way more, attached. We have a lot of emotions attached to that event, and so we are not lucid enough to to think in a rational way. And, I mean, using the word rational is is quite dangerous because, like, different kind of, logic and rationality exist. And, yeah, I thought that, technology, I mean, could help us because as you said, in the past, we could just send letters or, like, using this kind of technology that the the hand were like streets, and, there was the post system. And nowadays, maybe we can use technology to to decide in a in a more horizontal way.\n\nWe can create different kind of system. We can create money that expire eventually. We can create money different kind of money. One money when you are paid. One money when you have to pay someone.\n\nI don't know. Like, a lot of possibilities. And, I I think that this podcast, could be a space where to, discover these things, interview maybe researchers that are, exploring new kind of monetary system, new kind of, decision making system, new kind of, also, way of living. Why not? I mean, we are used to see towns in a certain way.\n\nI mean, the towns that we know now. But what about the future? Like, I I've also seen, I mean, in Italy before, like, the pandemic, no one was talking about smart working, remote working. And now people are still doing it maybe a couple of days every week. So I'm thinking about, that a person could could actually leave their hometown and maybe live outside.\n\nAnd so I think that, civic tech, yes, it is technology. It is also participation with technology, but it's also discussing and thinking about the society of the future.\n\nSpeaker 1: Yeah. Yeah. Yeah. Absolutely. So so I I think I think there is an interesting point in this because, like like, you can you can go this I mean, even if we start, like, from this very societal level in a sense, we can, like, go down to the very basic, conversations you can have just with, like, one person.\n\nI mean, you can you can have a very tough discussion already with one person that can be very complicated. It can become very complicated, especially when, like I mean, often if you have a conflict and you're in a very, like, resource rich situations, and then it's mostly doable. But especially when, like, resources went down and you have, like, really not enough time, not enough, I don't know, money, whatever is missing, and then you have a conflict, then it starts to heat up very quickly. And the only thing that helps, like, to to to start this or to to, to, like, solve the conflicts is, like, a very good communication style training, a lot of information available, and stuff like this. And and this is, like, from like like, in in in two dimensions in a way.\n\nLike, the podcast could, like, go from from the very basic psychological way of solving conflicts up to, like, the societal level of, like, scaling up to this high level of solving conflicts because, I mean, eventually, all also on the high level, it all bases on discussions on a low level in a sense. And and yeah. And and so it's also interesting, like, to understand or find guests here in this podcast that could help us understanding in a way, like, how do these conflicts evolve? How can we solve them on a small level, and how can we solve them on a larger level? And, and how can we include, especially on larger levels, how can we include, like, technologies that we have, like AI?\n\nI don't know. Perhaps perhaps, blockchain, perhaps, I don't know, scientific, insights from collective intelligence, from complex social systems, whatever whatever is around there, or just politics science or economic science. Everything base basically.\n\nSpeaker 0: Yeah. Absolutely. And I also thought about, I mean, I asked myself, what are my expectation for this podcast? And, you know, you one could expect that podcast I don't know. You became rich, because the podcast, but no.\n\nI I I think at the end is to learn something. I mean, we already recorded some episodes, and, it was super interesting to talk to, to the people that, I interviewed. And, yeah, that that is the the the things I I liked more because, everything is about I mean, this also make me think about the system we are living in where we usually learn when we are young, and then, we don't have to learn anymore. We know everything. And this is not true.\n\nAnd I think we should, I mean, several times we had also discussion about education. And, I mean, this is not so connected with civic tech. But this is the cool thing about civic tech that is connected with everything.\n\nSpeaker 1: Yeah. Absolutely. With everything that is, like, concerned with the society. Yeah. Absolutely.\n\nAnd and and and as a like like, also, like, from from what I said, like, if if we're talking about society, is it, of course, includes also the individual and how the individual works. Yeah. Yeah. And and and I think I think there's another interesting point in what you said because it brings brings us back also to this point, where you said that there's sometimes this feeling of, like, feeling a little bit crazy of what we're doing, you know, like, engaging for, like, new democratic development, but actually no one has asked for it. I mean, you know, everyone is just asking for we need to, like, stay strong in our democratic approach in principle, whatever this means.\n\nBut, there's not much around like that politicians are saying, like, we need a new way of thinking democracy. This simply does not happen. So no one I mean, no one is asking for reinventing democracy in a sense. So that's why it feels a little bit crazy, like, investing significant amount of time often, like, in our case, but also in the case of many other people with, like, very few or perhaps even no funding at all available thinking about these things. And I think, actually, this is also an interesting thing of this podcast.\n\nWhat is also kind of my expectation expectation, actually, is that, like, when we hear two more voices in this, in this in this, like, space of people who are thinking about things, maybe over time, it it feels a little bit more common. You know? Like, hearing to someone who has worked in this space for, like, five, ten years, perhaps. Maybe in a small niche and another one in a small niche working on this for three years and another one in like, one perhaps in more tech technological niche, the other one maybe in a little bit more, I don't know, sociological niche, whatever. But then hearing all these voices together after some time, I think, they will they will stay the impression of I mean, we're not alone.\n\nI mean, there are a lot of people thinking about this, a lot of people innovating things in this direction, and I think this will help us also to not feel so crazy anymore.\n\nSpeaker 0: Yeah. Exactly. And this is the could be the main reason why we are doing this, to not feel alone Yes. Yes. In a way.\n\nAnd, but\n\nSpeaker 1: yeah. But but they are then then then also, like like, of course, some I I I just added in now. Add some some some practical things, in in terms of expectations, like, like, just to get inspired, of course, by some others. So, I mean, I had the the the lucky chance to hear to the first recordings you have you have done so far. And for me, it was very interesting to hear those voices.\n\nI it actually much more than I've expected. And, and really, like, people and and also, like, what what is also a little bit surprising for me, it's not like just just like people are, like, coming up for, like I don't know. They've just started half a year ago, and it's, like, like, you know, just a hype thing, and then they leave again. But there are some people who are really, like, years of the time investing and thinking in this direction. And this really feels like there's something going on, and there's a chance to to develop things.\n\nAnd also, like, on the technological side. I mean, this is something where, yeah, this podcast will probably evolve a lot in the future, but also, like, in introducing all the, the technological developments. Because, like, when we talk about AI, we're talking about the risks. We're talking about how it can change industry. Maybe we talk about how it can harm social media.\n\nIt can how it can harm society, but not so much the opportunities. And, perhaps we can put some effort or some more perspective on this.\n\nSpeaker 0: Yeah. Absolutely. And I think you also about, you remember when we first met, yeah, around one year ago, and we also talked to other people that were working on similar projects. And, and they realized that we also had some similar, mental processes. Like, we were stuck all in the same point.\n\nWe were motivated by something quite similar. I don't know. We studied the, two different thing, could be psychology, physics, history, computer science. And there were all these common things between, these individuals that came from all over the world, but, with kind of similar attitude to do something that, as you said, no one required for. Like, no one asked for a new kind of democracy more horizontal and, different from the one we have.\n\nAnd, I I think it will be interesting, like, to also to say something about us, like, who we are.\n\nSpeaker 1: Yeah. Sure. Yeah. Yeah. So shall I start or so would you like yeah.\n\nSpeaker 0: Yeah. Yeah. Sure.\n\nSpeaker 1: I can okay. So, yeah, a little bit to my background. So, actually, I have a quite long kind of, I would say, academic background. So, that that's started a little bit earlier, perhaps. So after school, I was one of the last, years where, like, the military service was mandatory in Germany.\n\nAnd, I, in in Germany, it was at that time possible to do, like, a social year somehow, voluntary social year as replacement for this military service where I decided for. And I was, like, always interested in understanding, like, how the, like, how the humans work in a way, but also in how the world works in a way. But the humans were a little bit more in my my, focus. And then I decided to do this voluntary social year in a, like, addiction therapy institution, like, therapy institution for drug addicted people for a year, and this was quite interesting. And I stuck with this idea.\n\nLike, within this year, I, I, like, strongly decided that I would like to study psychology, but I also and that was quite interesting develop development for me, decided to definitely not willing to be to to do therapy, because I always had the feeling, like, you know, if if you're working with drug addicted people, you realize at some point that all these problems that happen in their life, and these were, like, adults, are like like the the problems secured already in their childhood or at or latest in their youth. So if you look at their, like, life history, you realize, okay. That's a clear reason why they they end up ended up there where where they are now. And I always always felt like it's good that we have therapists. It's very important to have therapists.\n\nNo question. But for me as an individual, I always felt like I'm too late. You know? I'm I'm I I I don't want to, like, help people at a stage where you cannot really help anymore. You can just make it a little bit more comfortable, but perhaps you can also help a little bit.\n\nBut for me, it always felt like I'm too late. And then I was always thinking, okay, how like, where's where's the excess? And actually, I mean, you you mentioned this already at some point before. Actually, I thought I would like to improve education, like the educational system, because I thought this is like where, like, as a society, you can have most access in, like, improving the abilities and skills of people. But over time, this changed.\n\nAnyhow, I still decided to start psychology, which was a good choice, I think. But within the first year, I re I realized, like, it's, somehow not no. No. The the methodology was not, like, resonated not enough with me. So so psychology is in social science already a quite, like, statistical, method, like, field, but, it was still not enough.\n\nAnd, I I've had always, like, I need more, like, hard skills in a sense. And then I started to also, like, studying physics. And at the same time around this time, I also developed this hypocrisy project I'm working on, like, how, like, decision making could be scaled. And then, like, I did somehow everything at the same time. I was also working as a freelancer at that time for web development to, like, fund my studies.\n\nAnd, after around five years, I was able to, like, finish both, like, a bachelor in psychology and a bachelor in physics. And, also, the advocacy project was, like, going on and, like, I developed my my, web development skills. But I wanted to go I think I wanted to go a little bit deeper into the, like, method methodology. Yeah. The the methods part.\n\nAnd, I I I saw at that time that, like, I had different things, of course, in my mind. It was never that clear. But at that time, I I had the feeling, like, that perhaps science is the way I would like to go. And if I would look, like, the go to the way of science, then, like, statistics is what you need because this is, like, kind of the language of science. I mean, it's not only the language of science.\n\nIf you want to to understand how things, like, work in the nature, it's always good to have statistics available because it gives you a little bit, like, certainty about what, you know, what correlates and what doesn't correlate in a way. Like, helps a little bit to overcome psychological biases in a way. And, that was a very good choice, I think, because I was not only learning a lot about about statistics in general, it also helped me to, like, like, get a solid math understanding. Because even though I studied physics in my bachelor, I I think in my physics bachelor, I was not able to really grasp the essence of math math, so of mathematics. But this was came then on in in this statistics master.\n\nAnd I also, got first insights into machine learning, and this was also quite interesting and very unexpected because I had not thought about machine learning at the time. But that was the time around, I think it was 2015, 2016, 2017, somewhat around, where, like, deep learning started to, come up. And it was, for me, quite interesting time in in, like, digging into this. And I learned Python. I learned, like, various building very simple neural networks.\n\nAnd then during my masters, I realized there is something interesting, like an interesting field called computational neuroscience. I was never hearing from this before, but at the time, I was, like it was the first time that I heard of it. And, in this field, I thought it I I found an opportunity in a way because I thought, okay. This is perhaps, like, the best chance to understand, like, human nature in a way because you're going down to the neurons, simulating them on your computer, and can check if it works or if it doesn't work. You know, you have a really good, like, check-in a way.\n\nAnd you can always you'll get inspirations from biologic from biology, some from, like, experimental neuroscience, and you get results from your computer simulations, and you can always compare it. In the end, it turned out that I was, during that time, always not so sure if it was really a good choice. I was like, like, probably every PhD is struggling struggling a lot during PhD time if it's really a good thing to to continue with it or to just drop it. Eventually, I made it and I finished it, but I'm still today not not sure if it really, like, was a good benefit for me or if it would have been better to, like, start something else earlier. But I don't know.\n\nI for sure, I gained a lot of insights that were that that are valuable in any way. Yeah. So in in in in any case. And, yeah, after that, I moved to Sweden with my family. That was just, like, about one to two years just pure survival.\n\nThere was not much going on in my life otherwise than just trying to handle my two kids and, like, renovating the house and trying to, yeah, kind of survive the situation. And it was just last year that I started to think about, like, okay. What what next in a sense? You know? What do I want to take a job?\n\nI mean, with a PhD in this field, you have good job opportunities, but it also means you have to work full time and not much time at home. Or would you like to focus on freelancing? Or would you, yeah, like like to be the crazy guy that tries to to help improving democracy? And I somehow decided mostly for the latter, and I activated some like, I I I tried to to go back a little bit into science, but this time from totally another direction, like, a little bit more from the direction of applied IT design processes, like, collective intelligence perspective, which is still, like, somehow connected, but, yeah, very different in a sense. I made good contacts with professors who started to support me a little bit, but still without funding and, still freelancing to to keep me, like, to keep me surviving, with the hope that this sometimes plays out.\n\nAlso looking a little bit into, like, entrepreneurship, like, if I'm I'm not part of a company and perhaps finding another one this year. Let's see. Yeah. But this is this is where I'm now, and I'm I'm kind of just starting. And, actually, when when when I met you with this idea of the having the podcast, for me, it was quite clear that this is kind of an opportunity.\n\nNot not only because you're like, like, I always thought you're, like, the perfect person of, like, interviewing people in this topic, but also, like, because it it could bring me into a position of talking a little bit of what I'm thinking, could, like, benefit my project a little bit, even if it's just indirectly, but still. And, yeah, and also, like, bring this as as we said before in our expectations part in a sense, like, bring this whole topic forward in a sense, and and making it a little bit more public and also, like, get insights from other people, making connections, collaborations. I mean and and this this is not something that is only for me a benefit or for you. This is hopefully also a benefit of for all the other people, like, for all the other listeners, but also for the guests who maybe realize that there's someone else around doing the same same thing for five years, and they were just not aware of it perhaps. Yeah.\n\nThis is, was probably a little bit long.\n\nSpeaker 0: No. No. Thank you for also for the kind words. I I was thinking that, in this particular field, maybe I already said it other times. But, like, when you find someone that is doing the same in other in another field that you have, that person is a competitor.\n\nWell, here, a person is a collaborator. And also with, another friend that you also know, we were joking about, okay. Someone want to steal our work.\n\nSpeaker 1: Do it, please. Yes. Absolutely. That's that's what I also always say. So, like, I I met some people who said that, yeah, like, with your project, aren't you afraid that someone just copies your code when you do everything open source and you, like, document everything and every everyone can understand what you're doing?\n\nAnd I'm like, no. I mean, I would be happy if people would do it. Like\n\nSpeaker 0: Yeah. Please please do it. I want to read novels. I want to just, walk in\n\nSpeaker 1: the room. Of course. Yeah.\n\nSpeaker 0: Yeah. This is something very exciting because, I see that all these, yeah, all the people that I met, like, they really believe that something can be changed. And so, yeah, what benefit me or you also benefit someone else? And, also, this is something specific about, technology, I will say, where if I write a program, then you can use the same program. And another person too, you don't have to write it three times.\n\nAnd, many times I thought, what is, like, in in the real world, ideas work like this? They are the only things that are replicable without, losing the original, I would say. Maybe fire in some way.\n\nSpeaker 1: Yes. Yes. Yeah. Yeah. It's it it it it it it doesn't cost any additional resources to share it in a way.\n\nYeah.\n\nSpeaker 0: Yeah. Yeah. Exactly. And, yeah.\n\nSpeaker 1: Yeah. But but but but, before we start, like, drifting in another direction, what about you? So your background and\n\nSpeaker 0: So my background is, quite mixed and confused, I would say, because, I I mean, I can say that I started with, some, scientific studies in high school. But back then, I also really liked literature. I mean, I was reading a lot of novels, but on my side, not for school. And I never liked literature when I was studying it at school. And I remember I was not motivated, so at a certain time, I left high school.\n\nI was in, I mean, we have five years of high school in Italy. I was at the third year, and they how do you say? When they, I mean, you have to repeat one year, basically. So but, really, I was not motivated. For me, I had the impression I was not learning, that everything was a sort of kind of exercise, but not really something useful.\n\nAnd, and so I went to this evening school about computer science. And, I also started working as a help desk, system administrator help desk. And they also left the evening school. So I was without any diploma. And, I worked there for almost five years.\n\nThen I remember, like, one day, I thought, okay. I'm wasting my life. I mean, there was also my boss. I think I was 23, 24. I don't remember.\n\nAnd my boss was around 40, and he told me, oh, I was your age when I came here. And so I thought, okay. It's the moment I have to quit. Otherwise, I I I will wake up one day in a place that, I mean, it's not something that I choose. It just happened.\n\nSo I went no. I actually left that place, and they started writing. And at the same time, also sewing backpacks. I had this thing, like, I I actually wanted a backpack, but they were quite expensive. So I found a, a community, a forum, where people were, sewing their backpacks, and also some of them they were selling.\n\nAnd, what I thought is, okay, they are sewing a backpack. If they can do it, I also can do it. I mean and, at the end, I spent much more like, I spent a lot comparing, I could have bought a a very nice backpack, but, maybe I would not have had the experience. And, yeah, then I went back to high school, the same evening high school, and, I had to do two years. So in the same, chair that during the morning are used by normal student.\n\nYeah. For two years, I went there. It was quite interesting. I also met some interesting people. And, it it was also very, very interesting for me because it's it is different.\n\nWhen you're a kid, you're just there because you have to. When you are a bit older, you understand things a little bit, better. And, also, it was a little bit different because when I went there for the first time, there was the, how it's called where you write the back, black Blackboard? Or Black yeah. Yeah.\n\nExactly. The blackboard. And, when I went there for the second time, there was a a touch screen. So it was also very different in a technological advance. And, yeah, I mean, I got my diploma, but then I thought, okay.\n\nI don't want to work in the IT. I mean, I saw that all my friends that were working in the IT, they were working for some big company, for a bank, or something like this. Well, I was very, I mean, back then, I was working on a prototype of a back panel because I have back pain. I was I had back pain also when I was studying. I have a back pain when I sit down.\n\nSo that's why I thought, okay, maybe a back panel could help me. And, I mean, I released it as a open hardware, open source. I don't know if someone has built it. I don't know. But still it's a project I I think in the future will be interesting.\n\nI don't know. Maybe in ten years, twenty years, I will go back to work on it. And, yeah, I mean, I decided to to study history. It's something that, I mean, I think that everyone of us is interested by what happened in the past, but not everyone of us in is interested in studying history. So I was interested in the past, but I never had the time to sit down, schematize everything, to make the timeline, to remember to the connections.\n\nAnd so, yeah, I did it for three years and three years and half. I studied in Milan. And then now I'm and then later I decided to do a master in global history that I'm still doing right now in Bologna. And, and I thought that, you know, like, it's like I changed my path completely, like, from computer science to history. And I remember there were also some professor that told me, Batali, you were good in computer science.\n\nWhy are you crazy? And, but still I'm convinced that that was the right thing to do, because at the end, also my thesis during my bachelor in history, was about blockchain. And, my master thesis that I still have to write will be probably about civic participation and the things we are discussing. And, also, yeah, about expectation, I expect that this podcast will be helpful for my thesis, and and I'm sure it would be. And, then what about me?\n\nI mean, I like the blue color. I like to read novels. No. Yeah.\n\nSpeaker 1: Yeah. No. No. I mean I mean, this this gives already a good impression, actually. Yeah.\n\nIt's it's interesting. I I like it really. I like this, or, yeah, I like this combination of, like, history and technology. I think this is not probably not very common. I mean, actually, I experienced something very similar.\n\nLike, when I, like, studied psychology and then started, like, a second subject in physics, it was also, like, many people were I mean, me too, of course, were confused of, like, this is, like, very different. I mean, it's not too uncommon that people study two things, but then it's normally very related to each other. But, like, physics and psychology are I mean, both are more or less natural science, but, you know, it's quite far and distant. And and, I mean, if you if you study two things which are which is quite close to each other, you can always do most mostly you have courses that you can can use for the other subject. You know, if if you want to have a bachelor in this and a bachelor in this, and you can take some courses here and take some courses here and you can you can, like, interchange them in a way and save that save save some time.\n\nBut if you study physics and psychology, you cannot exchange anything. It's, like, completely different. And it was also, like, quite a crazy feeling because, like, one day sitting in a lecture psychology lecture and one day sitting in a physics or math lecture, you have totally different people around you, like, thinking in totally different ways. Like, I mean, not totally different, but you certainly feel there's a difference. And I could imagine that, like, the difference between computer science and history is probably similar.\n\nLike, you know, we have to deal with completely different perspectives. People, I don't know, setting, I don't know, frame the the whole framework is different in thinking and seeing the world.\n\nSpeaker 0: Yeah. Absolutely. And then there is also, I don't know if it is particular from Italy, but I think it's particular from the, I mean, people that are studying history that a lot of time, there is a sort of kind of attachment to the past. So sometimes there is, like, a sort of not denying technology because, I mean, of course, all history students, they have, WhatsApp. They use, computers and cell phones.\n\nBut they use it as as it is. Like, if it is part of reality and so you use it. And, yeah, sometimes there is not really, like, an open mind, toward technology, and I think it's a pity. And the university and the I mean, the academic world in some ways is quite responsible, of this. I mean, I think they should change something.\n\nAnd, yeah, as you say, like, not a lot of people studied very different things. By the way, I saw some similarities between, let's say, computer science and history. I mean, computer science is also science of information. I mean, and information is power. It is power because, I mean, it can be seen in two different ways.\n\nLike, let's say, a government decide that just some information has to be has to go on newspapers. And so you let's say you manipulate people with some kind of information. And then also information is power because, I mean, based on the information you have, you can act in reality. Like, we can now record a podcast. We can because we know that this tool exists, and we know how it works and so on.\n\nWe know how to put up a website and so on. So I see them as quite interconnected, but just because I had maybe some time to dig in. And I think the same for for your for psychology and physics.\n\nSpeaker 1: Yeah. Absolutely. Absolutely. And and it's it is this this brought up an interesting perspective for me because, like, I mean, this is also an at least in my perception, like, a quite problematic thing of our time because as you mentioned, like, there are so many, like, technologies available, tools available, knowledge basically, information available. And, in my perception, it is really hard, like, to come up with all of this.\n\nAnd you need to learn more tools, not just to be able to control these tools, but also to be able to, like, like work through all this information that exists in our very, very complex world right now. And I, I think, I really think that this is also very, important part of the problem of our modern democracies in a way that there's so much information available. And it is so hard to come up with, like, filtering this information, and, like, finding the good information in it. I I I think I recently heard in the podcast, I forgot with who it was, but it was like, he he stated that, like, like, getting information is not a problem. You know, you can get information very quickly, very much.\n\nNo no issue at all. The problem is getting high quality information. This is what is hard. Like, like, distinguishing, like, the few information pieces that are really relevant between this ocean of information pieces, which are not really relevant. And I think this is something which is so hard in our times and also so hard for democracies because it's so easy to, like, like, bring peep people in directions where, like, your whole perception of the whole world starts to be different from what it really is actually.\n\nAnd it is so hard to, like, extract the the relevant information in the sense of what really is actually. Yeah. And and this this is also something where I think, like, the traditional democratic systems are not functioning actually anymore because they are not designed to to, like, tackle this problem. And, yeah, this is where we definitely need new approaches. So it's just just like, your perspective just brought me back actually to this, democracy thing.\n\nSpeaker 0: Yeah. Democracy. Democracy. Democracy. No.\n\nIt's it is super important, actually, because sometimes we think that democracy I mean, I mean, democracy is just a word, of course. But, yeah, sometimes we we think I mean, we are not used to see violence in our world. I mean, we see violence every day, because but a different kind of violence compared to the one that maybe people in the past have seen. Like, I I've never seen a civil war on the street. I have never had bombs on my head, on my house, and I'm very lucky.\n\nAnd, but, yeah, I I think that sometimes we forget that all this democracy. And, at the end, we are talking about, I mean, it it is so easy when there is a conflict. We first disagree about something, and then suddenly we start killing each other.\n\nSpeaker 1: Yes.\n\nSpeaker 0: Yeah. I mean Yeah.\n\nSpeaker 1: It yeah. It is like it is like this. Yes. Yeah. I mean yeah.\n\nIt's, I I mean I mean, as as I said in the beginning, it's it's already very hard on a personal level, but, it's even harder if you have, like, groups of people and, like, group group dynamic dynamics coming into. I think I think also, like, there was another, another I think it's, this this this British economist who was like, a trader before at this, at this bank in in, Citibank, I think. He's I forgot his name. But he was, he was also also mentioning, that, like, we should we should see it more like this that, like, the unstable situation, I think it was from him, that, like, unstable and unequal situation in societies is much more common than a stable situation and an equal situation. So, like, like, when we grew up in, like, the nineties, let's say, nineties, early twenty February, it was very common.\n\nIt it the perspective was was always like there is, like, democracy is on the rise. This is the way to go. This is where eventually every country will come up. Every country will live in wealth, and every single people will be wealthy in the end. So this is like the story that society was telling us in a way.\n\nBut the actual story is, like, if you go back in time, it was, like, most of the time, like, inequality killing, like, some peoples with much with much, much, much more power and money than others. And, it was like, we have to be careful that it that it's not just, like, that we're not just like, after World War two, we had a small phase of perhaps fifty years where everything was wealthy and equal in a sense, at least sufficiently, and that things turned round back not to, like and, I mean, not only to an undesirable, state, but to a more stable, unequal state, like, in a sense that perhaps inequality is a more stable state than equality is. And, we have to be careful because keeping, like, equality costs a lot of effort all the time. Like, you know, you keep the fire running in a way. If you're if you're if you're not doing something, it just goes off, and that's it.\n\nAnd I think this is also a perspective that is, for me at least, quite new because, like, I grew up in a world where until perhaps some few years ago, everything was still in this perspective of, like, everything becomes just better every year. There's no way back in a way, But there's no guarantee that it's it will be this way. Absolutely not.\n\nSpeaker 0: Yeah. It's it's, in a way, it's a it's a sort of kind of religious attitude, like, to think that, it's gonna be different, like, in the future. And, I mean, all kind of ideologies in a way, but also, like, I have faith that technology could help us to build a better world, but still it's faith. I'm not sure about it. I mean, I'm quite sure, but still I have to consider that is\n\nSpeaker 1: Yeah. I'm I'm I'm actually I'm actually very sure, but only if it's, like, if it's, like, done in a good way. One remark, perhaps, I just found that Gary Stevenson was the name of the guy who was, who's dealing a lot with inequality at the moment. Anyway, so, the point was sorry. No.\n\nI I\n\nSpeaker 0: thought you were stuck. Yeah. Yeah. Bring me bring\n\nSpeaker 1: me back to the topic. I was my my my my part of bringing in Gary was, like, confusing me. Bring me back to the topic.\n\nSpeaker 0: Well, I also forgot. Both well, we have to say that we are not so used to do podcast.\n\nSpeaker 1: Yeah. I yeah. No. No. I'm I I remember.\n\nI remember it was, like, the technology will definitely help. And, Oh, yeah. And I think it will because, like, from a very, like, abstract perspective, I like, this is a little bit like a perspective that I I gained from, like, my studies in a way. It's like, a world is very high dimensional. Very, very, very, very high dimensional in a sense.\n\nI mean, not not in in in the dimensions, in spatial dimensions, but in, again, general, a lot of dimensions. Like, a lot like, these informations are nested in a lot of dimensions. But we can imagine like, our like, our brain can only imagine, like, up to three spatial dimensions. So our vision, our like, what we can what we can imagine is, like, stops after three dimensions. And this makes a makes a big makes a big problem in a sense because very complicated or even complex things, we can only like, we cannot really grasp them because we can only see them in a line and, like, small drawing on two dimensions or maximum in three dimensions.\n\nSo what we actually do when we do science or when we think or when we observe is, like, bring this high dimensional information space into, like, two or three maximum three dimensions. And this, of course, is always wrong very, very wrong. So we need to be very careful to, like, get the correct perspective on these two, three dimensions to make as, like, as least error as possible in a sense. And I think what, like, what the or the the opportunity of technology is to help us doing this dimensionally dimensional reduction in a very good way. So this is this is definite so I'm 100% sure, actually, that this is the opportunity.\n\nBut the danger is that we, like and I'm I'm not sure. I mean, this is probably your point in a sense. The danger is that we use it in the wrong way. Because what I said only holds if we use it in the right way, if you use it as an assistant. Like, perhaps I'm I'm spoiling a little bit, but in the first episodes, I think there's a common sense between the guests that, like, technology should, in at least in in the society and and democratic processes, only be an assistant and never, like, take over the the process and, completely.\n\nBut I I I I certainly see some danger that this could happen. Like, that someone says, okay. Let's build an AI that actually is doing the these these decisions for us. It will be better than what we do in whatever way, or that we I don't know. Whatever system we develop and, like, just leave it to the system because we're lazy, you know, often humans.\n\nLike, we are very lazy, so it's very easy to do it. And then it then I think it can be it can become a danger. But as as as long as we use it as an assistant that helps us to, like, reduce the information space to, to, like, what we can understand and to, like, make use of the information we have and extract the useful information, I think it will benefit definitively.\n\nSpeaker 0: Absolutely. The things about, multidimensional, spaces is super interesting. And, I I'm thinking that, this AI that could organize all society by itself, I I think this is the most dangerous thing, because I'm sure someone will propose to use that, system in the future. As you said, no one asked us to rethink democracy. But democracy as we see it now is also a structure of power.\n\nAnd so, like, I see it functional for the people who has who have power now to have an AI system that does everything by itself without any needs to explain the choices that the AI will suggest. And in a way, I think this is, quite, similar to how some technical, decision technical political decision were taken also in the previous years. I mean, I'm thinking about economy. Like, most of the people do not understand anything about economy. Also, like, I do not understand honestly why we spend so much money on, some stuff and not on health and not on education that is super important.\n\nSo I cannot understand this, but there are people that have a lot of economic knowledge and technical knowledge that say, no. We have to spend we, I don't know. It could be for weapons, could be for private company, for many things. And it's quite hard right now to debate about if it's right or not. And I'm thinking that if eventually, if there will be an AI that decide for everyone, then it's not going to be possible to oppose, because we are not smarter than, an AI.\n\nI mean, we are smarter, but in a different way. And so I I think that's that is also the reason why I thought that, it is so important to to take care of this, I mean, to talk about possible governance system that are not a black box, basically.\n\nSpeaker 1: Yeah. Yeah. Absolutely. And and I think I think to to add here some some point is, like, if if an AI would take over the democratic decision making process, it would basically bring the power to those who decide what kind of data is used to train the AI because, like, the data that is used to train the AI decides eventually what the AI will do in a sense. And, I think I think it's it's basically just a shift of power, not like a change of power in a sense.\n\nThere will be some company organization, whatever, that has, like, the power of of training this AI, and this those are the ones who have the power of maybe not deciding, but at least influencing in which way, decisions will come out. And even though so even if this this organization that is behind has good intentions, it's still, from a from perspective of the process, a questionable thing if if we if we really would like have that way. And I think in principle, this this this points out a very, deep problem, actually, I think, because I think I think I think the the problem is to, to develop democracy. And I think this is the stage where where we are right now, to develop a new democracy which bring out out kind of collectively intelligent results without sacrificing the opportunity from everyone to take part. Because you can easily build a technocracy, you know, where you have some experts, however you decide on these experts, but you have some experts deciding on what is best to do.\n\nI'm I'm I bet that probably if, like, a group of scientists would sit together for every, like, topic and would decide on that, like, independent from company decisions, independent from other irrational processes, biases, whatever, would focus on finding a good solution. It would not be the best ever, but it would be much better than what we have now. But it would ask the question of, legitimacy, like like, who is the one deciding who the experts are in a way? But in principle, this is what we need. So we need some way of system that allows us to have, like, more intelligent collective decisions without sacrificing the the democratic part in it.\n\nI and I think this is the challenge we have to face, and this is where we may use technology for. May maybe I mean, when when I said technology, I I always also include signs in a way that you know, when we talk about technology, we always only think on, like, computers or industry or stuff like this, like, more or less physical things. But when when I say this, I also mean, like, insights about, like, us humans in a way. You know, if if neuroscience makes progress, if the understanding of our brain makes progress, this also helps a lot. Or or or like like like if if science and direction of complex social systems make progress, this helps a lot of designing new systems because we better know how we interact.\n\nLike like, for example, game theory, you know, this brings a lot of lot of insights about how humans interact under certain conditions, and it does helps to design systems where you can bring out the best for everyone in a way.\n\nSpeaker 0: Yeah. I'm thinking about, you mentioned, like, now complex social system, and that could be also a sort of, maybe description of the podcast. Because, actually, the idea behind the postcard is, to interview people, that have knowledge about certain topics. I mean, they could be professor. They could be a researcher.\n\nThere could be politician, journalist, independent scholars, I don't know, that studied something specific and that can, tell us the the the product of the research, or we could discuss with them, about possible possibilities. And, I mean, this also create a sort of network, between the people. And, I mean, it was before, the podcast when we were just chatting that, I was saying that I had the impression that, at the end I mean, there are people inside this field, but not so many. So they all know each other after a certain time. After that, you work for five year on the same project.\n\nThey all know you, and they all know your project. And, and, yeah, maybe it's a complex social system that will try to rethink democracy. And as you said, maybe this is not the end of democracy. Maybe this is just the beginning of a new kind of democracy, but more horizontal where where everyone can have more possibilities, not, where everyone is not so tied by their social origins also. So something more equal for everyone.\n\nSpeaker 1: Yeah. Absolutely. And at the same time, like, at the same time, bringing out, like, kind of better results, like like, better in I mean, it's it's hard to define better, but I would say better in the sense that if you include a lot of people in the process, it should be like, it it it the result should come out in a in, like, like, a reasonable time in a sense. You know? You I mean, you can have, like, with 100 people, a consensus based discussion with a very good result in the end, but it will take so much time, that you're perhaps willing to sacrifice a little bit of the result.\n\nPerhaps the result is even better with another system, to to gain, like, 100, like, 100 times faster process in a way. But, yeah, but but but but it it has we have to find a sweet point in that sense. You know? We we we don't want to sacrifice too much of of the result, of the quality of the result, and we don't want to sacrifice too much, of the efficiency, of the speed of the process. But, like, actually, in my perception, the current democratic systems are like the kind of both is not fulfilled.\n\nYou know, it's it's, yeah, it's it's not that fast, not that good results, not that efficient. I mean, I mean, it's not bad. I mean, we can happy we can be happy that we have it, but I think there's a lot of, like, room for improvement, I think.\n\nSpeaker 0: At least I feel so. Yeah. Absolutely. It seems like a sort of MVP, a little bit buggy. Yeah.\n\nYou know? Yeah. That you say, okay. Nice project. Okay.\n\nIt works. But, yeah, please work more on it. Yeah.\n\nSpeaker 1: We can see you're heading in the right direction. Please come back in a little bit later when it's a little bit more mature.\n\nSpeaker 0: Exactly. So I I think this is the, yeah, like, investigating about, possibilities. Like, not just with people that are super pros about new digital governance system. It's also nice to hear some critical voice sometime. Also I mean, because there is a there is a lot of, as you said, the if we use technology in a good way, we can change the world or the system in a good way, but it's so easy to do something wrong.\n\nSo I really think that this has to be, like, something, like, really a collective process, a complex social collective system process. I don't know. Also, I'm thinking about, that in the future, but this will open another chapter. I mean, maybe constitutions will be written in a different way. I'm thinking about smart contracts, so not just with phrases and articles, but, like, in a very precise and mathematical way.\n\nAnd, also, this allow to write that contract, that constitution in a collective way. And then thinking about that, more minds, more people are participating that in this process, and then the outcome will be proportional to to the effort put.\n\nSpeaker 1: Yeah. Yeah. Absolutely. So, oh, what, this this really opens up a new new part. I'm I'm I'm perhaps we should we should not extend too much on this because we are already, like, much much, later.\n\nLike, this is much longer than we have expected. Anyhow, I I have to put something in here. So, I think I think this this relates a little bit to this phrase, code is law, which is especially relevant in, like, this blockchain web three community where, like, if you write a smart contract, it somehow defines how peep people behave. I'm still very impressed. Like, for example, if you look at the, Ethereum staking mechanism or also from from, like, from other projects, the staking mechanisms, this is, like, really a in in my perception, this is, like, already a very well developed collective intelligence mechanism in a way because, like, it counterbalances I I I don't know if it's intelligence in that way, but it's it's like a a social algorithm.\n\nThat's perhaps a better word. Like, you know, it it counterbalances so many interests. I mean, Bitcoin was probably the first one, but but now it's gone a completely different level. It it counterbalances all interests in a way that, like, the the whole group benefits from it. And I find this super interesting, and I think there's a lot of more potential in the future.\n\nYeah. And and I I think it also has the potential to, like, bring code into law in some some way. But this, of course, is then, like, brings up the question, like, who's deciding about the code, of course. But as you mentioned, this is then the question, like, we would then be required to collaboratively write code. This is then the core of the decisions in a sense.\n\nSo we have to find ways to code together in a way, to indirectly define our laws, that that we, like, yeah, that we use.\n\nSpeaker 0: Yeah. But I'm quite optimistic. I mean, many times, I thought about the way, people in computer science are collaborating, and they are doing it in a very quick way. I'm I'm thinking also about people that are just developing a product. I don't know.\n\nLike, it could be Microsoft, could be Google. I mean, they're very efficient in collaborating. And many times I thought, okay. What if we apply this to politics? Like, what if people that studied that something else could be philosophy, anthropology, psychology?\n\nIf they use the same way, the same technology. And, so it it is a collaborative process. And one of the things that, I'm I mean, I think it will happen in a natural way, but, like, to include as much as, different point of view. Like, different point of view would help, the collective process to grow. And I'm thinking also that this is, in a way, a male word, the one about technology.\n\nMaybe now there there is, of course, some interest, also from, I mean, there are a lot of women that did the, very interesting projects that, I mean, that that did a lot. But still, like, when I was looking for guests to interview, I saw that this is something where more mails are active. And, yeah, it it just, I thought that I had because, and, yeah, also about some readings that I was, doing. And, also, if we look at the past, like, most of the words were made by males. Most of the power were were was hold by men, yeah, males.\n\nAnd, and so, like, if we are thinking or building a new world for everyone, I mean, there has to be different skills, but also different point of views. And the the different point of views are also given by the experience that we have living in the body we have. So I think this is also important. And, Yeah. And Yeah.\n\nSpeaker 1: And I I think that that lies also, like, the question of, like, power again in it because, like, for example, if, like, you would write, like, like, code that is law in a sense, for for example, in blockchain systems, it really, like, asks the question, who is capable or who has the power of, like, taking part in this? I mean, this is something that, for example, Primavera de Filippi, interestingly, I've I've a book here lying around. I wanted to start reading it soon. Hopefully, I have some time soon. Or also, like, for example, who are, like, warning I mean, Primavera de Filippi, but in primaverity, but in principle of warning, like in saying, okay, like if, if we write like, like law in code in a sense, we need to be careful of who is like doing it actually.\n\nAnd, and like, who's governing this in a way. And if it's only like a few, let's say, male programmers that have the power to take part, because the, those are the only ones understanding like how to code smart contracts, for example, then, yeah, then you have, again, like a small group of people who can decide on how like code is is coming into existence. And and probably much more complex power structures structures especially in the blockchain world. You know? Like, a lot some people have a lot more tokens or coins than others and have more power in deciding what comes in and what is not coming in and so on.\n\nYeah. So this is also a very complicated topic. Eventually, I think it's like this. Before we, like, should start implementing democracy and blockchains, we should make sure that, like, the participation process is, like, at at least sufficiently equal in a way.\n\nSpeaker 0: Yeah. Absolutely. And, I see the potential, like, to to not stop these episodes. Like we could talk for another three hours.\n\nSpeaker 1: Probably. Yeah. But we can we can take this as a chance to to add to our let's let's say it this way. I mean, this is anyhow an idea we had. Like, we just we just rescheduled it.\n\nSo for us, we stop here and we just continue, I don't know, in some time again, because there was anyhow this idea of, like, having some reflections on some episodes. And I really I really think there are in the in the upcoming episodes, there are some very interesting things that we could discuss and that could could influence our discussion. Yeah. Let's let's stop here perhaps. I I I quickly just wanted to drop, like, like, if people are already listening to this, I would ask them to subscribe.\n\nAnd if they are listening on YouTube, I would ask them to like, to subscribe and to ring the notification bell, of course. Okay. I quickly wanted to, to motivate this. And with this, I think we can close. Right?\n\nSpeaker 0: Yeah. Thank you. Because I I'm not really good at, asking to to bounce and so on. So thank you a lot. Yeah.\n\nSure. And, yeah, absolutely. Like, we also if someone is listening, like, we had some ideas about, also some, let's call them live discussion that maybe where maybe we can comment, the episodes of the podcast, or maybe we can, comment some other topic or, like, invite a guest. Let's we can, brainstorm altogether about gamification or some other kind of topics. And, and, yeah, I I would say that, this could benefit everyone.\n\nI mean, the people that that listen to the podcast, the podcast itself as the people that are working in civic tech, the people that are struggling to raise money, I don't know, for their project, and so on. Like, let's collaborate.\n\nSpeaker 1: Yeah. Absolutely. Absolutely. Yeah. Perhaps one one thing that just comes to my mind, to, like, the listeners to just to just, understand the roles because they may ask during this episode.\n\nSo, like, Alessandro will be the one, like, asking the questions and doing the interviews, and I would occasionally be here for discussions and things like we did now. Yeah, just just to have this clarify that people are not confused when, like, for the next few episodes, they are not seeing my face again.\n\nSpeaker 0: Yeah. We have a sort of front end, back end, the system, but it can change and, and adapt, on the way. Right. Okay. Okay.\n\nThank you. And,\n\nSpeaker 1: thank you too. Bye bye. Bye bye.",
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                      "text": "So welcome on another episode or maybe the first episode of Democracy Innovators podcast.",
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                      "text": "And, our guest of today, that is not just a guest, is Carlo Carlo Michailis.",
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                      "text": "Is it right, the",
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                      "text": "pronunciation?",
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                      "text": "It's, I would say, close.",
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                      "text": "Close enough.",
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                      "text": "And, so which which one is the right one?",
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                      "text": "Michelle Ellis would be the right one.",
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                      "text": "Okay.",
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                      "text": "And, actually, my name is Alessandro Po.",
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                      "text": "And, yeah, and this is the is the first episode of something that we it's it's around one year that we were discussing about this, podcast.",
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                      "text": "Right?",
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                      "text": "Yeah.",
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                      "text": "So, actually, like yeah.",
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                      "text": "I think one year ago, we met somehow, and, there was this idea around a little bit.",
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                      "text": "But we it became more concrete, I think, November or at December, so someone somewhat around this time, I think.",
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                      "text": "And, I I I thought why I wanted to do a podcast about, I mean, civic tech, political tech, these kind of things.",
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                      "text": "And, I mean, I think that is interesting for me to talk about, this kind of topics.",
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                      "text": "But I also thought that many times and this is something we also talked about, that sometime you like in the real world, you talk about, governance, you talk about, technology and people look at you as if you are crazy.",
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                      "text": "Right.",
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                      "text": "It's it's it's it's a feeling that I know very well.",
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                      "text": "But but, I think I think there's maybe one one short story I can tell because, it was it was, I think, very, very important for for, like, why I'm also doing it now.",
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                      "text": "Is, like, when I was in school, I think it was seventh or eighth grade or so, there was a teacher in politics.",
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                      "text": "And, he was, like, introducing or trying to, like, explain a little bit why or, like, motivate why why we have the democracy we have.",
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                      "text": "And he was, like, explaining, like, so just just assume, like, you you that we have a society and you want to take decisions.",
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                      "text": "It it was somehow framed already in a democratic setting.",
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                      "text": "But the question was, if if we want to have a democratic decisions and if we want to have a democratic system, how can we do it?",
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                      "text": "And he said, like, one of the obvious most obvious things is you just meet.",
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                      "text": "I mean, if you're a smaller group of people, you sit together, discuss, find a solution, write it perhaps down, and execute But if you have a lot of people I mean, this was in Germany, so, like, 80,000,000 people, taking decisions together, it's just unfeasible.",
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                      "text": "You cannot collect 80,000,000 people in a stadium and have a large discussion in some way, whatever way this should be.",
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                      "text": "So so why he wanted to come to us to the point that, like, it's totally obvious to have representatives and to vote for representatives that kind of represent the the, the whole population and then force is is representative for some time and takes all these decisions in a smaller group where decisions are more feasible.",
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                      "text": "But, but over time, I think it became clear that, like, I mean, already earlier than this, but for me, it became more and more clear that there are some problems with this approach, like, a lot of problems.",
                      "start": 206.76,
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                      "text": "And I I think a lot of people who will listen to this are probably well aware of this.",
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                      "text": "And and put it, like, a little bit straight to the point, I would say it's, like, psychological biases that is, like, our problem we have.",
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                      "text": "yeah, from from people who who",
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                      "text": "And, yeah, I thought that, technology, I mean, could help us because as you said, in the past, we could just send letters or, like, using this kind of technology that the the hand were like streets, and, there was the post system.",
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                      "text": "I don't know.",
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                      "text": "Like, a lot of possibilities.",
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                      "text": "And, I I think that this podcast, could be a space where to, discover these things, interview maybe researchers that are, exploring new kind of monetary system, new kind of, decision making system, new kind of, also, way of living.",
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                      "text": "Why not?",
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                      "text": "But what about the future?",
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                      "text": "Like, I I've also seen, I mean, in Italy before, like, the pandemic, no one was talking about smart working, remote working.",
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                      "text": "And now people are still doing it maybe a couple of days every week.",
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                      "text": "And so I think that, civic tech, yes, it is technology.",
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                      "text": "Yeah.",
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                      "text": "Absolutely.",
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                      "text": "So so I I think I think there is an interesting point in this because, like like, you can you can go this I mean, even if we start, like, from this very societal level in a sense, we can, like, go down to the very basic, conversations you can have just with, like, one person.",
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                      "text": "I mean, you can you can have a very tough discussion already with one person that can be very complicated.",
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                      "text": "It can become very complicated, especially when, like I mean, often if you have a conflict and you're in a very, like, resource rich situations, and then it's mostly doable.",
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                      "text": "But especially when, like, resources went down and you have, like, really not enough time, not enough, I don't know, money, whatever is missing, and then you have a conflict, then it starts to heat up very quickly.",
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                      "text": "And the only thing that helps, like, to to to start this or to to, to, like, solve the conflicts is, like, a very good communication style training, a lot of information available, and stuff like this.",
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                      "text": "And and this is, like, from like like, in in in two dimensions in a way.",
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                      "text": "Like, the podcast could, like, go from from the very basic psychological way of solving conflicts up to, like, the societal level of, like, scaling up to this high level of solving conflicts because, I mean, eventually, all also on the high level, it all bases on discussions on a low level in a sense.",
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                      "text": "And and yeah.",
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                      "text": "And and so it's also interesting, like, to understand or find guests here in this podcast that could help us understanding in a way, like, how do these conflicts evolve?",
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                      "text": "How can we solve them on a small level, and how can we solve them on a larger level?",
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                      "text": "And, and how can we include, especially on larger levels, how can we include, like, technologies that we have, like AI?",
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                      "text": "I don't know.",
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                      "text": "Perhaps perhaps, blockchain, perhaps, I don't know, scientific, insights from collective intelligence, from complex social systems, whatever whatever is around there, or just politics science or economic science.",
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                      "text": "Everything base basically.",
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                      "text": "Absolutely.",
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                      "text": "And I also thought about, I mean, I asked myself, what are my expectation for this podcast?",
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                      "text": "And, you know, you one could expect that podcast I don't know.",
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                      "text": "You became rich, because the podcast, but no.",
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                      "text": "I I I think at the end is to learn something.",
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                      "text": "I mean, we already recorded some episodes, and, it was super interesting to talk to, to the people that, I interviewed.",
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                      "text": "And, yeah, that that is the the the things I I liked more because, everything is about I mean, this also make me think about the system we are living in where we usually learn when we are young, and then, we don't have to learn anymore.",
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                      "text": "We know everything.",
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                      "text": "And this is not true.",
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                      "text": "And I think we should, I mean, several times we had also discussion about education.",
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                      "text": "And, I mean, this is not so connected with civic tech.",
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                      "text": "But this is the cool thing about civic tech that is connected with everything.",
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                      "text": "Yeah.",
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                      "text": "Absolutely.",
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                      "text": "With everything that is, like, concerned with the society.",
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                      "text": "Yeah.",
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                      "text": "Absolutely.",
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                      "text": "And and and and as a like like, also, like, from from what I said, like, if if we're talking about society, is it, of course, includes also the individual and how the individual works.",
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                      "text": "Yeah.",
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                      "text": "Yeah.",
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                    {
                      "text": "And and and I think I think there's another interesting point in what you said because it brings brings us back also to this point, where you said that there's sometimes this feeling of, like, feeling a little bit crazy of what we're doing, you know, like, engaging for, like, new democratic development, but actually no one has asked for it.",
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                      "text": "I mean, you know, everyone is just asking for we need to, like, stay strong in our democratic approach in principle, whatever this means.",
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                      "text": "But, there's not much around like that politicians are saying, like, we need a new way of thinking democracy.",
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                      "text": "This simply does not happen.",
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                      "text": "So no one I mean, no one is asking for reinventing democracy in a sense.",
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                      "text": "So that's why it feels a little bit crazy, like, investing significant amount of time often, like, in our case, but also in the case of many other people with, like, very few or perhaps even no funding at all available thinking about these things.",
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                      "text": "And I think, actually, this is also an interesting thing of this podcast.",
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                      "text": "What is also kind of my expectation expectation, actually, is that, like, when we hear two more voices in this, in this in this, like, space of people who are thinking about things, maybe over time, it it feels a little bit more common.",
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                      "text": "You know?",
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                      "text": "Like, hearing to someone who has worked in this space for, like, five, ten years, perhaps.",
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                      "text": "Maybe in a small niche and another one in a small niche working on this for three years and another one in like, one perhaps in more tech technological niche, the other one maybe in a little bit more, I don't know, sociological niche, whatever.",
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                      "text": "But then hearing all these voices together after some time, I think, they will they will stay the impression of I mean, we're not alone.",
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                      "text": "I mean, there are a lot of people thinking about this, a lot of people innovating things in this direction, and I think this will help us also to not feel so crazy anymore.",
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                      "text": "I mean, with a PhD in this field, you have good job opportunities, but it also means you have to work full time and not much time at home.",
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                      "text": "Or would you like to focus on freelancing?",
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                      "text": "Or would you, yeah, like like to be the crazy guy that tries to to help improving democracy?",
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                      "text": "And I somehow decided mostly for the latter, and I activated some like, I I I tried to to go back a little bit into science, but this time from totally another direction, like, a little bit more from the direction of applied IT design processes, like, collective intelligence perspective, which is still, like, somehow connected, but, yeah, very different in a sense.",
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                      "text": "Also looking a little bit into, like, entrepreneurship, like, if I'm I'm not part of a company and perhaps finding another one this year.",
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                      "text": "Let's see.",
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                      "text": "Yeah.",
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                      "text": "But this is this is where I'm now, and I'm I'm kind of just starting.",
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                      "text": "And, actually, when when when I met you with this idea of the having the podcast, for me, it was quite clear that this is kind of an opportunity.",
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                      "text": "Not not only because you're like, like, I always thought you're, like, the perfect person of, like, interviewing people in this topic, but also, like, because it it could bring me into a position of talking a little bit of what I'm thinking, could, like, benefit my project a little bit, even if it's just indirectly, but still.",
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                      "text": "And, yeah, and also, like, bring this as as we said before in our expectations part in a sense, like, bring this whole topic forward in a sense, and and making it a little bit more public and also, like, get insights from other people, making connections, collaborations.",
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                      "text": "I mean and and this this is not something that is only for me a benefit or for you.",
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                      "text": "This is hopefully also a benefit of for all the other people, like, for all the other listeners, but also for the guests who maybe realize that there's someone else around doing the same same thing for five years, and they were just not aware of it perhaps.",
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                      "text": "Yeah.",
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                      "text": "This is, was probably a little bit long.",
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                      "text": "No.",
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                      "text": "Thank you for also for the kind words.",
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                      "text": "I I was thinking that, in this particular field, maybe I already said it other times.",
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                      "text": "But, like, when you find someone that is doing the same in other in another field that you have, that person is a competitor.",
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                      "text": "Well, here, a person is a collaborator.",
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                      "text": "And also with, another friend that you also know, we were joking about, okay.",
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                      "text": "Someone want to steal our work.",
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                      "text": "Do it, please.",
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                      "text": "Yes.",
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                      "text": "Absolutely.",
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                      "text": "That's that's what I also always say.",
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                      "text": "So, like, I I met some people who said that, yeah, like, with your project, aren't you afraid that someone just copies your code when you do everything open source and you, like, document everything and every everyone can understand what you're doing?",
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                      "text": "And I'm like, no.",
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                      "text": "I mean, I would be happy if people would do it.",
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                      "text": "Like",
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                      "text": "Please please do it.",
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                      "text": "the room.",
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                      "text": "Of course.",
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                      "text": "Yeah.",
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                      "text": "Yeah.",
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                      "text": "This is something very exciting because, I see that all these, yeah, all the people that I met, like, they really believe that something can be changed.",
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                      "text": "And so, yeah, what benefit me or you also benefit someone else?",
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                      "text": "And, also, this is something specific about, technology, I will say, where if I write a program, then you can use the same program.",
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                      "text": "And another person too, you don't have to write it three times.",
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                      "text": "And, many times I thought, what is, like, in in the real world, ideas work like this?",
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                      "text": "They are the only things that are replicable without, losing the original, I would say.",
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                      "text": "Maybe fire in some way.",
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                      "text": "Yeah.",
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                      "text": "It's it it it it it it doesn't cost any additional resources to share it in a way.",
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                      "text": "Yeah.",
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                      "text": "Exactly.",
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                      "text": "And, yeah.",
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                      "text": "But but but but, before we start, like, drifting in another direction, what about you?",
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                      "text": "And, also, it was a little bit different because when I went there for the first time, there was the, how it's called where you write the back, black Blackboard?",
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                      "text": "Or Black yeah.",
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                      "text": "But still it's a project I I think in the future will be interesting.",
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                      "text": "And so, yeah, I did it for three years and three years and half.",
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                      "text": "And, and I thought that, you know, like, it's like I changed my path completely, like, from computer science to history.",
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                      "text": "And I remember there were also some professor that told me, Batali, you were good in computer science.",
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                      "text": "Why are you crazy?",
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                      "text": "And, but still I'm convinced that that was the right thing to do, because at the end, also my thesis during my bachelor in history, was about blockchain.",
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                      "text": "And, my master thesis that I still have to write will be probably about civic participation and the things we are discussing.",
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                      "text": "And, also, yeah, about expectation, I expect that this podcast will be helpful for my thesis, and and I'm sure it would be.",
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                      "text": "And, then what about me?",
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                      "text": "I mean I mean, this this gives already a good impression, actually.",
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                      "text": "It's it's interesting.",
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                      "text": "I I like it really.",
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                      "text": "I like this, or, yeah, I like this combination of, like, history and technology.",
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                      "text": "I think this is not probably not very common.",
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                      "text": "I mean, actually, I experienced something very similar.",
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                      "text": "Like, when I, like, studied psychology and then started, like, a second subject in physics, it was also, like, many people were I mean, me too, of course, were confused of, like, this is, like, very different.",
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                      "text": "I mean, it's not too uncommon that people study two things, but then it's normally very related to each other.",
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                      "text": "But, like, physics and psychology are I mean, both are more or less natural science, but, you know, it's quite far and distant.",
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                      "text": "And and, I mean, if you if you study two things which are which is quite close to each other, you can always do most mostly you have courses that you can can use for the other subject.",
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                      "text": "You know, if if you want to have a bachelor in this and a bachelor in this, and you can take some courses here and take some courses here and you can you can, like, interchange them in a way and save that save save some time.",
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                      "text": "But if you study physics and psychology, you cannot exchange anything.",
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                      "text": "It's, like, completely different.",
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                      "text": "And it was also, like, quite a crazy feeling because, like, one day sitting in a lecture psychology lecture and one day sitting in a physics or math lecture, you have totally different people around you, like, thinking in totally different ways.",
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                      "text": "Like, I mean, not totally different, but you certainly feel there's a difference.",
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                      "text": "And I could imagine that, like, the difference between computer science and history is probably similar.",
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                      "text": "Like, you know, we have to deal with completely different perspectives.",
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                      "text": "People, I don't know, setting, I don't know, frame the the whole framework is different in thinking and seeing the world.",
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                      "text": "Yeah.",
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                      "text": "Absolutely.",
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                      "text": "And then there is also, I don't know if it is particular from Italy, but I think it's particular from the, I mean, people that are studying history that a lot of time, there is a sort of kind of attachment to the past.",
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                      "text": "So sometimes there is, like, a sort of not denying technology because, I mean, of course, all history students, they have, WhatsApp.",
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                      "text": "They use, computers and cell phones.",
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                      "text": "But they use it as as it is.",
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                      "text": "Like, if it is part of reality and so you use it.",
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                      "text": "And, yeah, sometimes there is not really, like, an open mind, toward technology, and I think it's a pity.",
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                      "text": "And the university and the I mean, the academic world in some ways is quite responsible, of this.",
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                      "text": "I mean, I think they should change something.",
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                      "text": "And, yeah, as you say, like, not a lot of people studied very different things.",
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                      "text": "By the way, I saw some similarities between, let's say, computer science and history.",
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                      "text": "I mean, computer science is also science of information.",
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                      "text": "I mean, and information is power.",
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                      "text": "It is power because, I mean, it can be seen in two different ways.",
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                      "text": "Like, let's say, a government decide that just some information has to be has to go on newspapers.",
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                      "text": "And so you let's say you manipulate people with some kind of information.",
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                      "text": "And then also information is power because, I mean, based on the information you have, you can act in reality.",
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                      "text": "Like, we can now record a podcast.",
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                      "text": "We can because we know that this tool exists, and we know how it works and so on.",
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                      "text": "We know how to put up a website and so on.",
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                      "text": "So I see them as quite interconnected, but just because I had maybe some time to dig in.",
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                      "text": "And I think the same for for your for psychology and physics.",
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                      "text": "Yeah.",
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                      "text": "Absolutely.",
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                      "text": "Absolutely.",
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                      "text": "And and it's it is this this brought up an interesting perspective for me because, like, I mean, this is also an at least in my perception, like, a quite problematic thing of our time because as you mentioned, like, there are so many, like, technologies available, tools available, knowledge basically, information available.",
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                      "text": "And, in my perception, it is really hard, like, to come up with all of this.",
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                      "text": "And you need to learn more tools, not just to be able to control these tools, but also to be able to, like, like work through all this information that exists in our very, very complex world right now.",
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                      "text": "And I, I think, I really think that this is also very, important part of the problem of our modern democracies in a way that there's so much information available.",
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                      "text": "And it is so hard to come up with, like, filtering this information, and, like, finding the good information in it.",
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                      "text": "I I I think I recently heard in the podcast, I forgot with who it was, but it was like, he he stated that, like, like, getting information is not a problem.",
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                      "text": "You know, you can get information very quickly, very much.",
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                      "text": "No no issue at all.",
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                      "text": "The problem is getting high quality information.",
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                      "text": "This is what is hard.",
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                      "text": "Like, like, distinguishing, like, the few information pieces that are really relevant between this ocean of information pieces, which are not really relevant.",
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                      "text": "And I think this is something which is so hard in our times and also so hard for democracies because it's so easy to, like, like, bring peep people in directions where, like, your whole perception of the whole world starts to be different from what it really is actually.",
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                      "text": "And it is so hard to, like, extract the the relevant information in the sense of what really is actually.",
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                    {
                      "text": "Yeah.",
                      "start": 2730.5652,
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                      "text": "And and this this is also something where I think, like, the traditional democratic systems are not functioning actually anymore because they are not designed to to, like, tackle this problem.",
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                    {
                      "text": "And, yeah, this is where we definitely need new approaches.",
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                      "text": "So it's just just like, your perspective just brought me back actually to this, democracy thing.",
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                      "text": "Yeah.",
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                      "text": "Democracy.",
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                      "text": "Democracy.",
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                      "text": "Democracy.",
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                      "text": "No.",
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                      "text": "It's it is super important, actually, because sometimes we think that democracy I mean, I mean, democracy is just a word, of course.",
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                      "text": "But, yeah, sometimes we we think I mean, we are not used to see violence in our world.",
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                      "text": "I mean, we see violence every day, because but a different kind of violence compared to the one that maybe people in the past have seen.",
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                      "text": "Like, I I've never seen a civil war on the street.",
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                      "text": "I have never had bombs on my head, on my house, and I'm very lucky.",
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                      "text": "And, but, yeah, I I think that sometimes we forget that all this democracy.",
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                      "text": "And, at the end, we are talking about, I mean, it it is so easy when there is a conflict.",
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                      "text": "We first disagree about something, and then suddenly we start killing each other.",
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                      "text": "Yes.",
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                      "text": "Yeah.",
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                      "text": "I mean Yeah.",
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                      "text": "It yeah.",
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                      "text": "It is like it is like this.",
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                      "text": "Yes.",
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                      "text": "Yeah.",
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                      "text": "I mean yeah.",
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                      "text": "It's, I I mean I mean, as as I said in the beginning, it's it's already very hard on a personal level, but, it's even harder if you have, like, groups of people and, like, group group dynamic dynamics coming into.",
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                      "text": "I think I think also, like, there was another, another I think it's, this this this British economist who was like, a trader before at this, at this bank in in, Citibank, I think.",
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                      "text": "He's I forgot his name.",
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                      "text": "But he was, he was also also mentioning, that, like, we should we should see it more like this that, like, the unstable situation, I think it was from him, that, like, unstable and unequal situation in societies is much more common than a stable situation and an equal situation.",
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                      "text": "So, like, like, when we grew up in, like, the nineties, let's say, nineties, early twenty February, it was very common.",
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                      "text": "It it the perspective was was always like there is, like, democracy is on the rise.",
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                      "text": "This is the way to go.",
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                      "text": "This is where eventually every country will come up.",
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                      "text": "Every country will live in wealth, and every single people will be wealthy in the end.",
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                      "text": "So this is like the story that society was telling us in a way.",
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                      "text": "But the actual story is, like, if you go back in time, it was, like, most of the time, like, inequality killing, like, some peoples with much with much, much, much more power and money than others.",
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                      "text": "And, it was like, we have to be careful that it that it's not just, like, that we're not just like, after World War two, we had a small phase of perhaps fifty years where everything was wealthy and equal in a sense, at least sufficiently, and that things turned round back not to, like and, I mean, not only to an undesirable, state, but to a more stable, unequal state, like, in a sense that perhaps inequality is a more stable state than equality is.",
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                      "text": "And, we have to be careful because keeping, like, equality costs a lot of effort all the time.",
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                    {
                      "text": "Like, you know, you keep the fire running in a way.",
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                      "text": "If you're if you're if you're not doing something, it just goes off, and that's it.",
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                      "text": "And I think this is also a perspective that is, for me at least, quite new because, like, I grew up in a world where until perhaps some few years ago, everything was still in this perspective of, like, everything becomes just better every year.",
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                      "text": "There's no way back in a way, But there's no guarantee that it's it will be this way.",
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                      "text": "It's it's, in a way, it's a it's a sort of kind of religious attitude, like, to think that, it's gonna be different, like, in the future.",
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                      "text": "And, I mean, all kind of ideologies in a way, but also, like, I have faith that technology could help us to build a better world, but still it's faith.",
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                      "text": "I'm not sure about it.",
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                      "text": "I'm I'm I'm actually I'm actually very sure, but only if it's, like, if it's, like, done in a good way.",
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                      "text": "One remark, perhaps, I just found that Gary Stevenson was the name of the guy who was, who's dealing a lot with inequality at the moment.",
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                      "text": "Anyway, so, the point was sorry.",
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                      "text": "I remember it was, like, the technology will definitely help.",
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                      "text": "And, Oh, yeah.",
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                      "text": "And I think it will because, like, from a very, like, abstract perspective, I like, this is a little bit like a perspective that I I gained from, like, my studies in a way.",
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                      "text": "It's like, a world is very high dimensional.",
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                      "text": "Very, very, very, very high dimensional in a sense.",
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                      "text": "I mean, not not in in in the dimensions, in spatial dimensions, but in, again, general, a lot of dimensions.",
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                      "text": "And this makes a makes a big makes a big problem in a sense because very complicated or even complex things, we can only like, we cannot really grasp them because we can only see them in a line and, like, small drawing on two dimensions or maximum in three dimensions.",
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                      "text": "So what we actually do when we do science or when we think or when we observe is, like, bring this high dimensional information space into, like, two or three maximum three dimensions.",
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                      "text": "And this, of course, is always wrong very, very wrong.",
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                      "text": "So we need to be very careful to, like, get the correct perspective on these two, three dimensions to make as, like, as least error as possible in a sense.",
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                      "text": "So this is this is definite so I'm 100% sure, actually, that this is the opportunity.",
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                      "text": "But the danger is that we, like and I'm I'm not sure.",
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                      "text": "The danger is that we use it in the wrong way.",
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                      "text": "Because what I said only holds if we use it in the right way, if you use it as an assistant.",
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                      "text": "Like, perhaps I'm I'm spoiling a little bit, but in the first episodes, I think there's a common sense between the guests that, like, technology should, in at least in in the society and and democratic processes, only be an assistant and never, like, take over the the process and, completely.",
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                      "text": "But I I I I certainly see some danger that this could happen.",
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                      "text": "It will be better than what we do in whatever way, or that we I don't know.",
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                      "text": "Whatever system we develop and, like, just leave it to the system because we're lazy, you know, often humans.",
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                      "text": "Like, we are very lazy, so it's very easy to do it.",
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                      "text": "But as as as long as we use it as an assistant that helps us to, like, reduce the information space to, to, like, what we can understand and to, like, make use of the information we have and extract the useful information, I think it will benefit definitively.",
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                      "text": "Absolutely.",
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                      "text": "The things about, multidimensional, spaces is super interesting.",
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                      "text": "And, I I'm thinking that, this AI that could organize all society by itself, I I think this is the most dangerous thing, because I'm sure someone will propose to use that, system in the future.",
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                      "text": "As you said, no one asked us to rethink democracy.",
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                      "text": "And so, like, I see it functional for the people who has who have power now to have an AI system that does everything by itself without any needs to explain the choices that the AI will suggest.",
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                      "text": "And in a way, I think this is, quite, similar to how some technical, decision technical political decision were taken also in the previous years.",
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                      "text": "I mean, I'm thinking about economy.",
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                      "text": "Like, most of the people do not understand anything about economy.",
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                      "text": "Also, like, I do not understand honestly why we spend so much money on, some stuff and not on health and not on education that is super important.",
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                      "text": "So I cannot understand this, but there are people that have a lot of economic knowledge and technical knowledge that say, no.",
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                      "text": "We have to spend we, I don't know.",
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                      "text": "It could be for weapons, could be for private company, for many things.",
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                      "text": "And it's quite hard right now to debate about if it's right or not.",
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                      "text": "And so I I think that's that is also the reason why I thought that, it is so important to to take care of this, I mean, to talk about possible governance system that are not a black box, basically.",
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                      "text": "And and I think I think to to add here some some point is, like, if if an AI would take over the democratic decision making process, it would basically bring the power to those who decide what kind of data is used to train the AI because, like, the data that is used to train the AI decides eventually what the AI will do in a sense.",
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                      "text": "There will be some company organization, whatever, that has, like, the power of of training this AI, and this those are the ones who have the power of maybe not deciding, but at least influencing in which way, decisions will come out.",
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                      "text": "And even though so even if this this organization that is behind has good intentions, it's still, from a from perspective of the process, a questionable thing if if we if we really would like have that way.",
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                      "text": "And I think in principle, this this this points out a very, deep problem, actually, I think, because I think I think I think the the problem is to, to develop democracy.",
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                      "text": "And I think this is the stage where where we are right now, to develop a new democracy which bring out out kind of collectively intelligent results without sacrificing the opportunity from everyone to take part.",
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                      "text": "Because you can easily build a technocracy, you know, where you have some experts, however you decide on these experts, but you have some experts deciding on what is best to do.",
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                      "text": "I'm I'm I bet that probably if, like, a group of scientists would sit together for every, like, topic and would decide on that, like, independent from company decisions, independent from other irrational processes, biases, whatever, would focus on finding a good solution.",
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                      "text": "It would not be the best ever, but it would be much better than what we have now.",
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                      "text": "But it would ask the question of, legitimacy, like like, who is the one deciding who the experts are in a way?",
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                      "text": "But in principle, this is what we need.",
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                      "text": "I and I think this is the challenge we have to face, and this is where we may use technology for.",
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                      "text": "May maybe I mean, when when I said technology, I I always also include signs in a way that you know, when we talk about technology, we always only think on, like, computers or industry or stuff like this, like, more or less physical things.",
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                      "text": "But when when I say this, I also mean, like, insights about, like, us humans in a way.",
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                      "text": "You know, if if neuroscience makes progress, if the understanding of our brain makes progress, this also helps a lot.",
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                      "text": "Or or or like like like if if science and direction of complex social systems make progress, this helps a lot of designing new systems because we better know how we interact.",
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                      "text": "Like like, for example, game theory, you know, this brings a lot of lot of insights about how humans interact under certain conditions, and it does helps to design systems where you can bring out the best for everyone in a way.",
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                      "text": "Yeah.",
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                      "text": "I'm thinking about, you mentioned, like, now complex social system, and that could be also a sort of, maybe description of the podcast.",
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                      "text": "Because, actually, the idea behind the postcard is, to interview people, that have knowledge about certain topics.",
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                      "text": "I mean, they could be professor.",
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                      "text": "There could be politician, journalist, independent scholars, I don't know, that studied something specific and that can, tell us the the the product of the research, or we could discuss with them, about possible possibilities.",
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                      "text": "And, I mean, this also create a sort of network, between the people.",
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                      "text": "And, I mean, it was before, the podcast when we were just chatting that, I was saying that I had the impression that, at the end I mean, there are people inside this field, but not so many.",
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                      "text": "So they all know each other after a certain time.",
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                      "text": "After that, you work for five year on the same project.",
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                      "text": "They all know you, and they all know your project.",
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                      "text": "And, and, yeah, maybe it's a complex social system that will try to rethink democracy.",
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                      "text": "And as you said, maybe this is not the end of democracy.",
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                      "text": "Maybe this is just the beginning of a new kind of democracy, but more horizontal where where everyone can have more possibilities, not, where everyone is not so tied by their social origins also.",
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                      "text": "So something more equal for everyone.",
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                      "text": "Yeah.",
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                      "text": "Absolutely.",
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                      "text": "And at the same time, like, at the same time, bringing out, like, kind of better results, like like, better in I mean, it's it's hard to define better, but I would say better in the sense that if you include a lot of people in the process, it should be like, it it it the result should come out in a in, like, like, a reasonable time in a sense.",
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                      "text": "You know?",
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                      "text": "You I mean, you can have, like, with 100 people, a consensus based discussion with a very good result in the end, but it will take so much time, that you're perhaps willing to sacrifice a little bit of the result.",
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                      "text": "Perhaps the result is even better with another system, to to gain, like, 100, like, 100 times faster process in a way.",
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                      "text": "But, yeah, but but but but it it has we have to find a sweet point in that sense.",
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                      "text": "You know?",
                      "start": 3815.85,
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                      "text": "We we we don't want to sacrifice too much of of the result, of the quality of the result, and we don't want to sacrifice too much, of the efficiency, of the speed of the process.",
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                      "text": "But, like, actually, in my perception, the current democratic systems are like the kind of both is not fulfilled.",
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                      "text": "You know, it's it's, yeah, it's it's not that fast, not that good results, not that efficient.",
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                      "text": "I mean, I mean, it's not bad.",
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                      "text": "I mean, we can happy we can be happy that we have it, but I think there's a lot of, like, room for improvement, I think.",
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                      "text": "At least I feel so.",
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                      "text": "Yeah.",
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                      "text": "Absolutely.",
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                      "text": "It seems like a sort of MVP, a little bit buggy.",
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                    {
                      "text": "Yeah.",
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                      "text": "You know?",
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                      "text": "Yeah.",
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                    {
                      "text": "That you say, okay.",
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                      "text": "Nice project.",
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                    {
                      "text": "Okay.",
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                      "text": "It works.",
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                      "text": "But, yeah, please work more on it.",
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                    {
                      "text": "Yeah.",
                      "start": 3869.54,
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                      "text": "We can see you're heading in the right direction.",
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                      "text": "Please come back in a little bit later when it's a little bit more mature.",
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                  "sentences": [
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                      "text": "Exactly.",
                      "start": 3881.145,
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                    {
                      "text": "So I I think this is the, yeah, like, investigating about, possibilities.",
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                      "text": "Like, not just with people that are super pros about new digital governance system.",
                      "start": 3892.905,
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                      "text": "It's also nice to hear some critical voice sometime.",
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                      "text": "Also I mean, because there is a there is a lot of, as you said, the if we use technology in a good way, we can change the world or the system in a good way, but it's so easy to do something wrong.",
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                      "text": "So I really think that this has to be, like, something, like, really a collective process, a complex social collective system process.",
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                    {
                      "text": "I don't know.",
                      "start": 3934.08,
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                    {
                      "text": "Also, I'm thinking about, that in the future, but this will open another chapter.",
                      "start": 3937.385,
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                    {
                      "text": "I mean, maybe constitutions will be written in a different way.",
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                      "text": "I'm thinking about smart contracts, so not just with phrases and articles, but, like, in a very precise and mathematical way.",
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                      "text": "And, also, this allow to write that contract, that constitution in a collective way.",
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                      "text": "And then thinking about that, more minds, more people are participating that in this process, and then the outcome will be proportional to to the effort put.",
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                      "text": "Yeah.",
                      "start": 3989.0,
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                    {
                      "text": "Yeah.",
                      "start": 3989.24,
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                    {
                      "text": "Absolutely.",
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                    {
                      "text": "So, oh, what, this this really opens up a new new part.",
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                    {
                      "text": "I'm I'm I'm perhaps we should we should not extend too much on this because we are already, like, much much, later.",
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                      "text": "Like, this is much longer than we have expected.",
                      "start": 3999.345,
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                      "text": "Anyhow, I I have to put something in here.",
                      "start": 4001.585,
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                      "text": "So, I think I think this this relates a little bit to this phrase, code is law, which is especially relevant in, like, this blockchain web three community where, like, if you write a smart contract, it somehow defines how peep people behave.",
                      "start": 4003.9849,
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                    {
                      "text": "I'm still very impressed.",
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                      "text": "Like, for example, if you look at the, Ethereum staking mechanism or also from from, like, from other projects, the staking mechanisms, this is, like, really a in in my perception, this is, like, already a very well developed collective intelligence mechanism in a way because, like, it counterbalances I I I don't know if it's intelligence in that way, but it's it's like a a social algorithm.",
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                      "text": "That's perhaps a better word.",
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                      "text": "Like, you know, it it counterbalances so many interests.",
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                    {
                      "text": "I mean, Bitcoin was probably the first one, but but now it's gone a completely different level.",
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                    {
                      "text": "It it counterbalances all interests in a way that, like, the the whole group benefits from it.",
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                    {
                      "text": "And I find this super interesting, and I think there's a lot of more potential in the future.",
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                      "text": "Yeah.",
                      "start": 4066.8599,
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                    {
                      "text": "And and I I think it also has the potential to, like, bring code into law in some some way.",
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                      "text": "But this, of course, is then, like, brings up the question, like, who's deciding about the code, of course.",
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                      "text": "But as you mentioned, this is then the question, like, we would then be required to collaboratively write code.",
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                    {
                      "text": "This is then the core of the decisions in a sense.",
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                      "text": "So we have to find ways to code together in a way, to indirectly define our laws, that that we, like, yeah, that we use.",
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                      "text": "Yeah.",
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                    {
                      "text": "But I'm quite optimistic.",
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                      "text": "I mean, many times, I thought about the way, people in computer science are collaborating, and they are doing it in a very quick way.",
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                      "text": "I'm I'm thinking also about people that are just developing a product.",
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                    {
                      "text": "I don't know.",
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                      "text": "Like, it could be Microsoft, could be Google.",
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                      "text": "I mean, they're very efficient in collaborating.",
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                    {
                      "text": "And many times I thought, okay.",
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                      "text": "What if we apply this to politics?",
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                    {
                      "text": "Like, what if people that studied that something else could be philosophy, anthropology, psychology?",
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                      "text": "If they use the same way, the same technology.",
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                      "text": "And, so it it is a collaborative process.",
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                      "text": "And one of the things that, I'm I mean, I think it will happen in a natural way, but, like, to include as much as, different point of view.",
                      "start": 4143.4053,
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                    {
                      "text": "Like, different point of view would help, the collective process to grow.",
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                      "text": "And I'm thinking also that this is, in a way, a male word, the one about technology.",
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                      "text": "Maybe now there there is, of course, some interest, also from, I mean, there are a lot of women that did the, very interesting projects that, I mean, that that did a lot.",
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                      "text": "But still, like, when I was looking for guests to interview, I saw that this is something where more mails are active.",
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                      "text": "And, yeah, it it just, I thought that I had because, and, yeah, also about some readings that I was, doing.",
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                      "text": "And, also, if we look at the past, like, most of the words were made by males.",
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                      "text": "Most of the power were were was hold by men, yeah, males.",
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                      "text": "And, and so, like, if we are thinking or building a new world for everyone, I mean, there has to be different skills, but also different point of views.",
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                      "end": 4247.885
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                      "text": "And the the different point of views are also given by the experience that we have living in the body we have.",
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                    {
                      "text": "So I think this is also important.",
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                    {
                      "text": "And, Yeah.",
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                      "text": "And Yeah.",
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                      "text": "And I I think that that lies also, like, the question of, like, power again in it because, like, for example, if, like, you would write, like, like, code that is law in a sense, for for example, in blockchain systems, it really, like, asks the question, who is capable or who has the power of, like, taking part in this?",
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                      "text": "I mean, this is something that, for example, Primavera de Filippi, interestingly, I've I've a book here lying around.",
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                    {
                      "text": "I wanted to start reading it soon.",
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                    {
                      "text": "Hopefully, I have some time soon.",
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                    {
                      "text": "Or also, like, for example, who are, like, warning I mean, Primavera de Filippi, but in primaverity, but in principle of warning, like in saying, okay, like if, if we write like, like law in code in a sense, we need to be careful of who is like doing it actually.",
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                      "text": "And, and like, who's governing this in a way.",
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                      "text": "And if it's only like a few, let's say, male programmers that have the power to take part, because the, those are the only ones understanding like how to code smart contracts, for example, then, yeah, then you have, again, like a small group of people who can decide on how like code is is coming into existence.",
                      "start": 4316.42,
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                    {
                      "text": "And and probably much more complex power structures structures especially in the blockchain world.",
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                    {
                      "text": "You know?",
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                    {
                      "text": "Like, a lot some people have a lot more tokens or coins than others and have more power in deciding what comes in and what is not coming in and so on.",
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                  "sentences": [
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                      "text": "Yeah.",
                      "start": 4349.16,
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                    {
                      "text": "So this is also a very complicated topic.",
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                    {
                      "text": "Eventually, I think it's like this.",
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                    {
                      "text": "Before we, like, should start implementing democracy and blockchains, we should make sure that, like, the participation process is, like, at at least sufficiently equal in a way.",
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                      "text": "Yeah.",
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                    {
                      "text": "Absolutely.",
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                    {
                      "text": "And, I see the potential, like, to to not stop these episodes.",
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                    {
                      "text": "Like we could talk for another three hours.",
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                  "sentences": [
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                      "text": "Probably.",
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                    {
                      "text": "Yeah.",
                      "start": 4384.265,
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                    {
                      "text": "But we can we can take this as a chance to to add to our let's let's say it this way.",
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                    {
                      "text": "I mean, this is anyhow an idea we had.",
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                    {
                      "text": "Like, we just we just rescheduled it.",
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                  "sentences": [
                    {
                      "text": "So for us, we stop here and we just continue, I don't know, in some time again, because there was anyhow this idea of, like, having some reflections on some episodes.",
                      "start": 4394.265,
                      "end": 4405.26
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                    {
                      "text": "And I really I really think there are in the in the upcoming episodes, there are some very interesting things that we could discuss and that could could influence our discussion.",
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                    {
                      "text": "Yeah.",
                      "start": 4415.625,
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                    {
                      "text": "Let's let's stop here perhaps.",
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                    {
                      "text": "I I I quickly just wanted to drop, like, like, if people are already listening to this, I would ask them to subscribe.",
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                {
                  "sentences": [
                    {
                      "text": "And if they are listening on YouTube, I would ask them to like, to subscribe and to ring the notification bell, of course.",
                      "start": 4423.305,
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                    {
                      "text": "Okay.",
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                    {
                      "text": "I quickly wanted to, to motivate this.",
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                    {
                      "text": "And with this, I think we can close.",
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                    {
                      "text": "Right?",
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                      "text": "Yeah.",
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                    {
                      "text": "Thank you.",
                      "start": 4437.6797,
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                    {
                      "text": "Because I I'm not really good at, asking to to bounce and so on.",
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                    },
                    {
                      "text": "So thank you a lot.",
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                    {
                      "text": "Yeah.",
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