Podcasts about open code

Join Christina Warren and Brett Terpstra as they navigate the freezing Minnesotan cold without running water, delve into the intersection of tech and political turmoil, and explore the latest in AI agents and multi-agent workflows. Dive into a whirlwind of emotions, tech tips, and political ranting, all while contemplating the ethics of open source funding and AI coding. From brutal weather updates to philosophical debates on modern fascism, this episode pulls no punches. Sponsor Copilot Money can help you take control of your finances. Get a fresh start with your money for 2026 with 2 months free when you visit try.copilot.money/overtired. Show Links Crimethinc: Being “Peaceful” and “Law-Abiding” Will Not Stop Authoritarianism Gas Town Apex OpenCode Backdrop Cindori Sensei Moltbot Chapters 00:00 Introduction and Host Updates 00:21 Brett’s Water Crisis 02:27 Political Climate and Media Suppression 06:32 Police Violence and Public Response 18:31 Social Media and Surveillance 22:15 Sponsor Break: Copilot Money 26:20 Tech Talk: Gas Town and AI Agents 31:58 Crypto Controversies 37:09 Ethics in Journalism and Personal Dilemmas 39:45 The Future of Open Source and Cryptocurrency 45:03 Apex 1.0? 48:25 Challenges and Innovations in Markdown Processing 01:02:16 AI in Coding and Personal Assistants 01:06:36 GrAPPtitude 01:14:40 Conclusion and Upcoming Plans Join the Conversation Merch Come chat on Discord! Twitter/ovrtrd Instagram/ovrtrd Youtube Get the Newsletter Thanks! You’re downloading today’s show from CacheFly’s network BackBeat Media Podcast Network Check out more episodes at overtiredpod.com and subscribe on Apple Podcasts, Spotify, or your favorite podcast app. Find Brett as @ttscoff, Christina as @film_girl, Jeff as @jsguntzel, and follow Overtired at @ovrtrd on Twitter. Transcript AI Agents and Political Chaos Introduction and Host Updates Christina: [00:00:00] Welcome back. You’re listening to Overtired. I’m Christina Warren. Joined as always by Brett Terpstra. Jeff Severns. Guntzel could not be with us this week, um, but uh, but Brett and I are here. So Brett, how are you? How’s the cold? Brett: The cold. Brett’s Water Crisis Brett: So I’m going on day four without running water. Um, I drove to my parents last night to shower and we’re, we’re driving loads of dishes to friends’ house to wash them. We have big buckets of melted snow in our bathtub that we use to flush the Toyland. Um, and we have like big jugs with a spout on them for drinking water. So we’re surviving, but it is highly inconvenient. Um, and we don’t know yet if it’s a frozen pipe. Or if we have [00:01:00] a bad pump on our, well, uh, hopefully we’ll find that out today. But no guarantees because all the plumbers are very busy right now with negative 30 degree weather. They tend to get a lot of calls, lots of stuff happens. Um, so yeah, but I’m, I’m staying warm. I got a fireplace, I got my heat’s working Christina: I mean, that’s the important thing. Brett: and that went out, that went out twice, in, twice already. This winter, our heat has gone out, um, which I’m thankful. We, we finally, we added glycol to our, so our heat pumps water through, like, it’s not radiators, it’s like baseboard heat, but it, it uses water and. Um, and though we were getting like frozen spots, not burst pipes, just enough that the water wouldn’t go through fast enough to heat anything. So we added glycol to that [00:02:00] system to bring the freeze point down to like zero degrees. So it’s not perfect, but we also hardwired the pump so that it always circulates water, um, even when the heat’s not running. So hopefully it’ll never freeze again. That’s the goal. Um, and if we replace the well pump, that should be good for another 20 years. So hopefully after this things will be smoother. Political Climate and Media Suppression Brett: Um, yeah, but that, that’s all in addition to, you know, my state being occupied by federal agents and even in my small town, we’ve got people being like, abducted. Things are escalating quickly at this point, and a lot of it doesn’t get talked about on mainstream media. Um, but yeah, things, I don’t know, man. I think we’re making progress because, um, apparently Binos [00:03:00] getting retired Christina: I was going to say, I, I, I, I heard, I heard that, and I don’t know if that’s good or if that’s bad. Um, I can’t, I can’t tell. Brett: it’s, it’s like, it’s like if Trump died, we wouldn’t know if that was good or bad because JD Vance as president, like maybe things get way worse. Who knows? Uh, none of these, none of these actual figureheads are the solution. Removing them isn’t the solution to removing the kinda maga philosophy behind it. But yeah, and that’s also Jeff is, you know, highly involved and I, I won’t, I won’t talk about that for him. I hope we can get him monsoon to talk about that. Christina: No, me, me, me too. Because I’ve, I’ve been thinking about, about him and about you and about your whole area, your communities, you know, from several thousand miles away. Like all, all we, all we see is either what people post online, which of course now is being suppressed. [00:04:00] Uh, thanks a lot. You know, like, like the, oh, TikTok was gonna be so terrible. Chi the, the Chinese are gonna take over our, uh, our algorithms. Right? No, Larry Ellison is, is actually going to completely, you know, fuck up the algorithms, um, and, and suppress anything. I, yeah. Yeah. They’re, they’re Brett: is TikTok? Well, ’cause Victor was telling me that, they were seeing videos. Uh, you would see one frame of the video and then it would black out. And it all seemed to be videos that were negative towards the administration and we weren’t sure. Is this a glitch? Is this coincidence? Christina: well, they claim it’s a glitch, but I don’t believe it. Brett: Yeah, it seems, it seems Christina: I, I mean, I mean, I mean, the thing is like, maybe it is, maybe it is a glitch and we’re overreacting. I don’t know. Um, all I know is that they’ve given us absolutely zero reason to trust them, and so I don’t, and so, um, uh, apparently the, the state of California, this is, [00:05:00] so we are recording this on Tuesday morning. Apparently the state of California has said that they are going to look into whether things are being, you know, suppressed or not, and if that’s violating California law, um, because now that, that, that TikTok is, is controlled by an American entity, um, even if it is, you know, owned by like a, you know, uh, evil, uh, billionaire, you know, uh, crony sto fuck you, Larry Ellison. Um, uh, I guess that means we won’t be getting an Oracle sponsorship. Sorry. Um, uh, Brett: take it anyway. Christina: I, I know you wouldn’t, I know you wouldn’t. That’s why I felt safe saying that. Um, but, uh, but even if, if, if that were the case, like I, you know, but apparently like now that it is like a, you know, kind of, you know, state based like US thing, like California could step in and potentially make things difficult for them. I mean, I think that’s probably a lot of bluster on Newsom’s part. I don’t think that he could really, honestly achieve any sort of change if they are doing things to the algorithm. Brett: Yeah. Uh, [00:06:00] if, if laws even matter anymore, it would be something that got tied up in court for a long time Christina: Right. Which effectively wouldn’t matter. Right. And, and then that opens up a lot of other interesting, um, things about like, okay, well, you know, should we, like what, what is the role? Like even for algorithmically determined things of the government to even step in or whatever, right now, obviously does, I think, become like more of a speech issue if it’s government speech that’s being suppressed, but regardless, it, it is just, it’s bad. So I’ve been, I’ve been thinking about you, I’ve been thinking about Jeff. Police Violence and Public Response Christina: Um, you know, we all saw what happened over the weekend and, and, you know, people be, people are being murdered in the streets and I mean that, that, that’s what’s happening. And, Brett: white people no less, Christina: Right. Well, I mean, that’s the thing, right? Like, is that like, but, but, but they keep moving the bar. They, they keep moving the goalpost, right? So first it’s a white woman and, oh, she, she was, she was running over. The, the officer [00:07:00] or the ice guy, and it’s like, no, she wasn’t, but, but, but that, that’s immediately where they go and, and she’s, you know, radical whatever and, and, and a terrorist and this and that. Okay. Then you have a literal veterans affair nurse, right? Like somebody who literally, like, you know, has, has worked with, with, with combat veterans and has done those things. Who, um, is stepping in to help someone who’s being pepper sprayed, you know, is, is just observing. And because he happens to have, um, a, a, a, a gun on him legally, which he’s allowed to do, um, they immediately used that as cover to execute him. But if he hadn’t had the gun, they would’ve, they would’ve come up with something else. Oh, we thought he had a gun, and they, you know what I mean? So like, they, they got lucky with that one because they removed the method, the, the, the weapon and then shot him 10 times. You know, they literally executed him in the street. But if he hadn’t had a gun, they still would’ve executed. Brett: Yeah, no, for sure. Um, it’s really frustrating that [00:08:00] they took the gun away. So he was disarmed and, and immobilized and then they shot him. Um, like so that’s just a straight up execution. And then to bring, like, to say that it, he, because he had a gun, he was dangerous, is such a, an affront to America has spent so long fighting against gun control and saying that we had the right to carry fucking assault rifles in the Christina: Kyle Rittenhouse. Kyle Rittenhouse was literally acquitted. Right? Brett: Yeah. And he killed people. Christina: and, and he killed people. He was literally walking around little fucking stogey, you know, little blubbering little bitch, like, you know, crying, you know, he’s like carrying around like Rambo a gun and literally snipe shooting people. That’s okay. Brett: They defended Christina: if you have a. They defended him. Of course they did. Right? Of course they did. Oh, well he has the right to carry and this and that, and Oh, you should be able to be armed in [00:09:00] these places. Oh, no, but, but if you’re, um, somebody that we don’t like Brett: Yeah, Christina: and you have a concealed carry permit, and I don’t even know if he was really concealed. Right. Because I think that if you have it on your holster, I don’t even think that counts as concealed to Brett: was supposedly in Christina: I, I, I don’t, I don’t, I don’t. Brett: like it Christina: Which I don’t think counts as concealed. I think. Brett: No. Christina: Right, right. So, so, so, so, so that, that, that wouldn’t be concealed. Be because you have someone in, in that situation, then all of a sudden, oh, no. Now, now the, the key, the goalpost, okay, well, it’s fine if it’s, you know, uh, police we don’t like, or, or other people. And, and, and if you’re going after protesters, then you can shoot and kill whoever you want, um, because you’ve perceived a threat and you can take actions into your, to your own hands. Um, but now if you are even a white person, um, even, you know, someone who’s, who’s worked in Veterans Affairs, whatever, if, if you have, uh, even if you’re like a, a, a, you know, a, a gun owner and, and have permits, um, now [00:10:00] if we don’t like you and you are anywhere in the vicinity of anybody associated with law enforcement, now they have the right to shoot you dead. Like that’s, that’s, that’s the argument, which is insanity. Brett: so I’m, I’m just gonna point out that as the third right came to power, they disarmed the Jews and they disarmed the anarchists and the socialists and they armed the rest of the population and it became, um, gun control for people they didn’t like. Um, and this is, it’s just straight up the same playbook. There’s no, there’s no differentiation anymore. Christina: No, it, it, it actively makes me angry that, um, I, I could be, because, ’cause what can we do? And, and what they’re counting on is the fact that we’re all tired and we’re all kind of, you know, like just, [00:11:00] you know, from, from what happened, you know, six years ago and, and, and what happened, you know, five years ago. Um, and, and, and various things. I think a lot of people are, are just. It kind of like Brett: Sure. Christina: done with, with, with being able to, to, to, right. But now the actual fascism is here, right? Like, like we, we, we saw a, a, you know, a whiff of this on, on, on January 6th, but now it’s actual fascism and they control every branch of government. Brett: Yeah. Christina: And, um, and, and, and I, and I don’t know what we’re supposed to do, right? Like, I mean it, because I mean, you know, uh, Philadelphia is, is, is begging for, for, for them to come. And I think that would be an interesting kind of standoff. Seattle is this, this is what a friend of mine said was like, you know, you know Philadelphia, Filch Philadelphia is begging them to come. Seattle is like scared. Um, that, that they’re going to come, um, because honestly, like we’re a bunch of little bitch babies and, um, [00:12:00] people think they’re like, oh, you know the WTO. I’m like, yeah, that was, that was 27 years ago. Um, uh, I, I don’t think that Seattle has the juice to hold that sort of line again. Um, but I also don’t wanna find out, right? Like, but, but, but this is, this is the attack thing. It’s like, okay, why are they in Minnesota? Right? They’re what, like 130,000, um, Brett: exactly Christina: um, immigrants in, in Minnesota. There are, there are however many million in Texas, however many million in Florida. We know exactly why, right? This isn’t about. Anything more than Brett: in any way. Christina: and opt. Right, right. It has nothing, it has nothing to do with, with, with immigration anyway. I mean, even, even the Wall Street Journal. The Wall Street Journal who a, you know, ran an op-ed basically saying get out of Minnesota. They also, they also had like a, you know, a news story, which was not from the opinion board, which like broke down the, the, the footage showing, you know, that like the, the video footage doesn’t match the administration’s claims, but they also ran a story. Um, that [00:13:00] basically did the math, I guess, on like the number of, of criminals, um, or people with criminal records who have been deported. And at this point, like in, you know, and, and when things started out, like, I guess when the raid started out, the, the majority of the people that they were kind of going after were people who had criminal records. Now, whether they were really violent, the worst, the worst, I mean that’s, I’m, I’m not gonna get into that, but you could at least say like, they, they could at least say, oh, well these were people who had criminal records, whatever. Now some, some huge percentage, I think it’s close to 80% don’t have anything. And many of the people that do the, the criminal like thing that they would hold would be, you know, some sort of visa violation. Right. So it’s, it’s, it’s Brett: they deported a five-year-old kid after using him as bait to try to get the rest of his family. Christina: as bait. Brett: Yeah. And like it’s, it’s pretty deplorable. But I will say I am proud of Minnesota. Um, they have not backed [00:14:00] down. They have stood up in the face of increasing increasingly escalated attacks, and they have shown up in force thousands of people out in the streets. Like Conti, like last night they had a, um, well, yeah, I mean, it’s been ongoing, but, uh, what’s his name? Preddy Alex. Um, at the place where he was shot, they had a, like continuing kind of memorial protest, I guess, and there’s footage of like a thousand, a thousand mins surrounding about 50, um, ICE agents and. Like basically corralling them to the point where they were all backed into a corner and weren’t moving. And I don’t know what happened after that. Um, but thus far it hasn’t been violent on the part of protesters. It’s been very violent on the part of ice. I [00:15:00] personally, I don’t know where I stand on, like, I feel like the Democrats are urging pacifism because it affects their hold on power. And I don’t necessarily think that peace when they’re murdering us in the street. I don’t know if peace is the right response, but I don’t know. I’m not openly declaring that I support violence at this point, but. At the same time, do I not? I’m not sure. Like I keep going back and forth on is it time for a war or do we try to vote our way out of this? Christina: I mean, well, and the scary thing about voting our way out of this is will we even be able to have free elections, right? Be because they’re using any sort of anything, even the most benign sort of legal [00:16:00] protest, even if violence isn’t involved in all of a sudden, talks of the Insurrection Act come Brett: yeah. And Trump, Trump offered to pull out of Minnesota if Minnesota will turn over its voter database to the federal government. Like that’s just blatant, like that’s obviously the end goal is suppression. Christina: Right, right. And, and so to your point, I don’t know. Right. And I’m, I’m never somebody who would wanna advocate outwardly for violence, but I, I, I, I, I don’t know. I mean, they’re killing citizens in the streets. They’re assassinating people in cold blood. They’re executing people, right. That’s what they’re doing. They’re literally executing people in the streets and then covering it up in real time. Brett: if the argument is, if we are violent, it will cause them to kill us. They’re already killing Christina: already doing it. Right. So at, at this point, I mean, like, you know, I mean, like, w to your point, wars have been started for, for, for less, or for the exact same things. Brett: [00:17:00] Yeah. Christina: So, I don’t know. I don’t know. Um, I know that that’s a depressing way to probably do mental health corner and whatnot, but this is what’s happening in our world right now and in and in your community, and it’s, it’s terrifying. Brett: I’m going to link in the show notes an article from Crime Think that was written by, uh, people in Germany who have studied, um, both historical fascism and the current rise of the A FD, which will soon be the most powerful party in Germany, um, which is straight up a Nazi party. Um, and it, they offered, like their hope right now lies in America stopping fascism. Christina: Yeah. Brett: Like if we can, if we can stop fascism, then they believe the rest of Europe can stop fascism. Um, but like they, it, it’s a good article. It kind of, it kind of broaches the same questions I do about like, is it [00:18:00] time for violence? And they offer, like, we don’t, we’re not advocating for a civil war, but like Civil wars might. If you, if you, if you broach them as revolutions, it’s kind of, they’re kind of the same thing in cases like this. So anyway, I’ll, I’ll link that for anyone who wants to read kinda what’s going on in my head. I’m making a note to dig that up. I, uh, I love Crime Fake Oh and Blue Sky. Social Media and Surveillance Brett: Um, so I have not, up until very recently been an avid Blue Sky user. Um, I think I have like, I think I have maybe like 200 followers there and I follow like 50 people. But I’ve been expanding that and I am getting a ton of my news from Blue Sky and like to get stories from people on the ground, like news as it happens, unfiltered and Blue Sky has been [00:19:00] really good for that. Um, I, it’s. There’s not like an algorithm. I just get my stuff and like Macedon, I have a much larger following and I follow a lot more people, but it’s very tech, Christina: It’s very tech and, Brett: there for. Christina: well, and, and MAs on, um, understandably too is also European, um, in a lot of regards. And so it’s just, it’s not. Gonna have the same amount of, of people who are gonna be able to, at least for instances like this, like be on the ground and doing real-time stuff. It’s not, it doesn’t have like the more normy stuff. So, no, that makes sense. Um, no, that’s great. I think, yeah, blue Sky’s been been really good for, for these sorts of real-time events because again, they don’t have an algorithm. Like you can have one, like for a personalized kind of like for you feed or whatever, but in terms of what you see, you know, you see it naturally. You’re not seeing it being adjusted by anything, which can be good and bad. I, I think is good because nothing’s suppressing things and you see things in real time. It can be bad because sometimes you miss things, but I think on the whole, it’s better. [00:20:00] The only thing I will say, just to anyone listening and, and just to spread onto, you know, people in your communities too, from what I’ve observed from others, like, it does seem like the, the government and other sorts of, you know, uh, uh, the, you know, bodies like that are finally starting to pay more attention to blue sky in terms of monitoring things. And so that’s not to say don’t. You know, use it at all. But the same way, you don’t make threats on Twitter if you don’t want the Feds to show up at your house. Don’t make threats on Blue Sky, because it’s not just a little microcosm where, you know, no one will see it. People are, it, it’s still small, but it’s, it’s getting bigger to the point that like when people look at like where some of the, the, the fire hose, you know, things observable things are there, there seem to be more and more of them located in the Washington DC area, which could just be because data centers are there, who knows? But I’ve also just seen anecdotally, like people who have had, like other instances, it’s like, don’t, don’t think [00:21:00] that like, oh, okay, well, you know, no one’s monitoring this. Um, of course people are so just don’t be dumb, don’t, don’t say things that could potentially get you in trouble. Um. Brett: a political candidate in Florida. Um, had the cops show up at her house and read her one of her Facebook posts. I mean, this was local. This was local cops, but still, yeah, you Christina: right. Well, yeah, that’s the thing, right? No, totally. And, and my, my only point with that is we’ve known that they do that for Facebook and for, for, you know, Twitter and, and, uh, you know, Instagram and things like that, but they, but Blue Sky, like, I don’t know if it’s on background checks yet, but it, uh, like for, uh, for jobs and things like that, I, I, I don’t know if that’s happening, but it definitely is at that point where, um, I know that people are starting to monitor those things. So just, you know, uh, not even saying for you per se, but just for anybody out there, like, it’s awesome and I’m so glad that like, that’s where people can get information out, but don’t be like [00:22:00] lulled into this false sense of security. Like, oh, well they’re not gonna monitor this. They’re not Brett: Nobody’s watching me here. Christina: It is like, no, they are, they are. Um, so especially as it becomes, you know, more prominent. So I’m, I’m glad that that’s. That’s an option there too. Um, okay. Sponsor Break: Copilot Money Christina: This is like the worst possible segue ever, but should we go ahead and segue to our, our, our sponsor break? Brett: Let’s do it. Let’s, let’s talk about capitalism. Christina: All right. This episode is brought to you by copilot money. Copilot money is not just another finance app. It’s your personal finance partner designed to help you feel clear, calm, and in control of your money. Whether it’s tracking your spending, saving for specific goals, or simply getting the handle on your investments. Copilot money has you covered as we enter the new year. Clarity and control over our finances has never been more important with the recent shutdown of Mint and rising financial stress, for many consumers are looking for a modern, trustworthy tool to help navigate their financial journeys. That’s where copilot money comes in. [00:23:00] With this beautifully designed app, you can see all your bank accounts, spending, savings and goals and investments all in one place. Imagine easily tracking everything without the clutter of chaotic spreadsheets or outdated tools. It’s a practical way to start 2026 with a fresh financial outlook. And here’s the exciting part. As of December 15th, copilot money is now available on the web so you can manage your finances on any device that you choose. Plus, it offers a seamless experience that keeps your data secure with a privacy first approach, when you sign up using our link, you’ll get two months for free. So visit, try. Copilot money slash Overtired to get started with features like automatic subscription tracking so you never miss a renewal date and customizable savings goals to help you stay on track. Copilot money empowers you to take charge of your financial life with confidence. So why wait Start 2026 with clarity and purpose. Download copilot money on your devices or visit. Try copilot money slash [00:24:00] overti today to claim you’re two months free and embrace a more organized, stress-free approach to your finances. Try copilot.money/ Overtired. Brett: Awesome that I appreciate this segue. ’cause we, we, we could, we could be talking about other things. Um, like it’s, it feels so weird, like when I go on social media and I just want to post that like my water’s out. It feels out of place right now because there’s everything that’s going on feels so much more important than, Christina: Right. Brett: than anything else. Um, but there’s still a place for living our lives, um, Christina: there are a absolutely. I mean, and, and, and in a certain extent, like not to, I mean, maybe this is a little bit of a cope, but it’s like, if all we do is focus on the things that we can’t control at the expense of everything else, it’s like then they win. You know? Like, which, which isn’t, which, which isn’t even to [00:25:00] say, like, don’t talk about what’s happening. Don’t try to help, don’t try to speak out and, and, um, and do what we can do, but also. Like as individuals, there’s very little we can control about things. And being completely, you know, subsumed by that is, is not necessarily good either. Um, so yeah, there’s, there, there are other things going on and it’s important for us to get out of our heads. It’s important, especially for you, you know, being in the region, I think to be able to, to focus on other things and, and hopefully your water will be back soon. ’cause that sucks like that. I’ve been, I’ve been worried about you. I’m glad that you have heat. I’m glad you have internet. I’m glad you have power, but you know, the pipes being frozen and all that stuff is like, not Brett: it, the, the internet has also been down for up to six hours at a time. I don’t know why. There’s like an amplifier down on our street. Um, and that has sucked because I, out here, I live in a, I’m not gonna call it rural. Uh, we’re like five minutes from town, [00:26:00] but, um, we, we don’t. We have shitty internet. Like I pay for a gigabit and I get 500 megabits and it’s, and it’s up and down all the time and I hate it. But anyway. Tech Talk: Gas Town and AI Agents Brett: Let’s talk about, uh, let’s talk about Gas Town. What can you tell me about Gastown? Christina: Okay. So we’ve talked a lot about like AI agents and, um, kind of like, uh, coding, um, loops and, and things like that. And so Gastown, uh, which is available, um, at, I, it is not Gas Town. Let me find the URL, um, one second. It’s, it’s at a gas town. No, it’s not. Lemme find it. Um. Right. So this is a thing that, that Steve Yy, uh, has created, and [00:27:00] it is a multi-agent workspace manager. And so the idea is basically that you can be running like a lot of instances of, um, of, of Claude Code or, um, I guess you could use Codex. You could use, uh, uh, uh, co-pilot, um, SDK or CLI agent and whatnot. Um, and basically what it’s designed to do is to basically let you coordinate like multiple coding agents at one time so they can all be working on different tasks, but then instead of having, um, like the context get lost when agents restart, it creates like a, a persistent, um, like. Work state, which it uses with, with git on the backend, which is supposed to basically enable more multi-agent workflows. So, um, basically the idea would be like, you get, have multiple agents working at once, kind of talking to one another, handing things off, you know, each doing their own task and then coordinating the work with what the other ones are doing. But then you have like a persistent, um, uh, I guess kind of like, you know, layer in the backend so that if an agent has to restart or whatever, it’s not gonna lose the, [00:28:00] the context, um, that that’s happening. And you don’t have to manually, um, worry about things like, okay, you know, I’ve lost certain things in memory and, and I’ve, you know, don’t know how I’m, I’m managing all these things together. Um, there, there’s another project, uh, called Ralph, which is kind of based on this, this concept of like, what of Ralph Wickham was, you know, coding or, or was doing kind of a loop. And, and it’s, it’s, it’s a, it’s kind of a similar idea. Um, there’s also. Brett: my nose wouldn’t bleed so much if I just kept my finger out of there. Christina: Exactly, exactly. My cat’s breath smells like cat food. Um, and um, and so. Like there are ideas of like Ralph Loops and Gastown. And so these are a couple of like projects, um, that have really started to, uh, take over. So like, uh, Ralph is more of an autonomous AI agent loop that basically like it runs like over and over and over again until, uh, a task is done. Um, and, and a lot of people use, use Gastown and, [00:29:00] and, and Ralph together. Um, but yeah, no Ga gastown is is pretty cool. Um, we’ll we’re gonna talk about it more ’cause it’s my pick of the week. We’ll talk about Molt bot previously known as Claude Bot, which is, uses some, some similar ideas. But it’s really been interesting to see like how, like the, the multi-agent workflow, and by multi-agent, I mean like, people are running like 20 or 30 of them, you know, at a time. So it’s more than that, um, is really starting to become a thing that people can, uh, can do. Um, Brett: gets expensive though. Christina: I was, I was just about to say that’s the one thing, right? Most people who are using things like Gastown. Are using them with the Claude, um, code Max plans, which is $200 a month. And those plans do give you more value than like, what the, what it would be if you spent $200 in API credits, uh, but $200 a month. Like that’s not an expensive, that’s, you know, that, that’s, that, that, like, you know what I mean? Like, like that, that, that, that, that, that’s a lot of money to spend on these sorts of things. Um, but people [00:30:00] are getting good results out of it. It’s pretty cool. Um. There have been some open models, which of course, most people don’t have equipment that would be fast enough for them to, to run, uh, to be able to kind of do what they would want, um, reliably. But the, the AgTech stuff coming to some of the open models is better. And so if these things can continue, of course now we’re in a ram crisis and storage crisis and everything else, so who knows when the hardware will get good enough again, and we can, when we as consumers can even reasonably get things ourselves. But, but in, in theory, you know, if, if these sorts of things continue, I could see like a, a world where like, you know, some of the WAN models and some of the other things, uh, potentially, um, or Quinn models rather, um, could, uh. Be things that you could conceivably, like be running on your own equipment to run these sorts of nonstop ag agentic loops. But yeah, right now, like it’s really freaking cool and I’ve played around with it because I’m fortunate enough to have access to a lot of tokens. [00:31:00] Um, but yeah, I can get expensive real, real fast. Uh, but, but it’s still, it’s still pretty awesome. Brett: I do appreciate that. So, guest Town, the name is a reference to Mad Max and in the kind of, uh, vernacular that they built for things like background agents and I, uh, there’s a whole bunch, there are different levels of, of the interface that they kind of extrapolated on the gas town kind of metaphor for. Uh, I, it was, it, it, there were some interesting naming conventions and then they totally went in other directions with some of the names. It, they didn’t keep the theme very well, but, but still, uh, I appreciate Ralph Wig and Mad Max. That’s. It’s at the very least, it’s interesting. Christina: No, it definitely is. It definitely is. Crypto Controversies Christina: I will say that there’s been like a little bit [00:32:00] of a kerfuffle, uh, involved in both of those, uh, developers because, um, they’re both now promoting shit coins and, uh, and so that’s sort of an interesting thing. Um, basically there’s like this, this, this crypto company called bags that I guess apparently like if people want to, they will create crypto coins for popular open source projects, and then they will designate someone to, I guess get the, the gas fees, um, in, um, uh, a Solana parlance, uh, no pun intended, with the gas town, um, where basically like that’s, you know, like the, the, the fees that you spend to have the transaction work off of the blockchain, right? Like, especially if there’s. A lot of times that it would take, like, you pay a certain percentage of something and like those fees could be designated to an individual. And, um, in this case, like both of these guys were reached out to when basically they were like, Hey, this coin exists. You’ve got all this money just kind of sitting in a crypto wallet waiting for you. [00:33:00] Take the money, get, get the, the transaction fees, so to speak. And, uh, I mean, I think that, that, that’s, if you wanna take that money right, it’s, it’s there for you. I’m not gonna certainly judge anyone for that. What I will judge you for is if you then promote your shit coin to your community and basically kind of encourage everyone. To kind of buy into it. Maybe you put in the caveat, oh, this isn’t financial advice. Oh, this is all just for whatever. But, but you’re trying to do that and then you go one step beyond, which I think is actually pretty dumb, which is to be like, okay, well, ’cause like, here’s the thing, I’m not gonna judge anyone. If someone who’s like, Hey, here’s a wallet that we’re gonna give you, and it has real cash in it, and you can do whatever you want with it, and these are the transaction fees, so to speak, like, you know, the gas fees, whatever, you know what you do. You, even if you wanna let your audience know that you’ve done that, and maybe you’re promoting that, maybe some people will buy into it, like, people are adults. Fine. Where, where I do like side eye a little bit is if you are, then for whatever reason [00:34:00] going to be like, oh, I’m gonna take my fees and I’m gonna reinvest it in the coin. Like, okay, you are literally sitting on top of the pyramid, like you could not be in a better position and now you’re, but right. And now you’re literally like paying into the pyramid scheme. It’s like, this is not going to work well for you. These are rug bulls. Um, and so like the, the, the, the gas town coin like dropped like massively. The Ralph coin like dropped massively, like after the, the, the Ralph creator, I think he took out like 300 K or something and people, or, you know, sold like 300 K worth of coins. And people were like, oh, he’s pulling a rug pull. And I’m like, well, A, what did you expect? But B it’s like, this is why don’t, like, if someone’s gonna give you free money from something that’s, you know, kind of scammy, like, I’m not saying don’t take the money. I am saying maybe be smart enough to not to reinvest it into the scam. Brett: Yeah. Christina: Like, I don’t know. Anyway, that’s the only thing I will mention on that. ’cause I don’t think that that takes [00:35:00] anything away from either of those projects or it says that you shouldn’t use or play around with it either of those ideas at all. But that is just a thing that’s happened in the last couple of weeks too, where it’s like, oh, and now there’s like crypto, you know, the crypto people are trying to get kind of involved with these projects and, um, I, I think that that’s, uh, okay. You know, um, like I said, I’m, I’m not gonna judge anybody for taking free money that, that somebody is gonna offer them. I will judge you if you’re gonna try to then, you know, try to like, promote that to your audience and try to be like, oh, this is a great way where we, where you can help me and we can all get rich. It’s like, no, there are, if you really wanna support creators, like there are things like GitHub sponsors and there are like other methods that you can, you can do that, that don’t involve making financial risks on shit coins. Brett: I wish anything I made could be popular enough that I could do something that’s stupid. Yeah. Like [00:36:00] I, I, I, I’m not gonna pull a rug pull on anyone, but the chances that I’ll ever make $300,000 on anything I’m working on, it’s pretty slim. Christina: Yeah, but at the same time, like if you, if you did, if you were in that position, like, I don’t know, I mean, I guess that’d be a thing that you would have to kind of figure out, um, yourself would be like, okay, I have access to this amount of money. Am I going to try to, you know, go all in and, and maybe go full grift to get even more? Some, something tells me that like your own personal ethics would probably preclude you from that. Brett: I, um, I have spent, what, um, how old am I? 47. I, I’ve been, since I started blogging in like 1999, 2000, um, I have always adhered to a very strict code and like turning down sponsors. I didn’t agree with [00:37:00] not doing anything that would be shady. Not taking, not, not taking money from anyone I was writing about. Ethics in Journalism and Personal Dilemmas Brett: Like, it’s been, it’s a pain in the ass to try to be truly ethical, but I feel like I’ve done it for 30 some years and, and I don’t know, I wouldn’t change it. I’m not rich. I’ll never be rich. But yeah, I think ethics are important, especially if you’re in any kind of journalism. Christina: Yeah, if you’re in any sort of journalism. I think so, and I think like how people wanna define those things, I think it’s up to them. And, and like I said, like I’m not gonna even necessarily like, like judge people like for, because I, I don’t know personally like what my situation would be like. Like if somebody was like, Christina, here’s a wallet that has the equivalent of $300,000 in it and it’s just sitting here and we’re not even asking you to do anything with this. I would probably take the money. I’m not gonna lie, I don’t, I don’t, I don’t [00:38:00] know if I would promote it or anything and I maybe I would feel compelled to disclose, Hey, Brett: That is Christina: wallet belongs to me. Brett: money though. Christina: I, I, right. I, I, I might, I might be, I might feel compelled to com to, to disclose, Hey, someone created this coin in this thing. They created the foam grow coin and they are giving me, you know, the, the, the gas fees and I have accepted Brett: could be, I’d feel like you could do it if you were transparent enough about it. Christina: Yeah, I mean, I, I, I think where I draw the line is when you then go from like, because again, it’s fine if you wanna take it. It’s then when you are a. Reinvesting the free money into the coin, which I think is just idiotic. Like, I think that’s just actually dumb. Um, like I just, I just do like, that just seems like you are literally, like I said, you’re at the top of the pyramid and you’re literally like volunteering to get into the bottom again. Um, and, or, or b like if you do that and then you try to rationalize in some way, oh, well, you know, I think [00:39:00] that this could be a great thing for everybody to, you know, I get rich, you know, you could get rich, we could all get money out of this because this is the future of, you know, creator economy or whatever. It’s like, no, it’s not. This is gambling. Um, and, and, and, and you could make the argument to me, and I’d probably be persuaded to be like, this isn’t that different from poly market or any of the other sorts of things. But you know what? I don’t do those things either. And I wouldn’t promote those things to any audience that I had either. Um, but if somebody wanted to give me free money. I probably wouldn’t turn it down. I’m not gonna pretend that my ethics are, are that strong. Uh, I just don’t know if I would, if I would, uh, go on the other end and be like, okay, to the Moom, everyone let, let’s all go in on the crypto stuff. It’s like, okay, The Future of Open Source and Cryptocurrency Brett: So is this the future of open source is, ’cause I mean like open source has survived for decades as like a concept and it’s never been terribly profitable. But a [00:40:00] lot of large companies have invested in open source, and I guess at this point, like most of the big open source projects are either run by a corporation or by a foundation. Um, that are independently financed, but for a project like Gastown, like is it the future? Is this, is this something people are gonna start doing to like, kind of make open source profitable? Christina: I mean, maybe, I don’t know. I think the problem though is that it’s not necessarily predictable, right? And, and not to say that like normal donations or, or support methods are predictable, but at least that could be a thing where you’re like, they’re not, but, but, but it’s not volatile to the extent where you’re like, okay, I’m basing, you know, like my income based on how well this shit coin that someone else controls the supply of someone else, you know, uh, uh, created someone else, you know, burned, so to speak, somebody else’s is going to be, uh, [00:41:00] controlling and, and has other things and could be responsible for, you know, big seismic like market movements like that I think is very different, um, than anything else. And so, I don’t know. I mean, I, I think that they, what I do expect that we’ll see more of is more and more popular projects, things that go viral, especially around ai. Probably being approached or people like proactively creating coins around those things. And there have been some, um, developers who’ve already, you know, stood up oddly and been like, if you see anybody trying to create a coin around this, it is not associated with me. I won’t be associated with any of it. I won’t do it. Right. Uh, and I think that becomes a problem where you’re like, okay, if these things do become popular, then that becomes like another risk if you don’t wanna be involved in it. If you’re involved with a, with a popular project, right? Like the, like the, like the creator of MPM Isaac, like, I think there’s like an MPM coin now, and that, that he’s, you know, like involved in and it’s like, you know, again, he didn’t create it, but he is happy to promote it. He’s happy to take the money. I’m like, look, I’m happy for [00:42:00] Isaac to get money from NPMI am at the same time, you know, bun, which is basically like, you know, the, you know, replacement for, for Node and NPM in a lot of ways, they sold to Anthropic for. I guarantee you a fuck load more money than whatever Isaac is gonna make off of some MPM shitcoin. So, so like, it, it’s all a lottery and it’s not sustainable. But I also feel like for a lot of open source projects, and this isn’t like me saying that the people shouldn’t get paid for the work, quite the contrary. But I think if you go into it with the expectation of I’m going to be able to make a sustainable living off of something, like when you start a project, I think that that is not necessarily going to set you up for, I think that those expectations are misaligned with what reality might be, which again, isn’t to say that you shouldn’t get paid for your work, it’s just that the reason that we give back and the reason we contribute open source is to try to be part of like the, the greater good and to make things more available to everyone. Not to be [00:43:00] like, oh, I can, you know, quit my job. Like, that would be wonderful. I, I wish that more and more people could do that. And I give to a lot of, um, open source projects on, on a monthly basis or on an annual basis. Um, Brett: I, I give basically all the money that’s given to me for my open source projects I distribute among other open source projects. So it’s a, it’s a, it’s a wash for me, but yeah, I am, I, I pay, you know, five, 10 bucks a month to 20 different projects and yeah. Christina: Yeah. I mean, I think it’s important, but, but I, I don’t know. I, I, I hope that it’s not the future. I’m not mad, I think like if that’s a way where people can make, you know, a, a, an income. But I do, I guess worry the sense that like, if, if, if, I don’t want that to be, the reason why somebody would start an open source project is because they’re like, oh, I, I can get rich on a crypto thing. Right? Like, ’cause that that’s the exact wrong Brett: that’s not open source. That’s not the open source philosophy. Christina: no, [00:44:00] it’s not. And, and so, I mean, but I think, I think if it already exists, I mean, I don’t know. I, I also feel like no one should feel obligated. This should go without saying that. If you see a project that you like that is involved in one of those coins. Do you have a zero obligation to be, uh, supportive of that in any way? And in fact, it is probably in your financial best interest to not be involved. Um, it, it is your life, your money, your, you do whatever you want, gamble, however you want. But, uh, I, I, I, I do, I guess I, I bristle a little bit. Like if people try to portray it like, oh, well this is how you can support me by like buying into this thing. I’m like, okay, that’s alright. Like, I, I, if you wanna, again, like I said, if you wanna play poly market with this, fine, but don’t, don’t try to wrap that around like, oh, well this is how you can give back. It’s like, no, you can give back in other ways. Like you can do direct donations, you can do other stuff. Like I would, I would much rather encourage people to be like, rather than putting a hundred dollars in Ralph Coin, [00:45:00] give a hundred dollars to the Ralph Guy directly. Apex 1.0? Brett: So, speaking of unprofitable open source, I have Apex almost to 1.0. Um, it officially handles, I think, all of the syntax that I had hoped it would handle. Um, it does like crazy things, uh, that it’s all built on common mark, GFM, uh, like cmar, GFM, GitHub’s project. Um, so it, it does all of that. Plus it handles stuff from like M mark with like indices. Indices, and it incorporates, uh. Uh, oh, I forget the name of it. Like two different ways of creating indices. It handles all kinds of bibliography syntax, like every known bibliography syntax. Um, I just added, you can, you can create insert tags with plus, plus, uh, the same way you would create a deletion with, uh, til detail. Um, and [00:46:00] I’ve added a full plugin structure, and the plugins now can be project local. So you can have global plugins. And then if you have specific settings, so like I have a, I, my blogs are all based on cramdown and like the bunch documentation is based on cramdown, but then like the mark documentation. And most of my writing is based on multi markdown and they have different. Like the, for example, the IDs that go on headers in multi markdown. If it’s, if it has a space in multi markdown, it gets compressed to no space in common Mark or GFM, it gets a dash instead of a space, which means if I have cross links, cross references in my document, if I don’t have the right header syntax, the cross reference will break. So now I can put a, a config into like my bunch documentation that tells Apex to use, [00:47:00] um, the dash syntax. And in my Mark documentation, I can tell it to use the multi markdown syntax. And then I can just run Apex with no command line arguments and everything works. And I don’t know, I, I haven’t gotten adoption for it. Like the one place I thought it could be really useful was DEVONthink, Christina: Mm-hmm. Brett: which has always been based on multi markdown, which. Um, is I love multi markdown and I love Fletcher and, um, it’s just, it’s missing a lot of what I would consider modern syntax. Christina: Right. Brett: so I, I offered it to Devin think, and it turned out they were working on their own project along the same lines at the same time. Um, but I’m hoping to find some, some apps that will incorporate it and maybe get it some traction. It’s solid, it’s fast, it’s not as fast as common Mark, but it does twice as much. Um, like the [00:48:00] benchmarks, it a complex document renders in common mark in about. Uh, 27 milliseconds, and in Apex it’s more like 46 milliseconds. But in the grand scheme of things, I could render my whole blog 10 times faster than I can with cramm down or Panoc and yeah, and, and I can use all the syntax I want. Challenges and Innovations in Markdown Processing Brett: Did I tell you about, did I tell you about, uh, Panoc Divs? The div extension, um, like you can in with the panoc D extension, you can put colon, colon, colon instead of like back, take, back, take backtick. So normally, like back ticks would create a code block with colons, it creates a div, and you can apply, you can apply inline attribute lists after the colons to make, to give it a class and an ID and any other attributes you wanna apply to it. I extended that so that you can do colon, [00:49:00] colon, colon, and then type a tag name. So if you type colon, colon, colon aside and then applied an attribute list to it, it would create an aside tag with those attributes. Um, the, the only pan deck extension that I wish I could support that I don’t yet is grid tables. Have you ever seen grid tables? Christina: I have not. Brett: There, it’s, it’s kind of like multi markdown table syntax, except you use like plus signs for joints and uh, pipes and dashes, and you actually draw out the table like old ASCI diagrams Christina: Okay. Brett: and that would render that into a valid HTML table. But that supporting that has just been, uh, tables. Tables are the thing. I’ve pulled the most hair out over. Christina: Yeah, I was gonna say, I think I, they feel like tables are hard. I also feel like in a lot of circumstances, I mean obviously people use tables and whatnot, but like, [00:50:00] only thing I would say to you, like, you know, apex is, is so cool and I hope that other projects adopt it. Um, and, uh, potentially with the POC support as far as you’ve gotten with it, maybe, you know, projects that support some of POC stuff could, could, you know, uh, jump into it. But I will say it does feel like. Once you go into like the Panoc universe, like that almost feels like a separate thing from the markdown Flavors like that almost feels like its own like ecosystem. You know what I mean? Brett: Well, yeah, and I haven’t tried to adopt everything Panoc does because you can als, you can also use panoc. You can pipe from Apex into Panoc or vice versa. So I’m not gonna try to like one for one replicate panoc, Christina: No, no. Totally Brett: do all of panoc export options because Panoc can take HTML in and then output PDFs and Doc X and everything. So you can just pipe output from Apex into Panoc to create your PDF or whatever Christina: And like, and, and like to, [00:51:00] and like to me, like that seems ideal, right? But I feel like maybe like adopting some of the other things, especially like, like their grid, you know, table, things like that. Like that would be cool. But like, that feels like that’s a, potentially has the, has the potential, maybe slow down rendering and do other stuff which you don’t want. And then b it’s like, okay, now are we complicated to the point that like, this is, this is now not becoming like one markdown processor to rule them all, but you Brett: Yeah, the whole point, the whole point is to be able to just run Apex and not worry about what cex you’re using. Um, but grid tables are the kind of thing that are so intentional that you’re not gonna accidentally use them. Like the, the, the, the impetus for Apex was all these support requests I get from people that are like the tilde syntax for underline or delete doesn’t work in Mark. And it, it does if you choose the right processor. But then you have to know, yeah, you have to [00:52:00] know what processor supports what syntax and that takes research and time and bringing stuff in from, say, obsidian into mart. You would just kind of expect things to work. And that’s, that’s why I built Apex and Christina: right? Brett: you are correct that grid tables are the kind of thing, no one’s going to use grid tables if they haven’t specifically researched what Christina: I right. Brett: they’re gonna work with. Christina: And they’re going to have a way that has their file marked so that it is designated as poc and then whatever, you know, flags for whatever POC features it supports, um, does. Now I know that the whole point of APEX is you don’t have to worry about this, but, but I am assuming, based on kind of what you said, like if I pass like arguments like in like a, you know, in a config file or something like where I was like, these documents or, or, or this URL or these things are, you know, in this process or in this in another, then it can, it can just automatically apply those rules without having to infer based on the, on the syntax, right. Brett: right. It has [00:53:00] modes for cram down and common mark and GFM and discount, and you can like tell it what mode you’re writing in and it will limit the feature set to just what that processor would handle. Um, and then all of the flags, all of the features have neg negotiable flags on them. So if you wanted to say. Skip, uh, relax table rendering. You could turn that off on the command line or in a config file. Um, so yeah, everything, everything, you can make it behave like any particular processor. Uh, but I focus mostly on the unified mode, which again, like you don’t have to think about which processor you are using. Christina: Are you seeing, I guess like in, in circumstances like, ’cause I, in, in my, like, my experience, like, I would never think to, like, I would probably like, like to, I would probably do like what you do, which is like, I’m [00:54:00] going to use one syntax or, or one, you know, processor for one type of files and maybe another and another. Um, but I, I don’t think that like, I would ever have a, and maybe I’m misunderstanding this, but I don’t think I would ever have an instance where I would be like mixing the two together in the same file. Brett: See, that’s my, so that’s, that’s what’s changing for me is I’m switching my blog over to use Apex instead of Cramdown, which means I can now incorporate syntax that wasn’t available before. So moving forward, I am mixing, um, things from common mark, things from cram down, things from multi markdown. Um, and, and like, so once you know you have the option Christina: right. Then you might do that Brett: you have all the syntax available, you start doing it. And historically you won’t have, but like once you get used to it, then you can. Christina: Okay. So here’s the next existential question for you. At what point then does it go from being, you know, like [00:55:00] a, a, a rendering engine, kind of like an omni rendering engine to being a syntax and a flavor in and of itself? Brett: That is that, yeah, no, that’s a, that’s a very valid question and one that I have to keep asking myself, um, because I never, okay, so what to, to encapsulate what you’re saying, if you got used to writing for Apex and you were mixing your syntax, all of a sudden you have a document that can’t render in anything except Apex, which does eventually make it its own. Yeah, no, it is, it’s always, it’s a concern the whole time. Christina: well, and I, I wouldn’t even necessarily, I mean, like, and I think it could be two things, right? I mean, like, you could have it live in two worlds where, like on the one hand it could be like the rendering engine to end all rendering engines and it can render, you know, files and any of them, and you can specify like whatever, like in, in, in like a tunnel or something. Like, you know, these files are, [00:56:00] are this format, these are these, and you know, maybe have some sort of, you know, um, something, even like a header files or whatever to be like, this is what this rendering engine is. Um, you know, with, with your projects to have it, uh, do that. Um. Or have it infer, you know, based on, on, on, um, the, the logic that you’re importing. But it could also be one of those things where you’re like, okay, I just have created like, you know, the omni syntax. And that’s a thing that maybe, maybe you get people to try to encourage or try, try to adopt, right? Like, it’s like, okay, you can always just use common mark. You can always just use GFM, you can always just use multi markdown, but we support these other things too, from these other, um, systems and you can intermix and match them. Um, because, because I, I do feel like at a certain point, like at least the way you’re running it yourself, you have your own syntax. Like, like, you know. Brett: yeah. No, you have perfectly encapsulated the, the major [00:57:00] design concern. And I think you’re correct. It can exist, it can be both things at once. Um, but I have like, nobody needs another markdown syntax. Like there are so many flavors right now. Okay. There may be a dozen. It’s not like an infinite number, but, but there’s enough that the confusion is real. Um, and we don’t need yet another markdown flavor, but we do need a universal processor that. Makes the differentiations less, but yeah, no, it’s, I need, I need to nail down that philosophy, uh, and really like, put it into writing and say, this is the design goal of this project, uh, which I have like hinted at, but I’m a scattered thinker and like, part of, part of the design philosophy is if someone says, Hey, [00:58:00] could you make this work? I just wanted a project where I could say, yeah, I’m gonna make that work. I, I, I’m gonna add this somewhat esoteric syntax and it’s just gonna work and it’s not gonna affect anything else. And you don’t have to use it, but if you do, there it is. So it’s kind of, it was designed to bloat to a circuit certain extent. Um, but yeah, I need to, I need to actually write a page That’s just the philosophy and really, really, uh, put, put all my thoughts together on that. Christina: Yeah, no, ’cause I was just kind of thinking, I was like, ’cause it’s so cool. Um, but the way that I would’ve envisioned using it, like I, I still like, it’s cool that you can mix all those things in together. I still feel like I probably wouldn’t because I’m not you. And so then I would just have like this additional dependency that it’s like, okay, if something happens to Apex one day and that’s the only thing that can render my documents, then like, you know what I mean? And, and, and if it’s not getting updated [00:59:00] anymore or whatever, then I’m kind of like SOL, um, Brett: Maku. Do you remember Maku? Christina: vaguely. Brett: It’s, the project is kind of dead and a lot of its syntax has been incorporated into various other processors. But if you built your whole blog on Maku, you have to, you have to be able to run like a 7-year-old binary, um, and, and it’ll never be updated, and eventually you’re gonna run into trouble. The nice thing about Unix based stuff is it’s. Has a, you can stop developing it and it’ll work for a decade, um, until, like, there’s a major shift in processors, but like, just the shift to arm. Like if, if Maku was only ever compiled for, uh, for, uh, Intel and it wasn’t open source, you would, it would be gone. You wouldn’t be able to run it anymore. So yeah, these things can happen. Christina: [01:00:00] Well, and I just even think about like, you know, the fact that like, you know, like some of the early processors, like I remember like back, I mean this is a million years ago, but having to use like certain, like pearl, you know, based things, you know, but depending on like whatever your backend system was, then you moved to PHP, they maybe you move, moved to, you know, Ruby, if you’re using like Jekyll and maybe you move to something else. And I was like, okay, you know, what will the thing be in the future? Yeah. If, if I, if it’s open source and there’s a way that, you know, you can write a new, a new processor for that, but it does create like, dependencies on top of dependencies, which is why I, I kind of feel like I like having like the omni processor. I don’t know if, like, for me, I’m like, okay, I, I would probably be personally leery about intermingling all my different syntaxes together. Brett: to that end though, that is why I wanted it in C um, because C will probably never die. C can be compiled on just about any platform. And it can be used with, like, if you have, if you have a Jekyll blog and you wanna [01:01:00] incorporate a C program into a gem, it’s no problem. Uh, you can incorporate it into just about any. Langu

Scott and Wes break down how to code with and for AI; perfect for skeptics, beginners, and curious devs. They cover everything from Ghost Text and CLI agents to building your own AI-powered apps with embeddings, function calling, and multi-model workflows. Show Notes 00:00 Welcome to Syntax! 03:56 How to interface with AI. 04:07 IDE Ghost Text. 05:45 IDE Chat, Agents. 08:00 CLI Agents. Claude Code. Open Code. Gemini. 11:13 MCP Servers. Context7 14:47 GUI apps. v0. Bolt.new. Lovable. Windsurf. 19:07 Existing Chat app like ChatGPT. 22:37 Building things WITH AI. 23:32 Prompting. 26:53 Streaming VS not streaming. 28:14 Embeddings and Rag. 31:09 MCP Server. CJ's MCP Deep Dive. 32:36 Brought to you by Sentry.io. 33:25 Multi-model, multi-provider. 36:27 npm libs to use to code with AI. OpenAI SDK. AI SDK. Cloudflare Agents. Langchain. Local AI Tensorflow. Transformers.js. Huggingface. 44:12 Processes and exploring. Hit us up on Socials! Syntax: X Instagram Tiktok LinkedIn Threads Wes: X Instagram Tiktok LinkedIn Threads Scott: X Instagram Tiktok LinkedIn Threads Randy: X Instagram YouTube Threads

Large language models (LLMs) pretrained on vast source code have achieved prominent progress in code intelligence. However, existing code LLMs have two main limitations in terms of architecture and pretraining tasks. First, they often adopt a specific architecture (encoder-only or decoder-only) or rely on a unified encoder-decoder network for different downstream tasks. The former paradigm is limited by inflexibility in applications while in the latter, the model is treated as a single system for all tasks, leading to suboptimal performance on a subset of tasks. Secondly, they often employ a limited set of pretraining objectives which might not be relevant to some downstream tasks and hence result in substantial performance degrade. To address these limitations, we propose ``CodeT5+'', a family of encoder-decoder LLMs for code in which component modules can be flexibly combined to suit a wide range of downstream code tasks. 2023: Yue Wang, Hung Le, Akhilesh Deepak Gotmare, Nghi D. Q. Bui, Junnan Li, Steven Hoi Ranked #1 on Code Search on CodeXGLUE - AdvTest https://arxiv.org/pdf/2305.07922v1.pdf

Application development has become very community driven and open source modules are commonplace to build fast powerful apps. However, there is a security risk when downloading others' code. This episode talks about a recent revelation of malicious packages in PyPI. Source - https://research.checkpoint.com/2022/cloudguard-spectral-detects-several-malicious-packages-on-pypi-the-official-software-repository-for-python-developers/ Be aware, be safe. Support the show and get access to behind the scenes content as a patron - https://www.patreon.com/SecurityInFive *** Support the podcast with a cup of coffee *** - Ko-Fi Security In Five Mighty Mackenzie - https://www.facebook.com/mightymackie Where you can find Security In Five - https://linktr.ee/binaryblogger Email - bblogger@protonmail.com

“Many people make open-source software because programming is like a creative thing, just like making music or something for most programmers who do in their spare time, not because they have some idealistic mission or something, it's just, I just want to put something out there, and I want people to see it, and I want to feel good about people liking it” - Adam Wathan Today Adam Wathan joins me to unpack the concept of open source software as a thing on the internet.  What it means to publish open source, contribute to OSS projects, and what it looks like to manage a massively popular and fast-growing project such as TailwindCSS.Watch the video of this conversation on YouTube.In this conversation:Adam Wathan:Adam's company, Tailwind CSSAdam on Twitter: @adamwathanAdam's personal siteBrian Casel:Brian's company, ZipMessageBrian on Twitter: @casjamThanks to ZipMessageZipMessage (today's sponsor) is the video messaging tool that replaces live calls with asynchronous conversations.  Use it for free or tune into the episode for an exclusive coupon for Open Threads listeners.Quotes:“Many people make open-source software because programming is like a creative thing, just like making music or something for most programmers who do in their spare time, not because they have some idealistic mission or something, it's just, I just want to put something out there, and I want people to see it, and I want to feel good about people liking it.” - Adam Wathan“But a lot of the time fixing something is a one-line fix, and you just kind of have to find where it is.” - Adam Wathan“The more popular a tool is, the more inexperienced people start using it. So the quality of issues and the quality of requests, actually like goes down as a tool gets more popular.” - Adam Wathan

Sejam bem-vindos ao milésimo quingentésimo octogésimo primeiro Spin de Notícias, o seu giro diário de informações científicas... em escala sub-atômica. E nesse Spin de Notícias falaremos sobre...Tecnologia! *Este episódio, assim como tantos outros projetos vindouros, só foi possível por conta do Patronato do SciCast. Se você quiser mais episódios assim, contribua conosco!*

Click here to register for my FREE Masterclass: https://autc.pro/TSSeng-pod?sl=POD-49013297

Hey Anonymous.fm listeners! Let me introduce you to an awesome guest, Jess! Jess and I got to know each other by a friend of ours who runs a community I belong to. As I was started to be interested in the work of DevRel, I got a chance to try out

Toby Wise is a postdoc at UCL and Caltech. He uses computational modelling and neuroimaging to study the mechanisms underlying anxiety and depression. I first encountered Toby when he and I published separate preprints on PsyArXiv on the same topic (risk perception for COVID-19) within a few hours of each other.In this conversation, we talk about doing research about COVID-19: why we decided to do it, practical considerations, and differences and similarities between our studies. We also talk about open science practices.BJKS Podcast is a podcast about neuroscience, psychology, and anything vaguely related, hosted by Benjamin James Kuper-Smith. New conversations every other Friday. You can find the podcast on all podcasting platforms (Apple/Google Podcasts, Spotify, etc.).Timestamps0:00:11: The origin of Toby's research project on risk perception about COVID-190:13:18: What Toby would do differently if he could go back in time0:20:45: Criticism of COVID-19 research0:29:17: How to do good science during natural experiments0:44:09: Open Code, (Jupyter/RMarkdown) Notebooks, and Python1:07:43: Comparing COVID responses across and within countries1:27:36: Practicalities of doing research on COVID-191:34:19: External validity of psychological research1:48:30: Toby's acute awareness of how unimportant his research is2:06:32: Simulations to ensure your study actually does what you want it to do2:14:34: Comparing Toby and Ben's COVID studiesToby's linksWebsite: https://tobywise.com/Twitter: https://twitter.com/toby_wiseGoogle Scholar: https://scholar.google.co.uk/citations?user=_PD-jwIAAAAJ&hl=enPodcast linksWebsite: https://bjks.buzzsprout.com/Twitter: https://twitter.com/BjksPodcastBen's linksWebsite: www.bjks.blog/Google Scholar: https://scholar.google.co.uk/citations?user=-nWNfvcAAAAJReferences/papers mentionedCamerer, C. F., Dreber, A., Holzmeister, F., Ho, T. H., Huber, J., Johannesson, M., ... & Altmejd, A. (2018). Evaluating the replicability of social science experiments in Nature and Science between 2010 and 2015. Nature Human Behaviour.Levitt, S. D., & List, J. A. (2007). What do laboratory experiments measuring social preferences reveal about the real world?. Journal of Economic perspectives.Korn, C. W., Sharot, T., Walter, H., Heekeren, H. R., & Dolan, R. J. (2014). Depression is related to an absence of optimistically biased belief updating about future life events. Psychological medicine.Kunz, L., Schröder, T. N., Lee, H., Montag, C., Lachmann, B., Sariyska, R., ... & Fell, J. (2015). Reduced grid-cell–like representations in adults at genetic risk for Alzheimer's disease. Science.Kuper-Smith, B. J., Doppelhofer, L. M., Oganian, Y., Rosenblau, G., & Korn, C. (2020). Optimistic beliefs about the personal impact of COVID-19. PsyArXiv.Shah, A. K., Mullainathan, S., & Shafir, E. (2012). Some consequences of having too little. Science.Shah, A. K., Mullainathan, S., & Shafir, E. (2019). An exercise in self-replication: Replicating Shah, Mullainathan, and Shafir (2012). Journal of Economic Psychology.Wise, T., Zbozinek, T. D., Michelini, G., Hagan, C. C., & Mobbs, D. (2020). Changes in risk perception and self-reported protective behaviour during the first week of the COVID-19 pandemic in the United States. Royal Society Open Science.

Qarib Kazmi and frequent contributor to Startup Magazine, Farah Samuels of Code For Pakistan sat down to talk about how the event went, its importance and what the future holds for CFP. For further details on Code for Pakistan’s civic […] The post Podcast – Open, Code for Pakistan, and Jazz present goals for SDGs appeared first on Startup Magazine.

In this episode, we are talking about code and the benefits of making your code available in a peer review process and having it checked. Our guest is Dr. Stephen Eglen from the department of Applied Mathematics and Theoretical Physics at the University of Cambridge. Together with Dr. Daniel Nüst, from the University of Münster, he has created Codecheck – an open-science- initiative to facilitate the sharing of computer programs and results presented in scientific publications. The host of this episode is Erik Lieungh.

We’re talking with Gina Helfrich the Communications Director for NumFOCUS about their story and history, the impact of open code on science, the difference between sponsored and affiliated projects, corporate backing, the back story of their education and events program PyData, and the struggles of storytelling and fundraising.

We’re talking with Gina Helfrich the Communications Director for NumFOCUS about their story and history, the impact of open code on science, the difference between sponsored and affiliated projects, corporate backing, the back story of their education and events program PyData, and the struggles of storytelling and fundraising.

This week we talked about “Open Science: What, Why, and How” from Spellman, Gilbert, and Corker. You can find the paper on OSF https://osf.io/gv6r4/ 0:14 Sophia is leaving Oxford :( (But the Podcast will continue) 0:48 This week’s focus: Open Science What Why and How; few in the JC read it but the discussion was awesome https://osf.io/gv6r4/ 2:15 Shoutout to Matt Jaquiery @MJaquiery 2:40 Broad Meaning of Open Science -- what do we mean; potentially misleading to include things beyond Open? 5:10 The Centre for Science that’s Actually Science 6:05 Focussing on Open Data as “open signalling” 7:30 What even is Open Data? Criteria for Open Data; How it can go wrong 10:25 Open vs Usable Data 11:10 FAIR Guidelines -- Findable Accessible Open Source Interoperable Reusable 12:20 (Advantages of) Open Code 15:30 Why is Open Science just Science Done Right? 16:00 Answer Sam: Open Code -- Show Your Working 17:00 Answer Amy: Work cumulatively in order to avoid waste of taxpayers’ money 18:20 Answer Sophia: being open about subjectivities; slightly tautological argument of Open Science just is Science 21:10 Better system for citing code! 23:20 Not sharing data? Is it selfish? 27:30 BREAK 29:00 Shoutout to Remi Gau; Amy will be singing for you 29:40 Amy and Sophia compete for supremacy in the Table 2 challenge - what are the problems and solutions at each stage of the research process? 31:10 Challenging Two Psychologists Four Beers to the Crossover Event 5 Psychologists 50 Shots 32:00 Competition Begins: 1. Research Planning 34:35 AMY IS THE QUEEN 35:00 Competition part 2. Data Collection and Methods Reporting 36:30 Sam has a picture of James Heathers next to his bed (aka. Amy and Sophia try to make Sam look like a creep) 37:45 Competition part 3. Data Analysis and Reporting 38:54 https://jasp-stats.org 39:25 Competition part 4. Publication Process 41:30 Open Peer Review -- Do you have any good or bad experiences of this? 42:40 Competition part 5. Storing and Archiving 44:10 Why do we give publishers the chance to adapt to openness, when we should just get rid of them? 49:55 Amy wins 14-10, but is also the kindest

How do you start implementing the Clear and Open code in your business and your life? In this final episode of a four-part series, we hear examples of how the Clear and Open Code can be applied in both a workplace setting or management situation and your personal relationships.

EMC: The Source Podcast Episode #16:  Clouds, Code, Containers, Open Source, DevOps and EMC?  Yes – and EMC!  The EMC {code} movement has created a tremendous following in the open source community.  Free Software, Free and Open Code and a development community, this isn’t your grandfather’s EMC. I spent some time at VMworld 2015 with Matt Cowger (@mcowger) before his breakout session: “Containers on VMware Infrastructure”, Containers on VMware?  What does that mean?  Find out this week on “EMC The Source”.   Looking for more details?  Check out www.emccode.com Don’t miss “EMC The Source” app in the App Store.  Be sure to subscribe to The Source Podcast on iTunes or Stitcher Radio and visit the official blog at EMC The Source Blog   EMC: The Source Podcast is hosted By Sam Marraccini (@SamMarraccini)

Tracklist: 01.V4Ns - No Way 02.Anthony Granata & Ted Ganung - Alchemical Rebirth (Duoscience Remix) 03.Etherwood - Souvenirs (feat. Zara Kershaw) 04.In-Deed - Overnight 05.Marcus Tee - Summer Rain 06.Motional - Nova 07.Msdos - Feel It In My Soul 08.Paul Sg - A Closer Look 09.Pierce Fulton - Kuaga (Lost Time) (S.P.Y Remix) 10.Legion & Logam - Afterthought 11.Reynar - Love and Happiness 12.Midnight Request & Spective Pixel - Sky Full of Stars 13.Radicall - Cosmopolis 14.Variants - The Story Ends 15.Jazzatron - Eugenio Credit 16.Dirt Bag - Out of Time 17.Planetary Secrets - Wormhole (Silence Groove Remix) 18.Toez - RocknRoll 19.Seba, Paradox & Robert Manos - Lie to Me 20.Open Code & Blue Motion - I Want To Fly

Ben Holmes, a web developer for the Oxford IT Services, talks about the relevance of Open Code for the University’s WebLearn platform, the Mobile Oxford App, and his own involvement in GitHub.

Researchers and Academics at Oxford share their experiences with sharing their data openly and the projects, collaborations and opportunities Open Data makes possible.

January 23 2013 - First Air Date