{"version":"1.0.0","segments":[{"speaker":"Aaron Moncur","startTime":0.0,"endTime":16.68,"body":"Aaron, hello and"},{"speaker":"Aaron Moncur","startTime":0.0,"endTime":16.68,"body":"welcome to the being an engineer"},{"speaker":"Aaron Moncur","startTime":16.68,"endTime":21.02,"body":"podcast today. We're talking"},{"speaker":"Aaron Moncur","startTime":16.68,"endTime":21.02,"body":"with another Aaron. Aaron Eden,"},{"speaker":"Aaron Moncur","startTime":21.44,"endTime":25.82,"body":"an AI Process Automation leader"},{"speaker":"Aaron Moncur","startTime":21.44,"endTime":25.82,"body":"at Intuit and longtime"},{"speaker":"Aaron Moncur","startTime":25.82,"endTime":31.76,"body":"innovation catalyst across roles"},{"speaker":"Aaron Moncur","startTime":25.82,"endTime":31.76,"body":"spanning enterprise startups and"},{"speaker":"Aaron Moncur","startTime":31.76,"endTime":36.68,"body":"community building, Aaron has"},{"speaker":"Aaron Moncur","startTime":31.76,"endTime":36.68,"body":"helped turn has helped teams"},{"speaker":"Aaron Moncur","startTime":36.68,"endTime":40.84,"body":"turn messy, manual workflows"},{"speaker":"Aaron Moncur","startTime":36.68,"endTime":40.84,"body":"into scalable, customer centric"},{"speaker":"Aaron Moncur","startTime":40.84,"endTime":46.42,"body":"systems using robotic process"},{"speaker":"Aaron Moncur","startTime":40.84,"endTime":46.42,"body":"automation, RPA AI and lean"},{"speaker":"Aaron Moncur","startTime":46.42,"endTime":50.08,"body":"experimentation. He's coached"},{"speaker":"Aaron Moncur","startTime":46.42,"endTime":50.08,"body":"executives launched programs"},{"speaker":"Aaron Moncur","startTime":50.08,"endTime":53.86,"body":"that accelerate time to value"},{"speaker":"Aaron Moncur","startTime":50.08,"endTime":53.86,"body":"and CO leads. Tucson's ai"},{"speaker":"Aaron Moncur","startTime":53.86,"endTime":57.58,"body":"Trailblazers community where he"},{"speaker":"Aaron Moncur","startTime":53.86,"endTime":57.58,"body":"brings people together to put AI"},{"speaker":"Aaron Moncur","startTime":57.58,"endTime":61.98,"body":"to work in the real world,"},{"speaker":"Aaron Moncur","startTime":57.58,"endTime":61.98,"body":"outside of all these things he's"},{"speaker":"Aaron Moncur","startTime":62.04,"endTime":66.72,"body":"doing with AI and at Intuit,"},{"speaker":"Aaron Moncur","startTime":62.04,"endTime":66.72,"body":"Aaron was also a keynote speaker"},{"speaker":"Aaron Moncur","startTime":66.72,"endTime":71.76,"body":"at the recent PDX in person"},{"speaker":"Aaron Moncur","startTime":66.72,"endTime":71.76,"body":"event in October last month. So"},{"speaker":"Aaron Moncur","startTime":72.0,"endTime":75.3,"body":"I got to meet Aaron in person"},{"speaker":"Aaron Moncur","startTime":72.0,"endTime":75.3,"body":"there, and he delivered an"},{"speaker":"Aaron Moncur","startTime":75.3,"endTime":79.74,"body":"incredible talk, and I asked him"},{"speaker":"Aaron Moncur","startTime":75.3,"endTime":79.74,"body":"if he would consider being on"},{"speaker":"Aaron Moncur","startTime":79.74,"endTime":83.0,"body":"the podcast so we can share this"},{"speaker":"Aaron Moncur","startTime":79.74,"endTime":83.0,"body":"content with even more people."},{"speaker":"Aaron Moncur","startTime":83.0,"endTime":88.34,"body":"So if you weren't at PDX, we"},{"speaker":"Aaron Moncur","startTime":83.0,"endTime":88.34,"body":"were sad to miss you, and you"},{"speaker":"Aaron Moncur","startTime":88.34,"endTime":91.58,"body":"still get to hear some of the"},{"speaker":"Aaron Moncur","startTime":88.34,"endTime":91.58,"body":"content that was shared at the"},{"speaker":"Aaron Moncur","startTime":91.58,"endTime":94.94,"body":"event. So Aaron, thank you so"},{"speaker":"Aaron Moncur","startTime":91.58,"endTime":94.94,"body":"much for being with us today."},{"speaker":"Aaron Moncur","startTime":95.48,"endTime":99.56,"body":"I'm excited to be here. Thank"},{"speaker":"Aaron Moncur","startTime":95.48,"endTime":99.56,"body":"you. So AI, is like all the rage"},{"speaker":"Aaron Moncur","startTime":99.62,"endTime":103.66,"body":"these days. Obviously it's, it's"},{"speaker":"Aaron Moncur","startTime":99.62,"endTime":103.66,"body":"popping up everywhere. How did"},{"speaker":"Aaron Moncur","startTime":103.66,"endTime":107.26,"body":"you first get into AI and"},{"speaker":"Aaron Moncur","startTime":103.66,"endTime":107.26,"body":"automation?"},{"speaker":"Aaron Eden","startTime":109.9,"endTime":114.46,"body":"I've actually, I'm a"},{"speaker":"Aaron Eden","startTime":109.9,"endTime":114.46,"body":"I'm a geek, through and through."},{"speaker":"Aaron Eden","startTime":114.46,"endTime":117.16,"body":"So I started, I started"},{"speaker":"Aaron Eden","startTime":114.46,"endTime":117.16,"body":"programming when I was probably"},{"speaker":"Aaron Eden","startTime":117.16,"endTime":122.94,"body":"about 12, and I remember I"},{"speaker":"Aaron Eden","startTime":117.16,"endTime":122.94,"body":"actually ran a bulletin board"},{"speaker":"Aaron Eden","startTime":122.94,"endTime":127.74,"body":"system for a little while. And"},{"speaker":"Aaron Eden","startTime":122.94,"endTime":127.74,"body":"there was, there was a, there"},{"speaker":"Aaron Eden","startTime":128.4,"endTime":130.74,"body":"was these scientific papers,"},{"speaker":"Aaron Eden","startTime":128.4,"endTime":130.74,"body":"they would actually get passed"},{"speaker":"Aaron Eden","startTime":130.74,"endTime":133.44,"body":"around in these bulletin board"},{"speaker":"Aaron Eden","startTime":130.74,"endTime":133.44,"body":"systems. And I came across one"},{"speaker":"Aaron Eden","startTime":133.44,"endTime":136.98,"body":"that was on neural networks."},{"speaker":"Aaron Eden","startTime":133.44,"endTime":136.98,"body":"And, you know, this was"},{"speaker":"Aaron Eden","startTime":136.98,"endTime":141.5,"body":"probably, I would guess this was"},{"speaker":"Aaron Eden","startTime":136.98,"endTime":141.5,"body":"like the mid 80s or something"},{"speaker":"Aaron Eden","startTime":141.5,"endTime":144.92,"body":"like that. And so it was very"},{"speaker":"Aaron Eden","startTime":141.5,"endTime":144.92,"body":"early days with with regard to"},{"speaker":"Aaron Eden","startTime":144.92,"endTime":148.76,"body":"all of these things. It totally"},{"speaker":"Aaron Eden","startTime":144.92,"endTime":148.76,"body":"intrigued me, but all of the"},{"speaker":"Aaron Eden","startTime":148.76,"endTime":151.88,"body":"math was totally over my head. I"},{"speaker":"Aaron Eden","startTime":148.76,"endTime":151.88,"body":"could hardly understand it, like"},{"speaker":"Aaron Eden","startTime":152.06,"endTime":155.6,"body":"it was, but it was intriguing."},{"speaker":"Aaron Eden","startTime":152.06,"endTime":155.6,"body":"And so like from that point"},{"speaker":"Aaron Eden","startTime":155.6,"endTime":158.36,"body":"forward, every time something"},{"speaker":"Aaron Eden","startTime":155.6,"endTime":158.36,"body":"around that has popped up, I've"},{"speaker":"Aaron Eden","startTime":158.36,"endTime":162.1,"body":"sort of latched onto it and"},{"speaker":"Aaron Eden","startTime":158.36,"endTime":162.1,"body":"found interest in it. Still to"},{"speaker":"Aaron Eden","startTime":162.1,"endTime":168.28,"body":"this day, the math is totally"},{"speaker":"Aaron Eden","startTime":162.1,"endTime":168.28,"body":"over my head. But you know, when"},{"speaker":"Aaron Eden","startTime":168.28,"endTime":171.1,"body":"I had my last consulting"},{"speaker":"Aaron Eden","startTime":168.28,"endTime":171.1,"body":"company, it was an innovation"},{"speaker":"Aaron Eden","startTime":171.1,"endTime":175.24,"body":"consultancy, and one of the"},{"speaker":"Aaron Eden","startTime":171.1,"endTime":175.24,"body":"biggest problems that we had was"},{"speaker":"Aaron Eden","startTime":175.36,"endTime":178.0,"body":"I'd go to a conference and I'd"},{"speaker":"Aaron Eden","startTime":175.36,"endTime":178.0,"body":"meet somebody from General"},{"speaker":"Aaron Eden","startTime":178.0,"endTime":181.5,"body":"Electric, I'd meet somebody else"},{"speaker":"Aaron Eden","startTime":178.0,"endTime":181.5,"body":"from GE Aviation, someone else,"},{"speaker":"Aaron Eden","startTime":181.5,"endTime":186.42,"body":"from General, electric,"},{"speaker":"Aaron Eden","startTime":181.5,"endTime":186.42,"body":"something or other, and all"},{"speaker":"Aaron Eden","startTime":186.42,"endTime":190.74,"body":"those would be in my CRM system."},{"speaker":"Aaron Eden","startTime":186.42,"endTime":190.74,"body":"And it's the same company and"},{"speaker":"Aaron Eden","startTime":190.92,"endTime":194.7,"body":"and as a like change management"},{"speaker":"Aaron Eden","startTime":190.92,"endTime":194.7,"body":"sort of approach, like we want"},{"speaker":"Aaron Eden","startTime":194.7,"endTime":197.94,"body":"to know who are the hearts and"},{"speaker":"Aaron Eden","startTime":194.7,"endTime":197.94,"body":"minds that we're touching inside"},{"speaker":"Aaron Eden","startTime":197.94,"endTime":202.34,"body":"organizations. So one of the"},{"speaker":"Aaron Eden","startTime":197.94,"endTime":202.34,"body":"first, one of my first sort of"},{"speaker":"Aaron Eden","startTime":202.4,"endTime":208.04,"body":"touches into this technology"},{"speaker":"Aaron Eden","startTime":202.4,"endTime":208.04,"body":"space was building, building a"},{"speaker":"Aaron Eden","startTime":208.04,"endTime":212.06,"body":"small NLP system to see that"},{"speaker":"Aaron Eden","startTime":208.04,"endTime":212.06,"body":"like those are actually the same"},{"speaker":"Aaron Eden","startTime":212.06,"endTime":214.34,"body":"company, or there's a high"},{"speaker":"Aaron Eden","startTime":212.06,"endTime":214.34,"body":"likelihood that those are the"},{"speaker":"Aaron Eden","startTime":214.34,"endTime":219.2,"body":"same company, and being able to"},{"speaker":"Aaron Eden","startTime":214.34,"endTime":219.2,"body":"sort of de duplicate our CRM"},{"speaker":"Aaron Eden","startTime":219.2,"endTime":225.4,"body":"system. And then more recently,"},{"speaker":"Aaron Eden","startTime":219.2,"endTime":225.4,"body":"when all of the large language"},{"speaker":"Aaron Eden","startTime":225.4,"endTime":228.7,"body":"models really started taking"},{"speaker":"Aaron Eden","startTime":225.4,"endTime":228.7,"body":"hold and those kinds of things,"},{"speaker":"Aaron Eden","startTime":229.9,"endTime":234.46,"body":"like, I got totally sucked in."},{"speaker":"Aaron Eden","startTime":229.9,"endTime":234.46,"body":"Like it was, you know, watching"},{"speaker":"Aaron Eden","startTime":234.46,"endTime":237.46,"body":"videos on YouTube, non stop"},{"speaker":"Aaron Eden","startTime":234.46,"endTime":237.46,"body":"reading articles, reading"},{"speaker":"Aaron Eden","startTime":237.46,"endTime":241.32,"body":"scientific papers, this kind of"},{"speaker":"Aaron Eden","startTime":237.46,"endTime":241.32,"body":"stuff. And it was just kind of"},{"speaker":"Aaron Eden","startTime":241.32,"endTime":244.98,"body":"for me personally, it was this"},{"speaker":"Aaron Eden","startTime":241.32,"endTime":244.98,"body":"magical moment where all of"},{"speaker":"Aaron Eden","startTime":244.98,"endTime":248.28,"body":"these, all of these things, the"},{"speaker":"Aaron Eden","startTime":244.98,"endTime":248.28,"body":"technology, geekery, software"},{"speaker":"Aaron Eden","startTime":248.28,"endTime":251.88,"body":"development stuff that I had had"},{"speaker":"Aaron Eden","startTime":248.28,"endTime":251.88,"body":"in my background, I did a lot of"},{"speaker":"Aaron Eden","startTime":251.88,"endTime":256.02,"body":"data warehousing and business"},{"speaker":"Aaron Eden","startTime":251.88,"endTime":256.02,"body":"intelligence work, and then the"},{"speaker":"Aaron Eden","startTime":256.02,"endTime":259.08,"body":"sort of most recent parts of my"},{"speaker":"Aaron Eden","startTime":256.02,"endTime":259.08,"body":"career had been very much"},{"speaker":"Aaron Eden","startTime":259.08,"endTime":262.82,"body":"focused on, on the people side"},{"speaker":"Aaron Eden","startTime":259.08,"endTime":262.82,"body":"of things and change management"},{"speaker":"Aaron Eden","startTime":262.82,"endTime":265.28,"body":"and kind of all of this came"},{"speaker":"Aaron Eden","startTime":262.82,"endTime":265.28,"body":"together for me personally,"},{"speaker":"Aaron Eden","startTime":265.28,"endTime":269.48,"body":"where I'm like, oh, like, this"},{"speaker":"Aaron Eden","startTime":265.28,"endTime":269.48,"body":"is my this is the way that all"},{"speaker":"Aaron Eden","startTime":269.48,"endTime":271.4,"body":"of these things that I've"},{"speaker":"Aaron Eden","startTime":269.48,"endTime":271.4,"body":"learned over the years kind of"},{"speaker":"Aaron Eden","startTime":271.4,"endTime":275.0,"body":"come together. And what I'm"},{"speaker":"Aaron Eden","startTime":271.4,"endTime":275.0,"body":"seeing from all of this is, like"},{"speaker":"Aaron Eden","startTime":275.72,"endTime":278.72,"body":"the technology part of it is"},{"speaker":"Aaron Eden","startTime":275.72,"endTime":278.72,"body":"actually not all that difficult."},{"speaker":"Aaron Eden","startTime":278.78,"endTime":281.74,"body":"It's really it's the people side"},{"speaker":"Aaron Eden","startTime":278.78,"endTime":281.74,"body":"of it that's really difficult,"},{"speaker":"Aaron Eden","startTime":282.28,"endTime":285.76,"body":"and so those skills in"},{"speaker":"Aaron Eden","startTime":282.28,"endTime":285.76,"body":"innovation and lean startup and"},{"speaker":"Aaron Eden","startTime":285.76,"endTime":288.64,"body":"design thinking and those kinds"},{"speaker":"Aaron Eden","startTime":285.76,"endTime":288.64,"body":"of things have come in very"},{"speaker":"Aaron Eden","startTime":288.64,"endTime":292.0,"body":"useful for being able to help"},{"speaker":"Aaron Eden","startTime":288.64,"endTime":292.0,"body":"people navigate this kind of"},{"speaker":"Aaron Eden","startTime":292.0,"endTime":292.9,"body":"crazy change."},{"speaker":"Aaron Moncur","startTime":293.68,"endTime":296.86,"body":"I'm curious. It"},{"speaker":"Aaron Moncur","startTime":293.68,"endTime":296.86,"body":"was, I don't know, three, four"},{"speaker":"Aaron Moncur","startTime":296.86,"endTime":300.96,"body":"years ago when, when I really"},{"speaker":"Aaron Moncur","startTime":296.86,"endTime":300.96,"body":"started being a. Aware of"},{"speaker":"Aaron Moncur","startTime":301.08,"endTime":305.64,"body":"basically chat GPT. I think to"},{"speaker":"Aaron Moncur","startTime":301.08,"endTime":305.64,"body":"say AI would be overstating it,"},{"speaker":"Aaron Moncur","startTime":305.7,"endTime":309.66,"body":"but chat GPT was on my radar"},{"speaker":"Aaron Moncur","startTime":305.7,"endTime":309.66,"body":"three, four years ago. I started"},{"speaker":"Aaron Moncur","startTime":309.66,"endTime":315.12,"body":"using it very quickly."},{"speaker":"Aaron Moncur","startTime":309.66,"endTime":315.12,"body":"Understood the power behind it,"},{"speaker":"Aaron Moncur","startTime":315.42,"endTime":319.44,"body":"especially for mostly what I do"},{"speaker":"Aaron Moncur","startTime":315.42,"endTime":319.44,"body":"these days is like marketing and"},{"speaker":"Aaron Moncur","startTime":319.44,"endTime":324.5,"body":"business development and sales"},{"speaker":"Aaron Moncur","startTime":319.44,"endTime":324.5,"body":"around engineering, and I have"},{"speaker":"Aaron Moncur","startTime":324.5,"endTime":329.48,"body":"used it a lot in those spaces,"},{"speaker":"Aaron Moncur","startTime":324.5,"endTime":329.48,"body":"but that was me, and I wasn't"},{"speaker":"Aaron Moncur","startTime":329.48,"endTime":335.48,"body":"really looking for AI or"},{"speaker":"Aaron Moncur","startTime":329.48,"endTime":335.48,"body":"following the that part of the"},{"speaker":"Aaron Moncur","startTime":335.48,"endTime":338.36,"body":"industry up until then, you"},{"speaker":"Aaron Moncur","startTime":335.48,"endTime":338.36,"body":"clearly were watching all the"},{"speaker":"Aaron Moncur","startTime":338.36,"endTime":343.78,"body":"YouTube videos and just soaking"},{"speaker":"Aaron Moncur","startTime":338.36,"endTime":343.78,"body":"everything up before llms became"},{"speaker":"Aaron Moncur","startTime":344.02,"endTime":348.04,"body":"or started to become mainstream."},{"speaker":"Aaron Moncur","startTime":344.02,"endTime":348.04,"body":"What? What was it like? Where"},{"speaker":"Aaron Moncur","startTime":348.04,"endTime":353.26,"body":"did you see that as like an"},{"speaker":"Aaron Moncur","startTime":348.04,"endTime":353.26,"body":"imminent future? Or was that"},{"speaker":"Aaron Moncur","startTime":353.26,"endTime":356.86,"body":"community just kind of unsure"},{"speaker":"Aaron Moncur","startTime":353.26,"endTime":356.86,"body":"what it was going to be, if"},{"speaker":"Aaron Moncur","startTime":356.86,"endTime":360.04,"body":"anything, when it was going to"},{"speaker":"Aaron Moncur","startTime":356.86,"endTime":360.04,"body":"be? How much uncertainty was"},{"speaker":"Aaron Moncur","startTime":360.04,"endTime":363.84,"body":"there or was, like, was there a"},{"speaker":"Aaron Moncur","startTime":360.04,"endTime":363.84,"body":"pretty clear trajectory, and and"},{"speaker":"Aaron Moncur","startTime":363.84,"endTime":367.02,"body":"that you and that community were"},{"speaker":"Aaron Moncur","startTime":363.84,"endTime":367.02,"body":"all kind of just waiting until"},{"speaker":"Aaron Moncur","startTime":367.08,"endTime":368.4,"body":"the time came?"},{"speaker":"Unknown","startTime":368.4,"endTime":371.88,"body":"I don't know that it"},{"speaker":"Unknown","startTime":368.4,"endTime":371.88,"body":"was a clear trajectory. I think,"},{"speaker":"Unknown","startTime":372.06,"endTime":375.78,"body":"I think what happens? I mean,"},{"speaker":"Unknown","startTime":372.06,"endTime":375.78,"body":"the fact of the matter is, like,"},{"speaker":"Unknown","startTime":376.44,"endTime":380.42,"body":"as humans, we've been working on"},{"speaker":"Unknown","startTime":376.44,"endTime":380.42,"body":"this technology for 100 years,"},{"speaker":"Unknown","startTime":380.42,"endTime":385.88,"body":"right? It's, it's not, it's not"},{"speaker":"Unknown","startTime":380.42,"endTime":385.88,"body":"new. What's what's new is some"},{"speaker":"Unknown","startTime":385.88,"endTime":388.4,"body":"specific breakthroughs that have"},{"speaker":"Unknown","startTime":385.88,"endTime":388.4,"body":"allowed us to do it at a"},{"speaker":"Unknown","startTime":388.4,"endTime":393.02,"body":"significantly greater scale than"},{"speaker":"Unknown","startTime":388.4,"endTime":393.02,"body":"we could before. Right? The in"},{"speaker":"Unknown","startTime":393.02,"endTime":396.32,"body":"this case, specifically, the"},{"speaker":"Unknown","startTime":393.02,"endTime":396.32,"body":"transformer architecture was"},{"speaker":"Unknown","startTime":396.32,"endTime":399.8,"body":"sort of the breakthrough that"},{"speaker":"Unknown","startTime":396.32,"endTime":399.8,"body":"led us to these large language"},{"speaker":"Unknown","startTime":399.8,"endTime":404.2,"body":"models and the ability to do"},{"speaker":"Unknown","startTime":399.8,"endTime":404.2,"body":"them at super high scale. But"},{"speaker":"Unknown","startTime":404.32,"endTime":408.34,"body":"like NLP and those kinds of"},{"speaker":"Unknown","startTime":404.32,"endTime":408.34,"body":"things have been happening for a"},{"speaker":"Unknown","startTime":408.34,"endTime":412.18,"body":"very long time, just was not"},{"speaker":"Unknown","startTime":408.34,"endTime":412.18,"body":"nearly at that at that scale or"},{"speaker":"Unknown","startTime":412.18,"endTime":413.26,"body":"level of impact."},{"speaker":"Aaron Moncur","startTime":413.619,"endTime":416.379,"body":"What does NLP"},{"speaker":"Aaron Moncur","startTime":413.619,"endTime":416.379,"body":"stand for? Oh, sorry, yes,"},{"speaker":"Unknown","startTime":417.7,"endTime":420.06,"body":"neuralink, Neuro"},{"speaker":"Unknown","startTime":417.7,"endTime":420.06,"body":"Linguistic Programming. Oh,"},{"speaker":"Unknown","startTime":420.06,"endTime":424.26,"body":"okay, so natural language"},{"speaker":"Unknown","startTime":420.06,"endTime":424.26,"body":"processing, depending on whether"},{"speaker":"Unknown","startTime":424.26,"endTime":426.6,"body":"you're a doctor or an AI geek,"},{"speaker":"Unknown","startTime":424.26,"endTime":426.6,"body":"that"},{"speaker":"Aaron Moncur","startTime":426.659,"endTime":429.719,"body":"Neuro Linguistic"},{"speaker":"Aaron Moncur","startTime":426.659,"endTime":429.719,"body":"Programming. I've heard the"},{"speaker":"Aaron Moncur","startTime":429.719,"endTime":432.839,"body":"term, but I've heard it in the"},{"speaker":"Aaron Moncur","startTime":429.719,"endTime":432.839,"body":"context of, like, I don't know,"},{"speaker":"Aaron Moncur","startTime":432.839,"endTime":437.219,"body":"like Tony Robbins seminars,"},{"speaker":"Aaron Moncur","startTime":432.839,"endTime":437.219,"body":"which, it seems different than"},{"speaker":"Aaron Moncur","startTime":437.219,"endTime":438.359,"body":"what you were talking about."},{"speaker":"Unknown","startTime":438.659,"endTime":441.739,"body":"Sorry, I made a joke"},{"speaker":"Unknown","startTime":438.659,"endTime":441.739,"body":"there, but it wasn't a good"},{"speaker":"Unknown","startTime":441.739,"endTime":445.039,"body":"joke. Got it? It's it's"},{"speaker":"Unknown","startTime":441.739,"endTime":445.039,"body":"overloaded. No, no, it's"},{"speaker":"Unknown","startTime":445.039,"endTime":447.859,"body":"overloaded. It has too many"},{"speaker":"Unknown","startTime":445.039,"endTime":447.859,"body":"neuro linguistic programming and"},{"speaker":"Unknown","startTime":447.919,"endTime":451.879,"body":"natural, natural language"},{"speaker":"Unknown","startTime":447.919,"endTime":451.879,"body":"processing. So, sorry, yeah. So,"},{"speaker":"Unknown","startTime":451.999,"endTime":455.239,"body":"so natural language processing,"},{"speaker":"Unknown","startTime":451.999,"endTime":455.239,"body":"you know, has been around for"},{"speaker":"Unknown","startTime":455.239,"endTime":457.459,"body":"quite a while and, and, like,"},{"speaker":"Unknown","startTime":455.239,"endTime":457.459,"body":"that's what I was fiddling"},{"speaker":"Unknown","startTime":457.459,"endTime":460.539,"body":"around with when I was sharing"},{"speaker":"Unknown","startTime":457.459,"endTime":460.539,"body":"that story about, you know, de"},{"speaker":"Unknown","startTime":460.539,"endTime":464.619,"body":"duplicating business, business"},{"speaker":"Unknown","startTime":460.539,"endTime":464.619,"body":"titles. So, so no, there's been"},{"speaker":"Unknown","startTime":464.619,"endTime":467.979,"body":"a lot of people working on this"},{"speaker":"Unknown","startTime":464.619,"endTime":467.979,"body":"for a very long time. I think"},{"speaker":"Unknown","startTime":467.979,"endTime":470.919,"body":"there's a lot of what's referred"},{"speaker":"Unknown","startTime":467.979,"endTime":470.919,"body":"to as, like, emergent"},{"speaker":"Unknown","startTime":470.919,"endTime":474.039,"body":"properties, new capabilities"},{"speaker":"Unknown","startTime":470.919,"endTime":474.039,"body":"that these things are able to"},{"speaker":"Unknown","startTime":474.039,"endTime":477.159,"body":"like as we increase the scale,"},{"speaker":"Unknown","startTime":474.039,"endTime":477.159,"body":"like, oh, wow, it can do that"},{"speaker":"Unknown","startTime":477.159,"endTime":480.239,"body":"thing that I didn't realize that"},{"speaker":"Unknown","startTime":477.159,"endTime":480.239,"body":"it would be able to do. So as"},{"speaker":"Unknown","startTime":480.239,"endTime":482.939,"body":"the scale increases, a lot of"},{"speaker":"Unknown","startTime":480.239,"endTime":482.939,"body":"those are surprises to"},{"speaker":"Unknown","startTime":482.939,"endTime":485.699,"body":"everybody. It's like, scale it"},{"speaker":"Unknown","startTime":482.939,"endTime":485.699,"body":"up and see what it can do this"},{"speaker":"Unknown","startTime":485.699,"endTime":488.819,"body":"time around, right? And"},{"speaker":"Unknown","startTime":485.699,"endTime":488.819,"body":"continues to get smarter. So,"},{"speaker":"Unknown","startTime":488.939,"endTime":491.879,"body":"so, anyway, so, so, so, short"},{"speaker":"Unknown","startTime":488.939,"endTime":491.879,"body":"answer to your to your question,"},{"speaker":"Unknown","startTime":491.879,"endTime":495.479,"body":"is, really that, like, it's been"},{"speaker":"Unknown","startTime":491.879,"endTime":495.479,"body":"around for a while, not new."},{"speaker":"Unknown","startTime":495.479,"endTime":498.719,"body":"Lots of there's surprises in"},{"speaker":"Unknown","startTime":495.479,"endTime":498.719,"body":"what it's capable of, but not, I"},{"speaker":"Unknown","startTime":499.619,"endTime":502.279,"body":"don't think anybody knows what"},{"speaker":"Unknown","startTime":499.619,"endTime":502.279,"body":"the trajectory is of where it's"},{"speaker":"Unknown","startTime":502.279,"endTime":503.719,"body":"actually going. Interesting."},{"speaker":"Aaron Moncur","startTime":503.78,"endTime":506.36,"body":"Okay, all right,"},{"speaker":"Aaron Moncur","startTime":503.78,"endTime":506.36,"body":"so let's, let's talk a little"},{"speaker":"Aaron Moncur","startTime":506.36,"endTime":510.74,"body":"bit about how engineers can use"},{"speaker":"Aaron Moncur","startTime":506.36,"endTime":510.74,"body":"AI what? What are a couple of"},{"speaker":"Aaron Moncur","startTime":510.74,"endTime":515.54,"body":"ways that engineers can at least"},{"speaker":"Aaron Moncur","startTime":510.74,"endTime":515.54,"body":"dip their toes into the AI pond?"},{"speaker":"Aaron Moncur","startTime":515.9,"endTime":516.32,"body":"Yeah?"},{"speaker":"Unknown","startTime":517.22,"endTime":519.68,"body":"Oh, man, there's so"},{"speaker":"Unknown","startTime":517.22,"endTime":519.68,"body":"there's so many opportunities,"},{"speaker":"Unknown","startTime":520.64,"endTime":523.9,"body":"you know, the the immediate one"},{"speaker":"Unknown","startTime":520.64,"endTime":523.9,"body":"that I'm sure everybody thinks"},{"speaker":"Unknown","startTime":523.9,"endTime":527.38,"body":"about right off the bat is using"},{"speaker":"Unknown","startTime":523.9,"endTime":527.38,"body":"it for engineering. So whether"},{"speaker":"Unknown","startTime":527.38,"endTime":532.42,"body":"that's writing code or helping"},{"speaker":"Unknown","startTime":527.38,"endTime":532.42,"body":"with with designs of things that"},{"speaker":"Unknown","startTime":532.42,"endTime":536.92,"body":"you're that you're that you're"},{"speaker":"Unknown","startTime":532.42,"endTime":536.92,"body":"implementing, helping explore"},{"speaker":"Unknown","startTime":536.92,"endTime":543.18,"body":"possibilities. Because the way I"},{"speaker":"Unknown","startTime":536.92,"endTime":543.18,"body":"like to describe it is like, you"},{"speaker":"Unknown","startTime":543.18,"endTime":550.74,"body":"basically have, like, you have"},{"speaker":"Unknown","startTime":543.18,"endTime":550.74,"body":"the Einstein of, like, every"},{"speaker":"Unknown","startTime":550.74,"endTime":553.98,"body":"type of job on the planet in"},{"speaker":"Unknown","startTime":550.74,"endTime":553.98,"body":"your pocket with these tools."},{"speaker":"Unknown","startTime":554.04,"endTime":560.1,"body":"And so, like, for me, as an"},{"speaker":"Unknown","startTime":554.04,"endTime":560.1,"body":"example, I'm pretty decent with"},{"speaker":"Unknown","startTime":560.1,"endTime":563.66,"body":"like, back end kind of software"},{"speaker":"Unknown","startTime":560.1,"endTime":563.66,"body":"development, primarily around"},{"speaker":"Unknown","startTime":563.66,"endTime":566.6,"body":"databases and data architecture"},{"speaker":"Unknown","startTime":563.66,"endTime":566.6,"body":"and this kind of stuff. Like,"},{"speaker":"Unknown","startTime":566.6,"endTime":570.02,"body":"that's an area of strength for"},{"speaker":"Unknown","startTime":566.6,"endTime":570.02,"body":"me. I suck at front end kind of"},{"speaker":"Unknown","startTime":570.02,"endTime":573.92,"body":"stuff. In fact, like, one of my"},{"speaker":"Unknown","startTime":570.02,"endTime":573.92,"body":"good friends leads the React"},{"speaker":"Unknown","startTime":573.92,"endTime":576.86,"body":"team for meta. It's constantly"},{"speaker":"Unknown","startTime":573.92,"endTime":576.86,"body":"trying to get me to, like, to"},{"speaker":"Unknown","startTime":576.86,"endTime":583.48,"body":"react, and it's been my nemesis"},{"speaker":"Unknown","startTime":576.86,"endTime":583.48,"body":"for years. But like last year, I"},{"speaker":"Unknown","startTime":583.48,"endTime":585.94,"body":"built my first react"},{"speaker":"Unknown","startTime":583.48,"endTime":585.94,"body":"application, and actually, I"},{"speaker":"Unknown","startTime":585.94,"endTime":590.08,"body":"can't take credit v zero wrote"},{"speaker":"Unknown","startTime":585.94,"endTime":590.08,"body":"my first react application, and"},{"speaker":"Unknown","startTime":590.08,"endTime":593.02,"body":"I've learned, learned through"},{"speaker":"Unknown","startTime":590.08,"endTime":593.02,"body":"that, and now I've built a few"},{"speaker":"Unknown","startTime":593.02,"endTime":596.08,"body":"applications with it. I'm still"},{"speaker":"Unknown","startTime":593.02,"endTime":596.08,"body":"terrible at it, but in that"},{"speaker":"Unknown","startTime":596.08,"endTime":599.26,"body":"example, I don't need to depend"},{"speaker":"Unknown","startTime":596.08,"endTime":599.26,"body":"on somebody else for that, at"},{"speaker":"Unknown","startTime":599.26,"endTime":602.58,"body":"least to get. It started, you"},{"speaker":"Unknown","startTime":599.26,"endTime":602.58,"body":"still want somebody with some"},{"speaker":"Unknown","startTime":602.58,"endTime":605.28,"body":"expertise in those areas, but"},{"speaker":"Unknown","startTime":602.58,"endTime":605.28,"body":"like now as an engineer, there's"},{"speaker":"Unknown","startTime":605.28,"endTime":608.22,"body":"actually this broader range of"},{"speaker":"Unknown","startTime":605.28,"endTime":608.22,"body":"things that I can take on that"},{"speaker":"Unknown","startTime":608.22,"endTime":612.48,"body":"maybe I couldn't have taken on"},{"speaker":"Unknown","startTime":608.22,"endTime":612.48,"body":"before I can at least get it up"},{"speaker":"Unknown","startTime":612.48,"endTime":619.38,"body":"and going. And like thinking"},{"speaker":"Unknown","startTime":612.48,"endTime":619.38,"body":"about thinking about HR teams on"},{"speaker":"Unknown","startTime":619.38,"endTime":622.46,"body":"most large organizations, they"},{"speaker":"Unknown","startTime":619.38,"endTime":622.46,"body":"usually will talk about"},{"speaker":"Unknown","startTime":622.46,"endTime":625.64,"body":"employees as, like, we're"},{"speaker":"Unknown","startTime":622.46,"endTime":625.64,"body":"looking for a T shaped employee."},{"speaker":"Unknown","startTime":625.88,"endTime":630.92,"body":"So t would be like, on the top"},{"speaker":"Unknown","startTime":625.88,"endTime":630.92,"body":"part of the T that this employee"},{"speaker":"Unknown","startTime":630.92,"endTime":634.22,"body":"is able to go broad on a bunch"},{"speaker":"Unknown","startTime":630.92,"endTime":634.22,"body":"of different topics, and that"},{"speaker":"Unknown","startTime":634.22,"endTime":638.12,"body":"the base of the T is they can go"},{"speaker":"Unknown","startTime":634.22,"endTime":638.12,"body":"deep into A into, like, a single"},{"speaker":"Unknown","startTime":638.12,"endTime":642.34,"body":"area of subject, subject matter"},{"speaker":"Unknown","startTime":638.12,"endTime":642.34,"body":"expertise. But what these AI"},{"speaker":"Unknown","startTime":642.34,"endTime":645.7,"body":"tools actually enable each of us"},{"speaker":"Unknown","startTime":642.34,"endTime":645.7,"body":"to be is sort of a unicorn"},{"speaker":"Unknown","startTime":645.7,"endTime":648.28,"body":"employee where, like, I can go"},{"speaker":"Unknown","startTime":645.7,"endTime":648.28,"body":"broad on a whole bunch of stuff,"},{"speaker":"Unknown","startTime":648.28,"endTime":651.04,"body":"and I can actually go fairly"},{"speaker":"Unknown","startTime":648.28,"endTime":651.04,"body":"deep on those things with the"},{"speaker":"Unknown","startTime":651.04,"endTime":655.24,"body":"support of the AI, I do have to"},{"speaker":"Unknown","startTime":651.04,"endTime":655.24,"body":"still have some expertise, like,"},{"speaker":"Unknown","startTime":655.42,"endTime":659.08,"body":"I can't You can't vibe code your"},{"speaker":"Unknown","startTime":655.42,"endTime":659.08,"body":"way into a production"},{"speaker":"Unknown","startTime":659.08,"endTime":661.44,"body":"application without really"},{"speaker":"Unknown","startTime":659.08,"endTime":661.44,"body":"knowing what you're doing, at"},{"speaker":"Unknown","startTime":661.44,"endTime":664.08,"body":"least not at this point in time,"},{"speaker":"Unknown","startTime":661.44,"endTime":664.08,"body":"maybe a week or two, that'll be"},{"speaker":"Unknown","startTime":664.08,"endTime":667.08,"body":"possible. But like today, that's"},{"speaker":"Unknown","startTime":664.08,"endTime":667.08,"body":"not possible. You still have to"},{"speaker":"Unknown","startTime":667.08,"endTime":671.76,"body":"have depth, depth of expertise."},{"speaker":"Unknown","startTime":667.08,"endTime":671.76,"body":"But as these tools continue to"},{"speaker":"Unknown","startTime":671.76,"endTime":673.98,"body":"get stronger, like we as"},{"speaker":"Unknown","startTime":671.76,"endTime":673.98,"body":"engineers, I think are just"},{"speaker":"Unknown","startTime":673.98,"endTime":678.78,"body":"going to have to continue to"},{"speaker":"Unknown","startTime":673.98,"endTime":678.78,"body":"sort of take on more, more, my,"},{"speaker":"Unknown","startTime":678.78,"endTime":682.58,"body":"my, my role inside of Intuit is"},{"speaker":"Unknown","startTime":678.78,"endTime":682.58,"body":"on a process automation team."},{"speaker":"Unknown","startTime":682.58,"endTime":684.98,"body":"We've actually been"},{"speaker":"Unknown","startTime":682.58,"endTime":684.98,"body":"experimenting with me playing"},{"speaker":"Unknown","startTime":684.98,"endTime":687.38,"body":"both sides. So I'm both a"},{"speaker":"Unknown","startTime":684.98,"endTime":687.38,"body":"business systems analyst, I'm"},{"speaker":"Unknown","startTime":687.38,"endTime":689.84,"body":"going and gathering the"},{"speaker":"Unknown","startTime":687.38,"endTime":689.84,"body":"requirements, engaging with the"},{"speaker":"Unknown","startTime":689.84,"endTime":692.36,"body":"business users, understanding"},{"speaker":"Unknown","startTime":689.84,"endTime":692.36,"body":"their current processes,"},{"speaker":"Unknown","startTime":692.54,"endTime":695.36,"body":"documenting what we're going to"},{"speaker":"Unknown","startTime":692.54,"endTime":695.36,"body":"go and automate, and I'm"},{"speaker":"Unknown","startTime":695.36,"endTime":699.38,"body":"implementing it and delivering"},{"speaker":"Unknown","startTime":695.36,"endTime":699.38,"body":"the automations, writing the"},{"speaker":"Unknown","startTime":699.38,"endTime":702.04,"body":"code for it, you know, putting"},{"speaker":"Unknown","startTime":699.38,"endTime":702.04,"body":"it on our production systems,"},{"speaker":"Unknown","startTime":702.04,"endTime":707.62,"body":"etc. And so, you know, I think a"},{"speaker":"Unknown","startTime":702.04,"endTime":707.62,"body":"lot of organizations are sort of"},{"speaker":"Unknown","startTime":707.62,"endTime":710.86,"body":"experimenting with, like, what"},{"speaker":"Unknown","startTime":707.62,"endTime":710.86,"body":"are the boundaries of what you"},{"speaker":"Unknown","startTime":710.86,"endTime":716.68,"body":"know, what a single engineer can"},{"speaker":"Unknown","startTime":710.86,"endTime":716.68,"body":"can do and should do, and what"},{"speaker":"Unknown","startTime":716.68,"endTime":719.44,"body":"are the you know, we don't know"},{"speaker":"Unknown","startTime":716.68,"endTime":719.44,"body":"where it's going. And so I"},{"speaker":"Unknown","startTime":719.44,"endTime":721.68,"body":"think, you know, back to kind of"},{"speaker":"Unknown","startTime":719.44,"endTime":721.68,"body":"where we started the"},{"speaker":"Unknown","startTime":721.68,"endTime":725.52,"body":"conversation. It's important as"},{"speaker":"Unknown","startTime":721.68,"endTime":725.52,"body":"engineers to lean into our"},{"speaker":"Unknown","startTime":725.52,"endTime":728.52,"body":"curiosity and to go and explore"},{"speaker":"Unknown","startTime":725.52,"endTime":728.52,"body":"new things, because they're"},{"speaker":"Unknown","startTime":728.52,"endTime":732.72,"body":"changing so fast. And anybody"},{"speaker":"Unknown","startTime":728.52,"endTime":732.72,"body":"that says that they know where"},{"speaker":"Unknown","startTime":732.72,"endTime":736.74,"body":"it's going, I think, is BS, ing,"},{"speaker":"Unknown","startTime":732.72,"endTime":736.74,"body":"you we can't predict the future."},{"speaker":"Unknown","startTime":736.8,"endTime":739.86,"body":"There's, there's some scenarios"},{"speaker":"Unknown","startTime":736.8,"endTime":739.86,"body":"like, Yes, more stuff is going"},{"speaker":"Unknown","startTime":739.86,"endTime":742.58,"body":"to get automated and we're going"},{"speaker":"Unknown","startTime":739.86,"endTime":742.58,"body":"to have to do more work."},{"speaker":"Unknown","startTime":742.58,"endTime":745.7,"body":"There's, that's, that's sort of"},{"speaker":"Unknown","startTime":742.58,"endTime":745.7,"body":"a given. How much, I don't know."},{"speaker":"Unknown","startTime":745.76,"endTime":750.26,"body":"Is it so much that we need"},{"speaker":"Unknown","startTime":745.76,"endTime":750.26,"body":"universal basic income and that"},{"speaker":"Unknown","startTime":750.26,"endTime":753.86,"body":"we don't have to have jobs? Or"},{"speaker":"Unknown","startTime":750.26,"endTime":753.86,"body":"is it, you know, enough to where"},{"speaker":"Unknown","startTime":753.86,"endTime":756.44,"body":"we just have, you know, a"},{"speaker":"Unknown","startTime":753.86,"endTime":756.44,"body":"broader suite of things that"},{"speaker":"Unknown","startTime":756.44,"endTime":757.82,"body":"we're taking on? Don't know?"},{"speaker":"Aaron Moncur","startTime":758.54,"endTime":762.58,"body":"Yeah, we had a"},{"speaker":"Aaron Moncur","startTime":758.54,"endTime":762.58,"body":"similar experience here. You"},{"speaker":"Aaron Moncur","startTime":762.58,"endTime":765.52,"body":"talked about, like, the going"},{"speaker":"Aaron Moncur","startTime":762.58,"endTime":765.52,"body":"broad and deep on different"},{"speaker":"Aaron Moncur","startTime":765.52,"endTime":768.52,"body":"things. We don't do a lot of"},{"speaker":"Aaron Moncur","startTime":765.52,"endTime":768.52,"body":"software, at least not a lot of"},{"speaker":"Aaron Moncur","startTime":768.58,"endTime":771.64,"body":"embedded software. We write PLC"},{"speaker":"Aaron Moncur","startTime":768.58,"endTime":771.64,"body":"code all the time for our"},{"speaker":"Aaron Moncur","startTime":771.64,"endTime":774.94,"body":"automated machines, but not a"},{"speaker":"Aaron Moncur","startTime":771.64,"endTime":774.94,"body":"lot of, you know, like C sharp"},{"speaker":"Aaron Moncur","startTime":774.94,"endTime":778.9,"body":"or that type of embedded"},{"speaker":"Aaron Moncur","startTime":774.94,"endTime":778.9,"body":"software. And we had a project"},{"speaker":"Aaron Moncur","startTime":778.9,"endTime":781.92,"body":"recently where we needed to do"},{"speaker":"Aaron Moncur","startTime":778.9,"endTime":781.92,"body":"some of that. And historically,"},{"speaker":"Aaron Moncur","startTime":781.92,"endTime":784.98,"body":"we probably would have just"},{"speaker":"Aaron Moncur","startTime":781.92,"endTime":784.98,"body":"subbed that out to an electrical"},{"speaker":"Aaron Moncur","startTime":784.98,"endTime":788.22,"body":"engineer, someone else. But this"},{"speaker":"Aaron Moncur","startTime":784.98,"endTime":788.22,"body":"time, one of the engineers who"},{"speaker":"Aaron Moncur","startTime":788.28,"endTime":791.58,"body":"knows a little bit of software"},{"speaker":"Aaron Moncur","startTime":788.28,"endTime":791.58,"body":"himself, just opened, opened up"},{"speaker":"Aaron Moncur","startTime":791.82,"endTime":795.06,"body":"chat GPT, and said, This is what"},{"speaker":"Aaron Moncur","startTime":791.82,"endTime":795.06,"body":"I need to do. And there was the"},{"speaker":"Aaron Moncur","startTime":795.06,"endTime":798.48,"body":"code, and he put it on, I think"},{"speaker":"Aaron Moncur","startTime":795.06,"endTime":798.48,"body":"it was just an Arduino or"},{"speaker":"Aaron Moncur","startTime":798.48,"endTime":801.86,"body":"something, but it worked great."},{"speaker":"Aaron Moncur","startTime":798.48,"endTime":801.86,"body":"It was perfect, and it was super"},{"speaker":"Aaron Moncur","startTime":801.86,"endTime":806.72,"body":"fast. You know, it's like maybe"},{"speaker":"Aaron Moncur","startTime":801.86,"endTime":806.72,"body":"a couple hours of work versus,"},{"speaker":"Aaron Moncur","startTime":806.72,"endTime":809.96,"body":"you know, we probably would have"},{"speaker":"Aaron Moncur","startTime":806.72,"endTime":809.96,"body":"paid a few $1,000 in the past to"},{"speaker":"Aaron Moncur","startTime":810.02,"endTime":814.82,"body":"have that done. So this leads me"},{"speaker":"Aaron Moncur","startTime":810.02,"endTime":814.82,"body":"to my next question, what are"},{"speaker":"Aaron Moncur","startTime":814.82,"endTime":819.62,"body":"some of the specific tools that"},{"speaker":"Aaron Moncur","startTime":814.82,"endTime":819.62,"body":"engineers should know about? You"},{"speaker":"Aaron Moncur","startTime":819.62,"endTime":823.72,"body":"mentioned v zero. You also"},{"speaker":"Aaron Moncur","startTime":819.62,"endTime":823.72,"body":"mentioned vibe coding, which is"},{"speaker":"Aaron Moncur","startTime":823.72,"endTime":828.52,"body":"not a tools per se, but more"},{"speaker":"Aaron Moncur","startTime":823.72,"endTime":828.52,"body":"like a genre. Maybe. Can you"},{"speaker":"Aaron Moncur","startTime":828.52,"endTime":829.78,"body":"talk about that a little bit?"},{"speaker":"Unknown","startTime":829.9,"endTime":832.6,"body":"Yeah? Yeah. Thank you"},{"speaker":"Unknown","startTime":829.9,"endTime":832.6,"body":"for thank you for calling those"},{"speaker":"Unknown","startTime":832.6,"endTime":836.8,"body":"out too. By the way, please do"},{"speaker":"Unknown","startTime":832.6,"endTime":836.8,"body":"anytime I'm using acronyms or"},{"speaker":"Unknown","startTime":836.8,"endTime":840.36,"body":"strange terminology of or maybe"},{"speaker":"Unknown","startTime":836.8,"endTime":840.36,"body":"not even strange, just that it"},{"speaker":"Unknown","startTime":840.36,"endTime":844.68,"body":"needs to be defined. So, yeah,"},{"speaker":"Unknown","startTime":840.36,"endTime":844.68,"body":"thank you. Yeah. So, so vibe"},{"speaker":"Unknown","startTime":844.68,"endTime":851.52,"body":"coding. Vibe coding is kind of"},{"speaker":"Unknown","startTime":844.68,"endTime":851.52,"body":"like a it's a slang way to"},{"speaker":"Unknown","startTime":851.52,"endTime":855.84,"body":"reference writing computer code"},{"speaker":"Unknown","startTime":851.52,"endTime":855.84,"body":"using AI tools or using AI"},{"speaker":"Unknown","startTime":855.84,"endTime":861.02,"body":"assistance in a case where maybe"},{"speaker":"Unknown","startTime":855.84,"endTime":861.02,"body":"like, like, in the example you"},{"speaker":"Unknown","startTime":861.02,"endTime":863.36,"body":"just gave of one of your"},{"speaker":"Unknown","startTime":861.02,"endTime":863.36,"body":"engineers that maybe doesn't"},{"speaker":"Unknown","startTime":863.36,"endTime":869.06,"body":"have that experience themselves,"},{"speaker":"Unknown","startTime":863.36,"endTime":869.06,"body":"they got a good vibe that the"},{"speaker":"Unknown","startTime":869.06,"endTime":872.12,"body":"code that it came up with worked"},{"speaker":"Unknown","startTime":869.06,"endTime":872.12,"body":"and it was functional, and you"},{"speaker":"Unknown","startTime":872.12,"endTime":875.72,"body":"got it, got it to go. They don't"},{"speaker":"Unknown","startTime":872.12,"endTime":875.72,"body":"necessarily have the deep"},{"speaker":"Unknown","startTime":875.72,"endTime":879.02,"body":"expertise to dig into that, to"},{"speaker":"Unknown","startTime":875.72,"endTime":879.02,"body":"know whether there's potential,"},{"speaker":"Unknown","startTime":879.32,"endTime":882.94,"body":"you know, minor bugs or issues"},{"speaker":"Unknown","startTime":879.32,"endTime":882.94,"body":"hiding in there, right, right?"},{"speaker":"Unknown","startTime":883.06,"endTime":885.94,"body":"But I'm not trying to talk badly"},{"speaker":"Unknown","startTime":883.06,"endTime":885.94,"body":"about them. I don't know them,"},{"speaker":"Unknown","startTime":885.94,"endTime":889.9,"body":"but, but like, but like, using"},{"speaker":"Unknown","startTime":885.94,"endTime":889.9,"body":"me as an example, right? When I"},{"speaker":"Unknown","startTime":889.9,"endTime":892.36,"body":"built that react app, there's"},{"speaker":"Unknown","startTime":889.9,"endTime":892.36,"body":"probably some garbage code in"},{"speaker":"Unknown","startTime":892.36,"endTime":895.72,"body":"that react app that I built,"},{"speaker":"Unknown","startTime":892.36,"endTime":895.72,"body":"that that someone that knows"},{"speaker":"Unknown","startTime":895.72,"endTime":898.24,"body":"what they're doing would look at"},{"speaker":"Unknown","startTime":895.72,"endTime":898.24,"body":"and go, like, no, that's bad"},{"speaker":"Unknown","startTime":898.24,"endTime":901.2,"body":"practice, right? So. Like,"},{"speaker":"Unknown","startTime":898.24,"endTime":901.2,"body":"that's, that's really the"},{"speaker":"Unknown","startTime":901.2,"endTime":904.38,"body":"reference to vibe coding. It's"},{"speaker":"Unknown","startTime":901.2,"endTime":904.38,"body":"like being able to write code in"},{"speaker":"Unknown","startTime":904.38,"endTime":907.62,"body":"an area where maybe you don't"},{"speaker":"Unknown","startTime":904.38,"endTime":907.62,"body":"have depth, depth of expertise,"},{"speaker":"Unknown","startTime":907.62,"endTime":911.7,"body":"and so you have to kind of go on"},{"speaker":"Unknown","startTime":907.62,"endTime":911.7,"body":"vibe and, you know, sort of a"},{"speaker":"Unknown","startTime":911.7,"endTime":914.1,"body":"spectrum of people that are"},{"speaker":"Unknown","startTime":911.7,"endTime":914.1,"body":"like, you know, on one hand,"},{"speaker":"Unknown","startTime":914.1,"endTime":916.56,"body":"like, I've never written any"},{"speaker":"Unknown","startTime":914.1,"endTime":916.56,"body":"code in my entire life, and I'm"},{"speaker":"Unknown","startTime":916.56,"endTime":919.02,"body":"going to use this thing, and I'm"},{"speaker":"Unknown","startTime":916.56,"endTime":919.02,"body":"going to build an application,"},{"speaker":"Unknown","startTime":919.02,"endTime":921.92,"body":"and I can successfully build an"},{"speaker":"Unknown","startTime":919.02,"endTime":921.92,"body":"application, and that would be"},{"speaker":"Unknown","startTime":921.92,"endTime":928.58,"body":"sort of a completely vibe coded."},{"speaker":"Unknown","startTime":921.92,"endTime":928.58,"body":"So I'm realizing that I I"},{"speaker":"Unknown","startTime":928.64,"endTime":930.38,"body":"forgotten your question, Aaron,"},{"speaker":"Unknown","startTime":928.64,"endTime":930.38,"body":"I'm sorry"},{"speaker":"Aaron Moncur","startTime":930.5,"endTime":932.24,"body":"that was half of"},{"speaker":"Aaron Moncur","startTime":930.5,"endTime":932.24,"body":"my question right there. The"},{"speaker":"Aaron Moncur","startTime":932.24,"endTime":937.34,"body":"other half was, what are a"},{"speaker":"Aaron Moncur","startTime":932.24,"endTime":937.34,"body":"couple of specific AI tools?"},{"speaker":"Aaron Moncur","startTime":985.6500000000001,"endTime":988.55,"body":"Have you ever built a test"},{"speaker":"Aaron Moncur","startTime":985.6500000000001,"endTime":988.55,"body":"fixture that didn't work well?"},{"speaker":"Aaron Moncur","startTime":988.97,"endTime":992.51,"body":"Most engineers have usually"},{"speaker":"Aaron Moncur","startTime":988.97,"endTime":992.51,"body":"because of hidden pitfalls you"},{"speaker":"Aaron Moncur","startTime":992.51,"endTime":995.6300000000001,"body":"wouldn't know to look for if you"},{"speaker":"Aaron Moncur","startTime":992.51,"endTime":995.6300000000001,"body":"don't design fixtures all day"},{"speaker":"Aaron Moncur","startTime":996.23,"endTime":999.1700000000001,"body":"after watching this happen for"},{"speaker":"Aaron Moncur","startTime":996.23,"endTime":999.1700000000001,"body":"years, we built a simple five"},{"speaker":"Aaron Moncur","startTime":999.1700000000001,"endTime":1002.3499999999999,"body":"step framework that gets"},{"speaker":"Aaron Moncur","startTime":999.1700000000001,"endTime":1002.3499999999999,"body":"fixtures right the first time,"},{"speaker":"Aaron Moncur","startTime":1002.77,"endTime":1006.6300000000001,"body":"and we packaged it in a free"},{"speaker":"Aaron Moncur","startTime":1002.77,"endTime":1006.6300000000001,"body":"guide called The Essential Guide"},{"speaker":"Aaron Moncur","startTime":1006.69,"endTime":1010.23,"body":"to designing test fixtures if"},{"speaker":"Aaron Moncur","startTime":1006.69,"endTime":1010.23,"body":"you want more accurate,"},{"speaker":"Aaron Moncur","startTime":1010.23,"endTime":1014.9100000000001,"body":"repeatable data and fewer"},{"speaker":"Aaron Moncur","startTime":1010.23,"endTime":1014.9100000000001,"body":"redesigns, grab the guide at PM,"},{"speaker":"Aaron Moncur","startTime":1014.9100000000001,"endTime":1019.77,"body":"l, dot, engineer forward slash,"},{"speaker":"Aaron Moncur","startTime":1014.9100000000001,"endTime":1019.77,"body":"test, dash fixture, get it,"},{"speaker":"Aaron Moncur","startTime":1019.77,"endTime":1022.6500000000001,"body":"steal the framework and level up"},{"speaker":"Aaron Moncur","startTime":1019.77,"endTime":1022.6500000000001,"body":"your fixture game."},{"speaker":"Aaron Eden","startTime":1026.43,"endTime":1031.71,"body":"Yes, yeah. So"},{"speaker":"Aaron Eden","startTime":1026.43,"endTime":1031.71,"body":"specific, AI, tools. Oh, man,"},{"speaker":"Aaron Eden","startTime":1032.49,"endTime":1037.23,"body":"okay, so I'll listoff a few in"},{"speaker":"Aaron Eden","startTime":1032.49,"endTime":1037.23,"body":"in software engineering. But I"},{"speaker":"Aaron Eden","startTime":1037.23,"endTime":1041.01,"body":"know also from my research. You"},{"speaker":"Aaron Eden","startTime":1037.23,"endTime":1041.01,"body":"know, before speaking at the"},{"speaker":"Aaron Eden","startTime":1041.01,"endTime":1045.21,"body":"conference at PDX, a little"},{"speaker":"Aaron Eden","startTime":1041.01,"endTime":1045.21,"body":"while back, I found a handful of"},{"speaker":"Aaron Eden","startTime":1045.21,"endTime":1048.195,"body":"other ones as well that that"},{"speaker":"Aaron Eden","startTime":1045.21,"endTime":1048.195,"body":"normally I wouldn't touch on as"},{"speaker":"Aaron Eden","startTime":1048.195,"endTime":1051.135,"body":"a software engineer, but"},{"speaker":"Aaron Eden","startTime":1048.195,"endTime":1051.135,"body":"definitely exist or and are"},{"speaker":"Aaron Eden","startTime":1051.135,"endTime":1054.735,"body":"important from an engineering"},{"speaker":"Aaron Eden","startTime":1051.135,"endTime":1054.735,"body":"perspective. So on the software"},{"speaker":"Aaron Eden","startTime":1054.735,"endTime":1063.795,"body":"engineering side of things like"},{"speaker":"Aaron Eden","startTime":1054.735,"endTime":1063.795,"body":"today, Claude code and Claude"},{"speaker":"Aaron Eden","startTime":1063.795,"endTime":1067.6950000000002,"body":"code cursor. I don't know"},{"speaker":"Aaron Eden","startTime":1063.795,"endTime":1067.6950000000002,"body":"there's a there's a bunch of"},{"speaker":"Aaron Eden","startTime":1068.5800000000002,"endTime":1073.38,"body":"there's a bunch of AI coding"},{"speaker":"Aaron Eden","startTime":1068.5800000000002,"endTime":1073.38,"body":"either command line interfaces"},{"speaker":"Aaron Eden","startTime":1073.68,"endTime":1076.56,"body":"or tools that can plug right"},{"speaker":"Aaron Eden","startTime":1073.68,"endTime":1076.56,"body":"into your development"},{"speaker":"Aaron Eden","startTime":1076.56,"endTime":1079.14,"body":"environment that will basically"},{"speaker":"Aaron Eden","startTime":1076.56,"endTime":1079.14,"body":"help you write code in your"},{"speaker":"Aaron Eden","startTime":1079.14,"endTime":1084.18,"body":"favorite language. Personally,"},{"speaker":"Aaron Eden","startTime":1079.14,"endTime":1084.18,"body":"I'm a total Claude code addict."},{"speaker":"Aaron Eden","startTime":1084.66,"endTime":1088.38,"body":"I love it. I think it's really"},{"speaker":"Aaron Eden","startTime":1084.66,"endTime":1088.38,"body":"well done, and I've got a bunch"},{"speaker":"Aaron Eden","startTime":1088.38,"endTime":1091.74,"body":"of pre built prompts and other"},{"speaker":"Aaron Eden","startTime":1088.38,"endTime":1091.74,"body":"things that help me sort of make"},{"speaker":"Aaron Eden","startTime":1091.74,"endTime":1095.2050000000002,"body":"sure that it's done at a certain"},{"speaker":"Aaron Eden","startTime":1091.74,"endTime":1095.2050000000002,"body":"level of quality and and those"},{"speaker":"Aaron Eden","startTime":1095.2050000000002,"endTime":1100.125,"body":"kinds of things. So Claude code,"},{"speaker":"Aaron Eden","startTime":1095.2050000000002,"endTime":1100.125,"body":"I've been this last week, I've"},{"speaker":"Aaron Eden","startTime":1100.125,"endTime":1103.845,"body":"been experimenting with Google's"},{"speaker":"Aaron Eden","startTime":1100.125,"endTime":1103.845,"body":"brand new anti gravity tool,"},{"speaker":"Aaron Eden","startTime":1104.4450000000002,"endTime":1109.4850000000001,"body":"which was they Acqui hired the"},{"speaker":"Aaron Eden","startTime":1104.4450000000002,"endTime":1109.4850000000001,"body":"windsurf team, which was kind of"},{"speaker":"Aaron Eden","startTime":1109.4850000000001,"endTime":1114.3300000000002,"body":"a competitor to cursor, and that"},{"speaker":"Aaron Eden","startTime":1109.4850000000001,"endTime":1114.3300000000002,"body":"was their first release under"},{"speaker":"Aaron Eden","startTime":1114.3300000000002,"endTime":1118.17,"body":"the Google, sort of the Google"},{"speaker":"Aaron Eden","startTime":1114.3300000000002,"endTime":1118.17,"body":"brand, but it leverages the new"},{"speaker":"Aaron Eden","startTime":1118.17,"endTime":1124.53,"body":"Google Gemini 3.0 model, which"},{"speaker":"Aaron Eden","startTime":1118.17,"endTime":1124.53,"body":"is really, really good. So I'm"},{"speaker":"Aaron Eden","startTime":1124.53,"endTime":1127.29,"body":"enjoying that so far as that's"},{"speaker":"Aaron Eden","startTime":1124.53,"endTime":1127.29,"body":"been interesting, because, like,"},{"speaker":"Aaron Eden","startTime":1127.71,"endTime":1132.15,"body":"you know, as a as a developer,"},{"speaker":"Aaron Eden","startTime":1127.71,"endTime":1132.15,"body":"engaging on the using Claude,"},{"speaker":"Aaron Eden","startTime":1133.17,"endTime":1135.93,"body":"it's a lot more sort of"},{"speaker":"Aaron Eden","startTime":1133.17,"endTime":1135.93,"body":"interaction. Like, Hey, Aaron,"},{"speaker":"Aaron Eden","startTime":1135.93,"endTime":1138.795,"body":"I'm about to do this thing."},{"speaker":"Aaron Eden","startTime":1135.93,"endTime":1138.795,"body":"Like, you okay, if I do that,"},{"speaker":"Aaron Eden","startTime":1138.795,"endTime":1141.555,"body":"or, you know, whatever, you"},{"speaker":"Aaron Eden","startTime":1138.795,"endTime":1141.555,"body":"know, maybe we should do this"},{"speaker":"Aaron Eden","startTime":1141.555,"endTime":1146.055,"body":"thing, this other whereas,"},{"speaker":"Aaron Eden","startTime":1141.555,"endTime":1146.055,"body":"whereas anti gravity is kind of"},{"speaker":"Aaron Eden","startTime":1146.055,"endTime":1149.295,"body":"the opposite approach, which is,"},{"speaker":"Aaron Eden","startTime":1146.055,"endTime":1149.295,"body":"like, I give it something that I"},{"speaker":"Aaron Eden","startTime":1149.295,"endTime":1153.075,"body":"want it to go do, it goes and"},{"speaker":"Aaron Eden","startTime":1149.295,"endTime":1153.075,"body":"does the entire thing, and then"},{"speaker":"Aaron Eden","startTime":1153.075,"endTime":1155.415,"body":"comes back and kind of gives me"},{"speaker":"Aaron Eden","startTime":1153.075,"endTime":1155.415,"body":"a write up on what it did,"},{"speaker":"Aaron Eden","startTime":1155.415,"endTime":1158.775,"body":"right? So, and then it'll do"},{"speaker":"Aaron Eden","startTime":1155.415,"endTime":1158.775,"body":"some code review along the way."},{"speaker":"Aaron Eden","startTime":1158.775,"endTime":1161.9550000000002,"body":"But, but, like, it's kind of"},{"speaker":"Aaron Eden","startTime":1158.775,"endTime":1161.9550000000002,"body":"completely different approaches."},{"speaker":"Aaron Eden","startTime":1162.78,"endTime":1166.38,"body":"So I've been learning AWS, which"},{"speaker":"Aaron Eden","startTime":1162.78,"endTime":1166.38,"body":"is not, not something I had a"},{"speaker":"Aaron Eden","startTime":1166.38,"endTime":1170.64,"body":"lot of experience with, and"},{"speaker":"Aaron Eden","startTime":1166.38,"endTime":1170.64,"body":"like, Claude code has taught me"},{"speaker":"Aaron Eden","startTime":1170.76,"endTime":1174.3600000000001,"body":"all of, not all of, but much of"},{"speaker":"Aaron Eden","startTime":1170.76,"endTime":1174.3600000000001,"body":"the AWS infrastructure that I've"},{"speaker":"Aaron Eden","startTime":1174.3600000000001,"endTime":1178.38,"body":"needed for some of the projects"},{"speaker":"Aaron Eden","startTime":1174.3600000000001,"endTime":1178.38,"body":"I've been working on, you know,"},{"speaker":"Aaron Eden","startTime":1178.38,"endTime":1180.96,"body":"over the last year or so,"},{"speaker":"Aaron Eden","startTime":1178.38,"endTime":1180.96,"body":"because of that approach of,"},{"speaker":"Aaron Eden","startTime":1180.96,"endTime":1182.844,"body":"sort of, like explaining and"},{"speaker":"Aaron Eden","startTime":1180.96,"endTime":1182.844,"body":"teaching you along the way,"},{"speaker":"Aaron Eden","startTime":1182.844,"endTime":1182.924,"body":"whereas, like, I think if I had"},{"speaker":"Aaron Eden","startTime":1182.844,"endTime":1182.924,"body":"anti gravity at that point in"},{"speaker":"Aaron Eden","startTime":1182.924,"endTime":1183.345,"body":"time, I probably wouldn't have"},{"speaker":"Aaron Eden","startTime":1182.924,"endTime":1183.345,"body":"learned as many of those things,"},{"speaker":"Aaron Eden","startTime":1184.605,"endTime":1192.765,"body":"because it would have just taken"},{"speaker":"Aaron Eden","startTime":1184.605,"endTime":1192.765,"body":"it and done it. So not right or"},{"speaker":"Aaron Eden","startTime":1192.765,"endTime":1196.665,"body":"wrong. Just depends on, depends"},{"speaker":"Aaron Eden","startTime":1192.765,"endTime":1196.665,"body":"on what you need. So definitely"},{"speaker":"Aaron Eden","startTime":1196.665,"endTime":1202.185,"body":"those, like those, those IDE"},{"speaker":"Aaron Eden","startTime":1196.665,"endTime":1202.185,"body":"tools that can, they can put"},{"speaker":"Aaron Eden","startTime":1202.185,"endTime":1205.2450000000001,"body":"code right in there. They could"},{"speaker":"Aaron Eden","startTime":1202.185,"endTime":1205.2450000000001,"body":"actually review the entire code"},{"speaker":"Aaron Eden","startTime":1205.2450000000001,"endTime":1208.77,"body":"base rather than the sort of"},{"speaker":"Aaron Eden","startTime":1205.2450000000001,"endTime":1208.77,"body":"like go into chat, GPT, ask it"},{"speaker":"Aaron Eden","startTime":1208.77,"endTime":1211.65,"body":"to write something, copy it"},{"speaker":"Aaron Eden","startTime":1208.77,"endTime":1211.65,"body":"over, go back and forth. You can"},{"speaker":"Aaron Eden","startTime":1211.65,"endTime":1214.5900000000001,"body":"absolutely code that way. It's"},{"speaker":"Aaron Eden","startTime":1211.65,"endTime":1214.5900000000001,"body":"just a lot slower. And you know,"},{"speaker":"Aaron Eden","startTime":1214.5900000000001,"endTime":1216.99,"body":"for probably 20 bucks a month,"},{"speaker":"Aaron Eden","startTime":1214.5900000000001,"endTime":1216.99,"body":"you can have one of these other"},{"speaker":"Aaron Eden","startTime":1216.99,"endTime":1221.43,"body":"tools, and it's way faster. Some"},{"speaker":"Aaron Eden","startTime":1216.99,"endTime":1221.43,"body":"of the things that I found"},{"speaker":"Aaron Eden","startTime":1221.43,"endTime":1223.5900000000001,"body":"really interesting in"},{"speaker":"Aaron Eden","startTime":1221.43,"endTime":1223.5900000000001,"body":"preparation for the PDX"},{"speaker":"Aaron Eden","startTime":1223.5900000000001,"endTime":1226.1100000000001,"body":"Conference, which I have very"},{"speaker":"Aaron Eden","startTime":1223.5900000000001,"endTime":1226.1100000000001,"body":"little experience with, but I'm"},{"speaker":"Aaron Eden","startTime":1226.1100000000001,"endTime":1228.45,"body":"going to mention them anyway,"},{"speaker":"Aaron Eden","startTime":1226.1100000000001,"endTime":1228.45,"body":"because I know they're they're"},{"speaker":"Aaron Eden","startTime":1228.45,"endTime":1232.515,"body":"beneficial to your audience. One"},{"speaker":"Aaron Eden","startTime":1228.45,"endTime":1232.515,"body":"of the, one of the things that I"},{"speaker":"Aaron Eden","startTime":1232.515,"endTime":1237.615,"body":"came across was there were two,"},{"speaker":"Aaron Eden","startTime":1232.515,"endTime":1237.615,"body":"there were two really cool"},{"speaker":"Aaron Eden","startTime":1237.615,"endTime":1243.7350000000001,"body":"Nvidia tools there. There was"},{"speaker":"Aaron Eden","startTime":1237.615,"endTime":1243.7350000000001,"body":"one tool that was a simulation."},{"speaker":"Aaron Eden","startTime":1243.7350000000001,"endTime":1249.015,"body":"Platform where, if I've, if I've"},{"speaker":"Aaron Eden","startTime":1243.7350000000001,"endTime":1249.015,"body":"designed something physical, and"},{"speaker":"Aaron Eden","startTime":1249.015,"endTime":1253.74,"body":"I want to simulate wind drag, or"},{"speaker":"Aaron Eden","startTime":1249.015,"endTime":1253.74,"body":"I want to simulate how it would"},{"speaker":"Aaron Eden","startTime":1253.74,"endTime":1256.56,"body":"handle specific types of"},{"speaker":"Aaron Eden","startTime":1253.74,"endTime":1256.56,"body":"liquids, where I want to"},{"speaker":"Aaron Eden","startTime":1256.56,"endTime":1259.6200000000001,"body":"simulate how it would handle"},{"speaker":"Aaron Eden","startTime":1256.56,"endTime":1259.6200000000001,"body":"certain heat level, whatever,"},{"speaker":"Aaron Eden","startTime":1259.74,"endTime":1263.22,"body":"like, all these kinds of"},{"speaker":"Aaron Eden","startTime":1259.74,"endTime":1263.22,"body":"simulations, effectively, like,"},{"speaker":"Aaron Eden","startTime":1263.22,"endTime":1265.56,"body":"the way I think about it as a"},{"speaker":"Aaron Eden","startTime":1263.22,"endTime":1265.56,"body":"software developer, like, that's"},{"speaker":"Aaron Eden","startTime":1265.56,"endTime":1268.02,"body":"all your unit tests. Like it"},{"speaker":"Aaron Eden","startTime":1265.56,"endTime":1268.02,"body":"would basically do all of your"},{"speaker":"Aaron Eden","startTime":1268.02,"endTime":1271.44,"body":"tests, like a bunch of simulated"},{"speaker":"Aaron Eden","startTime":1268.02,"endTime":1271.44,"body":"testing to make sure this design"},{"speaker":"Aaron Eden","startTime":1271.44,"endTime":1274.8,"body":"you came up with was going to be"},{"speaker":"Aaron Eden","startTime":1271.44,"endTime":1274.8,"body":"really solid. And they've built"},{"speaker":"Aaron Eden","startTime":1274.8,"endTime":1279.4650000000001,"body":"this entire sort of Omniverse"},{"speaker":"Aaron Eden","startTime":1274.8,"endTime":1279.4650000000001,"body":"simulation platform for being"},{"speaker":"Aaron Eden","startTime":1279.4650000000001,"endTime":1283.2450000000001,"body":"able to sort of simulate any,"},{"speaker":"Aaron Eden","startTime":1279.4650000000001,"endTime":1283.2450000000001,"body":"any kind of physics situation"},{"speaker":"Aaron Eden","startTime":1283.2450000000001,"endTime":1286.7250000000001,"body":"that you might, you might have"},{"speaker":"Aaron Eden","startTime":1283.2450000000001,"endTime":1286.7250000000001,"body":"to give you kind of an early"},{"speaker":"Aaron Eden","startTime":1286.7250000000001,"endTime":1290.565,"body":"read on that. So, so some of"},{"speaker":"Aaron Eden","startTime":1286.7250000000001,"endTime":1290.565,"body":"those Nvidia tools were really"},{"speaker":"Aaron Eden","startTime":1290.625,"endTime":1292.125,"body":"super fascinating,"},{"speaker":"Aaron Moncur","startTime":1293.65,"endTime":1297.19,"body":"and they really"},{"speaker":"Aaron Moncur","startTime":1293.65,"endTime":1297.19,"body":"disruptive, like the incumbent"},{"speaker":"Aaron Moncur","startTime":1297.19,"endTime":1299.89,"body":"right now in that area, the"},{"speaker":"Aaron Moncur","startTime":1297.19,"endTime":1299.89,"body":"simulation area is probably"},{"speaker":"Aaron Moncur","startTime":1299.89,"endTime":1305.19,"body":"ANSYS, and it's, you know, it's"},{"speaker":"Aaron Moncur","startTime":1299.89,"endTime":1305.19,"body":"like 10, $20,000 software, plus"},{"speaker":"Aaron Moncur","startTime":1305.31,"endTime":1309.0900000000001,"body":"all the training that is needed"},{"speaker":"Aaron Moncur","startTime":1305.31,"endTime":1309.0900000000001,"body":"to really set up and understand"},{"speaker":"Aaron Moncur","startTime":1309.0900000000001,"endTime":1312.5700000000002,"body":"the results of these"},{"speaker":"Aaron Moncur","startTime":1309.0900000000001,"endTime":1312.5700000000002,"body":"simulations. So if an AI tool"},{"speaker":"Aaron Moncur","startTime":1312.5700000000002,"endTime":1316.17,"body":"can make that process much"},{"speaker":"Aaron Moncur","startTime":1312.5700000000002,"endTime":1316.17,"body":"simpler, man, that could be"},{"speaker":"Aaron Moncur","startTime":1316.17,"endTime":1317.67,"body":"really disruptive in the"},{"speaker":"Aaron Moncur","startTime":1316.17,"endTime":1317.67,"body":"industry."},{"speaker":"Unknown","startTime":1319.05,"endTime":1321.45,"body":"Yeah, there's a there's"},{"speaker":"Unknown","startTime":1319.05,"endTime":1321.45,"body":"a lot happening in that space,"},{"speaker":"Unknown","startTime":1321.45,"endTime":1325.43,"body":"too. The other interesting part"},{"speaker":"Unknown","startTime":1321.45,"endTime":1325.43,"body":"of it is that, like on the"},{"speaker":"Unknown","startTime":1325.43,"endTime":1329.39,"body":"robotics path, the same kind of"},{"speaker":"Unknown","startTime":1325.43,"endTime":1329.39,"body":"thing of simulations, where you"},{"speaker":"Unknown","startTime":1329.39,"endTime":1333.95,"body":"can put, you know, 1000 robots"},{"speaker":"Unknown","startTime":1329.39,"endTime":1333.95,"body":"in 1000 virtual robots into the"},{"speaker":"Unknown","startTime":1333.95,"endTime":1337.73,"body":"same simulation at the same"},{"speaker":"Unknown","startTime":1333.95,"endTime":1337.73,"body":"time, and then have them using"},{"speaker":"Unknown","startTime":1337.73,"endTime":1340.91,"body":"reinforcement learning, having"},{"speaker":"Unknown","startTime":1337.73,"endTime":1340.91,"body":"them learn what is the way to be"},{"speaker":"Unknown","startTime":1340.91,"endTime":1343.01,"body":"able to navigate this"},{"speaker":"Unknown","startTime":1340.91,"endTime":1343.01,"body":"environment, and that"},{"speaker":"Unknown","startTime":1343.0700000000002,"endTime":1346.45,"body":"environment mimics the real"},{"speaker":"Unknown","startTime":1343.0700000000002,"endTime":1346.45,"body":"world. So now, rather than"},{"speaker":"Unknown","startTime":1346.63,"endTime":1349.81,"body":"running, having to build a"},{"speaker":"Unknown","startTime":1346.63,"endTime":1349.81,"body":"physical robot and run that over"},{"speaker":"Unknown","startTime":1349.81,"endTime":1352.99,"body":"and over in the real world, you"},{"speaker":"Unknown","startTime":1349.81,"endTime":1352.99,"body":"can now get, you know, millions"},{"speaker":"Unknown","startTime":1352.99,"endTime":1358.75,"body":"of simulations. There was a,"},{"speaker":"Unknown","startTime":1352.99,"endTime":1358.75,"body":"there was a really interesting"},{"speaker":"Unknown","startTime":1359.17,"endTime":1362.3500000000001,"body":"experiment that was done with"},{"speaker":"Unknown","startTime":1359.17,"endTime":1362.3500000000001,"body":"one of the like robotic dogs to"},{"speaker":"Unknown","startTime":1362.3500000000001,"endTime":1367.3500000000001,"body":"like spot dogs, right? The"},{"speaker":"Unknown","startTime":1362.3500000000001,"endTime":1367.3500000000001,"body":"quadruped kind of deal. And they"},{"speaker":"Unknown","startTime":1367.3500000000001,"endTime":1373.47,"body":"put the dog in a simulation"},{"speaker":"Unknown","startTime":1367.3500000000001,"endTime":1373.47,"body":"where it was on top of one of"},{"speaker":"Unknown","startTime":1373.47,"endTime":1378.51,"body":"those like bouncy exercise"},{"speaker":"Unknown","startTime":1373.47,"endTime":1378.51,"body":"balls, and they they totally"},{"speaker":"Unknown","startTime":1378.51,"endTime":1383.19,"body":"need to stay balanced on the"},{"speaker":"Unknown","startTime":1378.51,"endTime":1383.19,"body":"exercise ball. Through these"},{"speaker":"Unknown","startTime":1383.25,"endTime":1386.8700000000001,"body":"millions of simulations, it"},{"speaker":"Unknown","startTime":1383.25,"endTime":1386.8700000000001,"body":"learned to balance itself on the"},{"speaker":"Unknown","startTime":1386.8700000000001,"endTime":1390.53,"body":"exercise ball and, and this"},{"speaker":"Unknown","startTime":1386.8700000000001,"endTime":1390.53,"body":"video that I saw was literally"},{"speaker":"Unknown","startTime":1390.53,"endTime":1394.25,"body":"the quadruped, like, like, those"},{"speaker":"Unknown","startTime":1390.53,"endTime":1394.25,"body":"balance, like, stable. It's"},{"speaker":"Unknown","startTime":1394.25,"endTime":1396.77,"body":"like, kind of scary, actually,"},{"speaker":"Unknown","startTime":1394.25,"endTime":1396.77,"body":"what's"},{"speaker":"Aaron Moncur","startTime":1396.77,"endTime":1400.13,"body":"possible, but"},{"speaker":"Aaron Moncur","startTime":1396.77,"endTime":1400.13,"body":"almost human, right? Yeah,"},{"speaker":"Aaron Moncur","startTime":1400.13,"endTime":1400.6100000000001,"body":"totally."},{"speaker":"Unknown","startTime":1401.03,"endTime":1403.81,"body":"But given enough like,"},{"speaker":"Unknown","startTime":1401.03,"endTime":1403.81,"body":"it was able to have millions of"},{"speaker":"Unknown","startTime":1403.81,"endTime":1407.17,"body":"experiences to now be able to"},{"speaker":"Unknown","startTime":1403.81,"endTime":1407.17,"body":"have that level of balance,"},{"speaker":"Unknown","startTime":1407.17,"endTime":1410.29,"body":"right? So, so anyway, so these,"},{"speaker":"Unknown","startTime":1407.17,"endTime":1410.29,"body":"like simulations and virtual"},{"speaker":"Unknown","startTime":1410.29,"endTime":1414.0700000000002,"body":"environments and digital twins"},{"speaker":"Unknown","startTime":1410.29,"endTime":1414.0700000000002,"body":"and, like all those kinds of"},{"speaker":"Unknown","startTime":1414.0700000000002,"endTime":1418.0900000000001,"body":"things, are really powerful. And"},{"speaker":"Unknown","startTime":1414.0700000000002,"endTime":1418.0900000000001,"body":"then the second one that I that"},{"speaker":"Unknown","startTime":1418.0900000000001,"endTime":1423.67,"body":"I found, I think, was, I think"},{"speaker":"Unknown","startTime":1418.0900000000001,"endTime":1423.67,"body":"was one of the Adobe tools that"},{"speaker":"Unknown","startTime":1423.67,"endTime":1429.81,"body":"was that was to assist with the"},{"speaker":"Unknown","startTime":1423.67,"endTime":1429.81,"body":"actual design of a specific"},{"speaker":"Unknown","startTime":1429.81,"endTime":1433.47,"body":"component. And what I found was"},{"speaker":"Unknown","startTime":1429.81,"endTime":1433.47,"body":"really interesting about that"},{"speaker":"Unknown","startTime":1433.47,"endTime":1438.69,"body":"was all of these generative"},{"speaker":"Unknown","startTime":1433.47,"endTime":1438.69,"body":"tools of like, you know, go into"},{"speaker":"Unknown","startTime":1438.69,"endTime":1444.1100000000001,"body":"Gemini and ask it to generate an"},{"speaker":"Unknown","startTime":1438.69,"endTime":1444.1100000000001,"body":"image for you, or go into suno"},{"speaker":"Unknown","startTime":1444.1100000000001,"endTime":1448.6100000000001,"body":"and ask it to generate a song"},{"speaker":"Unknown","startTime":1444.1100000000001,"endTime":1448.6100000000001,"body":"for you. You write the prompt,"},{"speaker":"Unknown","startTime":1449.5700000000002,"endTime":1453.17,"body":"and based on the quality of that"},{"speaker":"Unknown","startTime":1449.5700000000002,"endTime":1453.17,"body":"prompt, you get a generative"},{"speaker":"Unknown","startTime":1453.17,"endTime":1457.91,"body":"result from what it's created, a"},{"speaker":"Unknown","startTime":1453.17,"endTime":1457.91,"body":"song or a poem or an image or"},{"speaker":"Unknown","startTime":1457.91,"endTime":1461.8700000000001,"body":"whatever, right? And you learn"},{"speaker":"Unknown","startTime":1457.91,"endTime":1461.8700000000001,"body":"very quickly, like, oh, I left"},{"speaker":"Unknown","startTime":1461.8700000000001,"endTime":1464.23,"body":"that detail out of the prompt."},{"speaker":"Unknown","startTime":1461.8700000000001,"endTime":1464.23,"body":"Like, that's why I got that"},{"speaker":"Unknown","startTime":1464.23,"endTime":1469.15,"body":"weird thing, right? But this,"},{"speaker":"Unknown","startTime":1464.23,"endTime":1469.15,"body":"this generative design tool,"},{"speaker":"Unknown","startTime":1469.21,"endTime":1473.1100000000001,"body":"actually sort of took the"},{"speaker":"Unknown","startTime":1469.21,"endTime":1473.1100000000001,"body":"opposite approach, which is that"},{"speaker":"Unknown","startTime":1473.77,"endTime":1476.77,"body":"what you do is you go into the"},{"speaker":"Unknown","startTime":1473.77,"endTime":1476.77,"body":"design tool and you basically"},{"speaker":"Unknown","startTime":1476.77,"endTime":1483.3700000000001,"body":"map out boundaries for what it's"},{"speaker":"Unknown","startTime":1476.77,"endTime":1483.3700000000001,"body":"not allowed to touch and so, so"},{"speaker":"Unknown","startTime":1483.3700000000001,"endTime":1486.93,"body":"in this case, the the like,"},{"speaker":"Unknown","startTime":1483.3700000000001,"endTime":1486.93,"body":"simple example was, like a, you"},{"speaker":"Unknown","startTime":1486.93,"endTime":1489.5700000000002,"body":"know, a wheel on some piece of"},{"speaker":"Unknown","startTime":1486.93,"endTime":1489.5700000000002,"body":"furniture or something. They"},{"speaker":"Unknown","startTime":1489.5700000000002,"endTime":1492.81,"body":"were, they were trying to"},{"speaker":"Unknown","startTime":1489.5700000000002,"endTime":1492.81,"body":"redesign this, this wheel. So"},{"speaker":"Unknown","startTime":1492.81,"endTime":1495.03,"body":"they went in and they basically"},{"speaker":"Unknown","startTime":1492.81,"endTime":1495.03,"body":"blocked out all of the"},{"speaker":"Unknown","startTime":1495.03,"endTime":1497.91,"body":"constraints, all the things that"},{"speaker":"Unknown","startTime":1495.03,"endTime":1497.91,"body":"the AI is not allowed to touch."},{"speaker":"Unknown","startTime":1498.15,"endTime":1500.43,"body":"You can, you can mess with"},{"speaker":"Unknown","startTime":1498.15,"endTime":1500.43,"body":"anything inside of here, but"},{"speaker":"Unknown","startTime":1500.43,"endTime":1504.8300000000002,"body":"like these things you do not"},{"speaker":"Unknown","startTime":1500.43,"endTime":1504.8300000000002,"body":"touch, and then they allow the"},{"speaker":"Unknown","startTime":1504.8300000000002,"endTime":1507.47,"body":"generative tool to basically"},{"speaker":"Unknown","startTime":1504.8300000000002,"endTime":1507.47,"body":"come up with a whole bunch of"},{"speaker":"Unknown","startTime":1507.47,"endTime":1510.89,"body":"different possibilities of what"},{"speaker":"Unknown","startTime":1507.47,"endTime":1510.89,"body":"might be a really great design"},{"speaker":"Unknown","startTime":1510.89,"endTime":1514.19,"body":"for this specific set of"},{"speaker":"Unknown","startTime":1510.89,"endTime":1514.19,"body":"constraints. And then it would"},{"speaker":"Unknown","startTime":1514.19,"endTime":1518.27,"body":"give back the list of all of the"},{"speaker":"Unknown","startTime":1514.19,"endTime":1518.27,"body":"possibilities with sort of a"},{"speaker":"Unknown","startTime":1518.27,"endTime":1521.75,"body":"prioritized list, so the human"},{"speaker":"Unknown","startTime":1518.27,"endTime":1521.75,"body":"can now choose, like, which ones"},{"speaker":"Unknown","startTime":1521.75,"endTime":1524.29,"body":"do I want to experiment with."},{"speaker":"Unknown","startTime":1521.75,"endTime":1524.29,"body":"And now thinking about the"},{"speaker":"Unknown","startTime":1524.29,"endTime":1526.81,"body":"simulations I was talking about"},{"speaker":"Unknown","startTime":1524.29,"endTime":1526.81,"body":"a minute ago. Now, you could"},{"speaker":"Unknown","startTime":1526.99,"endTime":1529.81,"body":"take that thing, put that design"},{"speaker":"Unknown","startTime":1526.99,"endTime":1529.81,"body":"into a simulation and see"},{"speaker":"Unknown","startTime":1529.81,"endTime":1532.3300000000002,"body":"whether it's going to meet your"},{"speaker":"Unknown","startTime":1529.81,"endTime":1532.3300000000002,"body":"your requirements, so your"},{"speaker":"Unknown","startTime":1532.3300000000002,"endTime":1535.93,"body":"ability to iterate should"},{"speaker":"Unknown","startTime":1532.3300000000002,"endTime":1535.93,"body":"increase very significantly."},{"speaker":"Unknown","startTime":1535.93,"endTime":1539.41,"body":"Because you can say, here are"},{"speaker":"Unknown","startTime":1535.93,"endTime":1539.41,"body":"the top six designs that I as"},{"speaker":"Unknown","startTime":1539.77,"endTime":1542.47,"body":"the as the engineer for this"},{"speaker":"Unknown","startTime":1539.77,"endTime":1542.47,"body":"thing, believe are most likely"},{"speaker":"Unknown","startTime":1542.47,"endTime":1545.79,"body":"to be successful based on."},{"speaker":"Unknown","startTime":1542.47,"endTime":1545.79,"body":"Everything that I know, and now"},{"speaker":"Unknown","startTime":1545.79,"endTime":1548.97,"body":"I can go put those into six"},{"speaker":"Unknown","startTime":1545.79,"endTime":1548.97,"body":"simultaneous simulations and"},{"speaker":"Unknown","startTime":1548.97,"endTime":1551.67,"body":"come back with some data that"},{"speaker":"Unknown","startTime":1548.97,"endTime":1551.67,"body":"says, like, okay, yeah, your go"},{"speaker":"Unknown","startTime":1551.67,"endTime":1554.3700000000001,"body":"was right, that that one on top"},{"speaker":"Unknown","startTime":1551.67,"endTime":1554.3700000000001,"body":"was probably the best"},{"speaker":"Unknown","startTime":1554.3700000000001,"endTime":1557.31,"body":"performing. Let's go ahead and"},{"speaker":"Unknown","startTime":1554.3700000000001,"endTime":1557.31,"body":"actually, you know, 3d print a"},{"speaker":"Unknown","startTime":1557.31,"endTime":1560.73,"body":"prototype or whatever kind of"},{"speaker":"Unknown","startTime":1557.31,"endTime":1560.73,"body":"move. Move on to the next step."},{"speaker":"Aaron Moncur","startTime":1560.8500000000001,"endTime":1564.65,"body":"Yeah. Short break"},{"speaker":"Aaron Moncur","startTime":1560.8500000000001,"endTime":1564.65,"body":"here. I just want to share with"},{"speaker":"Aaron Moncur","startTime":1606.52,"endTime":1611.74,"body":"everyone that hopefully you have"},{"speaker":"Aaron Moncur","startTime":1606.52,"endTime":1611.74,"body":"the time to listen to the full"},{"speaker":"Aaron Moncur","startTime":1611.8,"endTime":1615.58,"body":"episodes of being an engineer"},{"speaker":"Aaron Moncur","startTime":1611.8,"endTime":1615.58,"body":"podcast. However, we understand"},{"speaker":"Aaron Moncur","startTime":1615.58,"endTime":1621.1,"body":"that life is busy, and if you"},{"speaker":"Aaron Moncur","startTime":1615.58,"endTime":1621.1,"body":"want just a concise summary of"},{"speaker":"Aaron Moncur","startTime":1621.1,"endTime":1624.82,"body":"the episodes, go ahead and sign"},{"speaker":"Aaron Moncur","startTime":1621.1,"endTime":1624.82,"body":"up for our newsletter. Go to the"},{"speaker":"Aaron Moncur","startTime":1624.82,"endTime":1627.6599999999999,"body":"wave, dot engineer, and you'll"},{"speaker":"Aaron Moncur","startTime":1624.82,"endTime":1627.6599999999999,"body":"see on the side, on the right"},{"speaker":"Aaron Moncur","startTime":1627.6599999999999,"endTime":1630.96,"body":"side, there's a little banner"},{"speaker":"Aaron Moncur","startTime":1627.6599999999999,"endTime":1630.96,"body":"sign up for the the PML pipeline"},{"speaker":"Aaron Moncur","startTime":1630.96,"endTime":1635.8799999999999,"body":"Media Lab newsletter. So there's"},{"speaker":"Aaron Moncur","startTime":1630.96,"endTime":1635.8799999999999,"body":"other information that we put in"},{"speaker":"Aaron Moncur","startTime":1635.8799999999999,"endTime":1638.7,"body":"there as well. For example,"},{"speaker":"Aaron Moncur","startTime":1635.8799999999999,"endTime":1638.7,"body":"details about, you know, the"},{"speaker":"Aaron Moncur","startTime":1638.7,"endTime":1644.76,"body":"upcoming PDX or PDX webinars or"},{"speaker":"Aaron Moncur","startTime":1638.7,"endTime":1644.76,"body":"articles that get released on on"},{"speaker":"Aaron Moncur","startTime":1645.0,"endTime":1648.56,"body":"the wave. And then, of course, a"},{"speaker":"Aaron Moncur","startTime":1645.0,"endTime":1648.56,"body":"summary of each week's podcast."},{"speaker":"Aaron Moncur","startTime":1648.56,"endTime":1652.46,"body":"So if you want just a concise"},{"speaker":"Aaron Moncur","startTime":1648.56,"endTime":1652.46,"body":"breakdown, summary of all the"},{"speaker":"Aaron Moncur","startTime":1652.46,"endTime":1655.28,"body":"things that we're doing on the"},{"speaker":"Aaron Moncur","startTime":1652.46,"endTime":1655.28,"body":"media side here at Pipeline,"},{"speaker":"Aaron Moncur","startTime":1655.28,"endTime":1659.1799999999998,"body":"sign up for the newsletter, and"},{"speaker":"Aaron Moncur","startTime":1655.28,"endTime":1659.1799999999998,"body":"you will get, you'll get, I"},{"speaker":"Aaron Moncur","startTime":1659.1799999999998,"endTime":1661.82,"body":"think it's bi weekly. Every"},{"speaker":"Aaron Moncur","startTime":1659.1799999999998,"endTime":1661.82,"body":"other week, you'll get a an"},{"speaker":"Aaron Moncur","startTime":1661.82,"endTime":1666.34,"body":"email with that summary. Okay,"},{"speaker":"Aaron Moncur","startTime":1661.82,"endTime":1666.34,"body":"back to our conversation here"},{"speaker":"Aaron Moncur","startTime":1666.34,"endTime":1672.22,"body":"with with Aaron Eden, let's go"},{"speaker":"Aaron Moncur","startTime":1666.34,"endTime":1672.22,"body":"back to the using AI to create"},{"speaker":"Aaron Moncur","startTime":1672.22,"endTime":1675.58,"body":"to write software code. Just for"},{"speaker":"Aaron Moncur","startTime":1672.22,"endTime":1675.58,"body":"a minute. You mentioned that"},{"speaker":"Aaron Moncur","startTime":1676.36,"endTime":1680.5,"body":"there are some prompts that you"},{"speaker":"Aaron Moncur","startTime":1676.36,"endTime":1680.5,"body":"have created that that help you"},{"speaker":"Aaron Moncur","startTime":1680.5,"endTime":1683.5,"body":"ensure you're getting quality"},{"speaker":"Aaron Moncur","startTime":1680.5,"endTime":1683.5,"body":"code, or maybe there's some"},{"speaker":"Aaron Moncur","startTime":1683.5,"endTime":1688.9199999999998,"body":"guardrails. Are there any like"},{"speaker":"Aaron Moncur","startTime":1683.5,"endTime":1688.9199999999998,"body":"best practice, best practices"},{"speaker":"Aaron Moncur","startTime":1688.9199999999998,"endTime":1692.04,"body":"for prompt engineering that you"},{"speaker":"Aaron Moncur","startTime":1688.9199999999998,"endTime":1692.04,"body":"can share with the audience,"},{"speaker":"Aaron Moncur","startTime":1692.8799999999999,"endTime":1693.3,"body":"yeah,"},{"speaker":"Unknown","startTime":1695.82,"endTime":1699.6599999999999,"body":"the the short version"},{"speaker":"Unknown","startTime":1695.82,"endTime":1699.6599999999999,"body":"of the whole thing is that it's"},{"speaker":"Unknown","startTime":1699.6599999999999,"endTime":1702.6599999999999,"body":"consistent with what what you'd"},{"speaker":"Unknown","startTime":1699.6599999999999,"endTime":1702.6599999999999,"body":"be taught around, like the"},{"speaker":"Unknown","startTime":1702.6599999999999,"endTime":1705.3,"body":"software development life cycle,"},{"speaker":"Unknown","startTime":1702.6599999999999,"endTime":1705.3,"body":"and the things that you should"},{"speaker":"Unknown","startTime":1705.3,"endTime":1708.98,"body":"do as a good engineer, right?"},{"speaker":"Unknown","startTime":1705.3,"endTime":1708.98,"body":"Which is, which is that I should"},{"speaker":"Unknown","startTime":1708.98,"endTime":1712.52,"body":"start by figuring out what my"},{"speaker":"Unknown","startTime":1708.98,"endTime":1712.52,"body":"what my spec is, what what is"},{"speaker":"Unknown","startTime":1712.52,"endTime":1714.74,"body":"the high level architecture of"},{"speaker":"Unknown","startTime":1712.52,"endTime":1714.74,"body":"this thing that I'm going to"},{"speaker":"Unknown","startTime":1714.74,"endTime":1717.6799999999998,"body":"build, and actually put together"},{"speaker":"Unknown","startTime":1714.74,"endTime":1717.6799999999998,"body":"a detailed plan for what I'm"},{"speaker":"Unknown","startTime":1717.6799999999998,"endTime":1723.1399999999999,"body":"going to build before I start"},{"speaker":"Unknown","startTime":1717.6799999999998,"endTime":1723.1399999999999,"body":"building then, you know, in many"},{"speaker":"Unknown","startTime":1723.1399999999999,"endTime":1727.06,"body":"camps, it's sort of a test"},{"speaker":"Unknown","startTime":1723.1399999999999,"endTime":1727.06,"body":"driven development, right? Write"},{"speaker":"Unknown","startTime":1727.06,"endTime":1731.74,"body":"a test, then run that test, it's"},{"speaker":"Unknown","startTime":1727.06,"endTime":1731.74,"body":"going to fail because you don't"},{"speaker":"Unknown","startTime":1731.74,"endTime":1734.32,"body":"have the code written yet. You"},{"speaker":"Unknown","startTime":1731.74,"endTime":1734.32,"body":"write the code, the test should"},{"speaker":"Unknown","startTime":1734.32,"endTime":1737.44,"body":"now pass. You're going to kind"},{"speaker":"Unknown","startTime":1734.32,"endTime":1737.44,"body":"of repeat that test driven"},{"speaker":"Unknown","startTime":1737.44,"endTime":1740.9199999999998,"body":"process that works. All of that"},{"speaker":"Unknown","startTime":1737.44,"endTime":1740.9199999999998,"body":"works really well with the AI."},{"speaker":"Unknown","startTime":1741.82,"endTime":1745.12,"body":"It doesn't, in most cases, it"},{"speaker":"Unknown","startTime":1741.82,"endTime":1745.12,"body":"doesn't naturally follow that."},{"speaker":"Unknown","startTime":1745.12,"endTime":1748.3799999999999,"body":"And so the prompts really"},{"speaker":"Unknown","startTime":1745.12,"endTime":1748.3799999999999,"body":"around, are around getting it to"},{"speaker":"Unknown","startTime":1748.3799999999999,"endTime":1752.82,"body":"sort of follow that. So as an"},{"speaker":"Unknown","startTime":1748.3799999999999,"endTime":1752.82,"body":"example I have, I have one"},{"speaker":"Unknown","startTime":1752.82,"endTime":1756.6,"body":"prompt that I can execute in"},{"speaker":"Unknown","startTime":1752.82,"endTime":1756.6,"body":"Claude code. That is my planning"},{"speaker":"Unknown","startTime":1756.6,"endTime":1759.8999999999999,"body":"prompt, where I where I tell it"},{"speaker":"Unknown","startTime":1756.6,"endTime":1759.8999999999999,"body":"like, I've got a whole set of"},{"speaker":"Unknown","startTime":1759.8999999999999,"endTime":1762.8999999999999,"body":"like, okay, great. You're going"},{"speaker":"Unknown","startTime":1759.8999999999999,"endTime":1762.8999999999999,"body":"to ask the user questions to"},{"speaker":"Unknown","startTime":1762.8999999999999,"endTime":1766.34,"body":"clarify the requirements for"},{"speaker":"Unknown","startTime":1762.8999999999999,"endTime":1766.34,"body":"this. Then you're going to"},{"speaker":"Unknown","startTime":1766.34,"endTime":1768.98,"body":"propose what the plan might look"},{"speaker":"Unknown","startTime":1766.34,"endTime":1768.98,"body":"like to implement this thing."},{"speaker":"Unknown","startTime":1768.98,"endTime":1771.56,"body":"And you're going to go back and"},{"speaker":"Unknown","startTime":1768.98,"endTime":1771.56,"body":"forth with the user until they"},{"speaker":"Unknown","startTime":1771.56,"endTime":1774.86,"body":"agree on the plan. Then you're"},{"speaker":"Unknown","startTime":1771.56,"endTime":1774.86,"body":"going to write the plan into a"},{"speaker":"Unknown","startTime":1774.86,"endTime":1779.24,"body":"Plans folder, in a markdown"},{"speaker":"Unknown","startTime":1774.86,"endTime":1779.24,"body":"file, where now I can go back"},{"speaker":"Unknown","startTime":1779.24,"endTime":1782.06,"body":"and I can edit the plan and go,"},{"speaker":"Unknown","startTime":1779.24,"endTime":1782.06,"body":"like, yeah, that part's not"},{"speaker":"Unknown","startTime":1782.06,"endTime":1784.3999999999999,"body":"quite right, whatever, whatever,"},{"speaker":"Unknown","startTime":1782.06,"endTime":1784.3999999999999,"body":"whatever, right? So, like,"},{"speaker":"Unknown","startTime":1784.3999999999999,"endTime":1787.48,"body":"that's one prompt which has come"},{"speaker":"Unknown","startTime":1784.3999999999999,"endTime":1787.48,"body":"up with a plan, then I've got a"},{"speaker":"Unknown","startTime":1787.48,"endTime":1791.44,"body":"second one that is something"},{"speaker":"Unknown","startTime":1787.48,"endTime":1791.44,"body":"around the effect of like you."},{"speaker":"Unknown","startTime":1791.56,"endTime":1794.8,"body":"You are a world class architect,"},{"speaker":"Unknown","startTime":1791.56,"endTime":1794.8,"body":"software architect. I want you"},{"speaker":"Unknown","startTime":1794.8,"endTime":1798.82,"body":"to review this plan, for"},{"speaker":"Unknown","startTime":1794.8,"endTime":1798.82,"body":"scalability, for security, for"},{"speaker":"Unknown","startTime":1798.82,"endTime":1801.94,"body":"these other things, and I want"},{"speaker":"Unknown","startTime":1798.82,"endTime":1801.94,"body":"you to critique the plan, right?"},{"speaker":"Unknown","startTime":1801.94,"endTime":1804.58,"body":"So then now a second one comes"},{"speaker":"Unknown","startTime":1801.94,"endTime":1804.58,"body":"through and starts critiquing"},{"speaker":"Unknown","startTime":1804.58,"endTime":1808.62,"body":"the plan. Then I've got a"},{"speaker":"Unknown","startTime":1804.58,"endTime":1808.62,"body":"handful of other ones, kind of"},{"speaker":"Unknown","startTime":1808.62,"endTime":1810.8999999999999,"body":"depending on the situation or"},{"speaker":"Unknown","startTime":1808.62,"endTime":1810.8999999999999,"body":"the type of thing that I'm"},{"speaker":"Unknown","startTime":1810.8999999999999,"endTime":1813.72,"body":"trying to build. But, but, like,"},{"speaker":"Unknown","startTime":1810.8999999999999,"endTime":1813.72,"body":"there's a lot around coming up"},{"speaker":"Unknown","startTime":1813.72,"endTime":1817.62,"body":"with a really solid plan and"},{"speaker":"Unknown","startTime":1813.72,"endTime":1817.62,"body":"making sure that that is, that"},{"speaker":"Unknown","startTime":1817.62,"endTime":1822.1799999999998,"body":"is, that is well done in that"},{"speaker":"Unknown","startTime":1817.62,"endTime":1822.1799999999998,"body":"example, using the sort of"},{"speaker":"Unknown","startTime":1822.1799999999998,"endTime":1826.58,"body":"cutting edge models, the the"},{"speaker":"Unknown","startTime":1822.1799999999998,"endTime":1826.58,"body":"Gemini three Pro, or the Claude"},{"speaker":"Unknown","startTime":1826.58,"endTime":1830.54,"body":"4.5 sonnet, or the Claude 4.5"},{"speaker":"Unknown","startTime":1826.58,"endTime":1830.54,"body":"Opus. Those like really big,"},{"speaker":"Unknown","startTime":1830.54,"endTime":1834.62,"body":"expensive bottles. They work"},{"speaker":"Unknown","startTime":1830.54,"endTime":1834.62,"body":"really well for that, for those"},{"speaker":"Unknown","startTime":1834.62,"endTime":1838.52,"body":"planning steps and having them"},{"speaker":"Unknown","startTime":1834.62,"endTime":1838.52,"body":"go and do internet research on"},{"speaker":"Unknown","startTime":1838.52,"endTime":1841.7,"body":"the libraries to use, or the"},{"speaker":"Unknown","startTime":1838.52,"endTime":1841.7,"body":"best approach, or, or, or"},{"speaker":"Unknown","startTime":1841.7,"endTime":1844.7,"body":"gotchas that come up from people"},{"speaker":"Unknown","startTime":1841.7,"endTime":1844.7,"body":"trying to use these same"},{"speaker":"Unknown","startTime":1844.7,"endTime":1848.26,"body":"systems, like capturing some of"},{"speaker":"Unknown","startTime":1844.7,"endTime":1848.26,"body":"those things up front. Once"},{"speaker":"Unknown","startTime":1848.26,"endTime":1851.3799999999999,"body":"you've got a really solid plan,"},{"speaker":"Unknown","startTime":1848.26,"endTime":1851.3799999999999,"body":"in a lot of cases, you can"},{"speaker":"Unknown","startTime":1851.3799999999999,"endTime":1854.2,"body":"actually use one of the less"},{"speaker":"Unknown","startTime":1851.3799999999999,"endTime":1854.2,"body":"expensive models to execute the"},{"speaker":"Unknown","startTime":1854.2,"endTime":1859.48,"body":"plan. They'll, they'll follow"},{"speaker":"Unknown","startTime":1854.2,"endTime":1859.48,"body":"the steps really well, but, but"},{"speaker":"Unknown","startTime":1859.48,"endTime":1863.3799999999999,"body":"they won't have the the size and"},{"speaker":"Unknown","startTime":1859.48,"endTime":1863.3799999999999,"body":"the scale to or the creativity"},{"speaker":"Unknown","startTime":1863.3799999999999,"endTime":1865.86,"body":"kind of stuff to, to kind of"},{"speaker":"Unknown","startTime":1863.3799999999999,"endTime":1865.86,"body":"look at the bigger picture,"},{"speaker":"Unknown","startTime":1865.86,"endTime":1870.3,"body":"right? So, anyway, so, so, so"},{"speaker":"Unknown","startTime":1865.86,"endTime":1870.3,"body":"those prompts are, really, are"},{"speaker":"Unknown","startTime":1870.3,"endTime":1872.7,"body":"all around, like the planning"},{"speaker":"Unknown","startTime":1870.3,"endTime":1872.7,"body":"that I've got another set of"},{"speaker":"Unknown","startTime":1872.7,"endTime":1876.0,"body":"prompts around the execution,"},{"speaker":"Unknown","startTime":1872.7,"endTime":1876.0,"body":"another set of prompts around,"},{"speaker":"Unknown","startTime":1876.24,"endTime":1879.8999999999999,"body":"you know, running, running the"},{"speaker":"Unknown","startTime":1876.24,"endTime":1879.8999999999999,"body":"linting, running, running the"},{"speaker":"Unknown","startTime":1879.96,"endTime":1884.6399999999999,"body":"the like bandit security tests"},{"speaker":"Unknown","startTime":1879.96,"endTime":1884.6399999999999,"body":"running, making sure unit tests"},{"speaker":"Unknown","startTime":1884.6399999999999,"endTime":1888.1399999999999,"body":"pass. Like. All these other"},{"speaker":"Unknown","startTime":1884.6399999999999,"endTime":1888.1399999999999,"body":"kinds of things around, sort of"},{"speaker":"Unknown","startTime":1888.1399999999999,"endTime":1892.04,"body":"checking the quality of the"},{"speaker":"Unknown","startTime":1888.1399999999999,"endTime":1892.04,"body":"code. So it's really, like, it's"},{"speaker":"Unknown","startTime":1892.04,"endTime":1895.46,"body":"in the way that I've gotten to"},{"speaker":"Unknown","startTime":1892.04,"endTime":1895.46,"body":"that point is like, you ask it"},{"speaker":"Unknown","startTime":1895.46,"endTime":1897.74,"body":"to do something, and you see it"},{"speaker":"Unknown","startTime":1895.46,"endTime":1897.74,"body":"makes a mistake, and you go,"},{"speaker":"Unknown","startTime":1897.74,"endTime":1902.84,"body":"like, okay, let's change, let's"},{"speaker":"Unknown","startTime":1897.74,"endTime":1902.84,"body":"change that prompt to not so,"},{"speaker":"Unknown","startTime":1902.84,"endTime":1905.24,"body":"like, we've got a command in"},{"speaker":"Unknown","startTime":1902.84,"endTime":1905.24,"body":"there. So like, Okay, we need to"},{"speaker":"Unknown","startTime":1905.24,"endTime":1908.02,"body":"do this other thing, or, or"},{"speaker":"Unknown","startTime":1905.24,"endTime":1908.02,"body":"maybe I got a whole other prompt"},{"speaker":"Unknown","startTime":1908.02,"endTime":1910.54,"body":"of, like, All right, let's check"},{"speaker":"Unknown","startTime":1908.02,"endTime":1910.54,"body":"the security make sure that that"},{"speaker":"Unknown","startTime":1910.54,"endTime":1913.12,"body":"kind of thing doesn't slip"},{"speaker":"Unknown","startTime":1910.54,"endTime":1913.12,"body":"through. But you're kind of just"},{"speaker":"Unknown","startTime":1913.12,"endTime":1915.8799999999999,"body":"building it up over time. So I"},{"speaker":"Unknown","startTime":1913.12,"endTime":1915.8799999999999,"body":"would say, like, if you're just"},{"speaker":"Unknown","startTime":1915.8799999999999,"endTime":1918.58,"body":"getting started with this stuff,"},{"speaker":"Unknown","startTime":1915.8799999999999,"endTime":1918.58,"body":"don't worry about all that."},{"speaker":"Unknown","startTime":1918.58,"endTime":1921.22,"body":"Like, take a first stab at it"},{"speaker":"Unknown","startTime":1918.58,"endTime":1921.22,"body":"and say, like, okay, great."},{"speaker":"Unknown","startTime":1921.22,"endTime":1924.46,"body":"Let's go grab a planning prompt"},{"speaker":"Unknown","startTime":1921.22,"endTime":1924.46,"body":"that already exists out on the"},{"speaker":"Unknown","startTime":1924.46,"endTime":1927.0,"body":"internet. There's lots of people"},{"speaker":"Unknown","startTime":1924.46,"endTime":1927.0,"body":"that are like posting these up"},{"speaker":"Unknown","startTime":1927.0,"endTime":1929.82,"body":"on GitHub and other places you"},{"speaker":"Unknown","startTime":1927.0,"endTime":1929.82,"body":"can find them for free, not a"},{"speaker":"Unknown","startTime":1929.82,"endTime":1933.12,"body":"big deal, but like, go grab"},{"speaker":"Unknown","startTime":1929.82,"endTime":1933.12,"body":"somebody else's props for an"},{"speaker":"Unknown","startTime":1933.24,"endTime":1939.0,"body":"STLC software development life"},{"speaker":"Unknown","startTime":1933.24,"endTime":1939.0,"body":"cycle, find somebody else's as a"},{"speaker":"Unknown","startTime":1939.0,"endTime":1942.36,"body":"starting point and go play"},{"speaker":"Unknown","startTime":1939.0,"endTime":1942.36,"body":"around with them, or try without"},{"speaker":"Unknown","startTime":1942.36,"endTime":1945.86,"body":"any prompts, and see where the"},{"speaker":"Unknown","startTime":1942.36,"endTime":1945.86,"body":"AI screws up, and start writing"},{"speaker":"Unknown","startTime":1945.86,"endTime":1949.8799999999999,"body":"your prompts around that. So"},{"speaker":"Unknown","startTime":1945.86,"endTime":1949.8799999999999,"body":"lots of ways, lots of ways to"},{"speaker":"Unknown","startTime":1949.8799999999999,"endTime":1950.78,"body":"get at that."},{"speaker":"Aaron Moncur","startTime":1950.78,"endTime":1954.3799999999999,"body":"I've even noticed"},{"speaker":"Aaron Moncur","startTime":1950.78,"endTime":1954.3799999999999,"body":"that I can tell I mostly just"},{"speaker":"Aaron Moncur","startTime":1954.3799999999999,"endTime":1958.34,"body":"use chat GPT. I haven't really"},{"speaker":"Aaron Moncur","startTime":1954.3799999999999,"endTime":1958.34,"body":"explored other llms yet, but in"},{"speaker":"Aaron Moncur","startTime":1958.34,"endTime":1962.54,"body":"chat GPT, I can tell it to help"},{"speaker":"Aaron Moncur","startTime":1958.34,"endTime":1962.54,"body":"me write a prompt for whatever"},{"speaker":"Aaron Moncur","startTime":1962.54,"endTime":1967.4199999999998,"body":"this thing is, and it 100% of"},{"speaker":"Aaron Moncur","startTime":1962.54,"endTime":1967.4199999999998,"body":"the time gives me a prompt that"},{"speaker":"Aaron Moncur","startTime":1967.4199999999998,"endTime":1970.36,"body":"is way more detailed than what I"},{"speaker":"Aaron Moncur","startTime":1967.4199999999998,"endTime":1970.36,"body":"would have written if I just,"},{"speaker":"Aaron Moncur","startTime":1970.36,"endTime":1974.9199999999998,"body":"you know, spent a couple of"},{"speaker":"Aaron Moncur","startTime":1970.36,"endTime":1974.9199999999998,"body":"minutes writing it myself, so it"},{"speaker":"Aaron Moncur","startTime":1974.9199999999998,"endTime":1977.6799999999998,"body":"can even help you write the"},{"speaker":"Aaron Moncur","startTime":1974.9199999999998,"endTime":1977.6799999999998,"body":"prompt. Is my point, which has"},{"speaker":"Aaron Moncur","startTime":1977.6799999999998,"endTime":1981.22,"body":"been really useful going back to"},{"speaker":"Aaron Moncur","startTime":1977.6799999999998,"endTime":1981.22,"body":"specific tools. There was"},{"speaker":"Aaron Moncur","startTime":1981.22,"endTime":1983.6799999999998,"body":"another one that you brought up"},{"speaker":"Aaron Moncur","startTime":1981.22,"endTime":1983.6799999999998,"body":"at PDX that we've actually"},{"speaker":"Aaron Moncur","startTime":1983.6799999999998,"endTime":1988.5,"body":"started exploring and are doing"},{"speaker":"Aaron Moncur","startTime":1983.6799999999998,"endTime":1988.5,"body":"some testing with and is super"},{"speaker":"Aaron Moncur","startTime":1988.5,"endTime":1991.26,"body":"promising. It's called Lydia."},{"speaker":"Aaron Moncur","startTime":1988.5,"endTime":1991.26,"body":"Lydia. I think lydia.ai."},{"speaker":"Aaron Moncur","startTime":1991.86,"endTime":1996.96,"body":"Exactly. Thank you, Lindy, yeah."},{"speaker":"Aaron Moncur","startTime":1991.86,"endTime":1996.96,"body":"Can you talk a little bit about"},{"speaker":"Aaron Moncur","startTime":1996.96,"endTime":1997.5,"body":"that one?"},{"speaker":"Unknown","startTime":1998.3999999999999,"endTime":2002.1799999999998,"body":"Absolutely, yeah. Lindy"},{"speaker":"Unknown","startTime":1998.3999999999999,"endTime":2002.1799999999998,"body":"is one of my favorites. Shout"},{"speaker":"Unknown","startTime":2002.1799999999998,"endTime":2006.52,"body":"out to shout out to flow over at"},{"speaker":"Unknown","startTime":2002.1799999999998,"endTime":2006.52,"body":"Lindy, if you see, this is the"},{"speaker":"Unknown","startTime":2006.8799999999999,"endTime":2012.82,"body":"he's a buddy of why. He lives"},{"speaker":"Unknown","startTime":2006.8799999999999,"endTime":2012.82,"body":"out in San Francisco and X"},{"speaker":"Unknown","startTime":2013.6599999999999,"endTime":2017.8,"body":"early, he was at Uber in some of"},{"speaker":"Unknown","startTime":2013.6599999999999,"endTime":2017.8,"body":"the early stages of starting"},{"speaker":"Unknown","startTime":2017.8,"endTime":2023.86,"body":"Uber. Anyway, yeah, so Lindy."},{"speaker":"Unknown","startTime":2017.8,"endTime":2023.86,"body":"Lindy is a no code automation,"},{"speaker":"Unknown","startTime":2024.1,"endTime":2028.08,"body":"AI based automation tool. So the"},{"speaker":"Unknown","startTime":2024.1,"endTime":2028.08,"body":"way that, I'm not sure if"},{"speaker":"Unknown","startTime":2028.08,"endTime":2030.36,"body":"they're describing it this way"},{"speaker":"Unknown","startTime":2028.08,"endTime":2030.36,"body":"anymore, but the way they"},{"speaker":"Unknown","startTime":2030.36,"endTime":2035.82,"body":"described it at the beginning of"},{"speaker":"Unknown","startTime":2030.36,"endTime":2035.82,"body":"of Lindy was, if, if chat, GPT"},{"speaker":"Unknown","startTime":2035.82,"endTime":2038.8799999999999,"body":"and Zapier had a baby, this is"},{"speaker":"Unknown","startTime":2035.82,"endTime":2038.8799999999999,"body":"what would it this is what would"},{"speaker":"Unknown","startTime":2038.8799999999999,"endTime":2039.36,"body":"have come out."},{"speaker":"Aaron Moncur","startTime":2039.36,"endTime":2041.28,"body":"So that's such a"},{"speaker":"Aaron Moncur","startTime":2039.36,"endTime":2041.28,"body":"good way to describe it."},{"speaker":"Unknown","startTime":2042.12,"endTime":2046.76,"body":"So, so the the, the"},{"speaker":"Unknown","startTime":2042.12,"endTime":2046.76,"body":"what makes it really magical. So"},{"speaker":"Unknown","startTime":2046.76,"endTime":2049.46,"body":"it's, you know, it's a workflow"},{"speaker":"Unknown","startTime":2046.76,"endTime":2049.46,"body":"designer tool. You put a box"},{"speaker":"Unknown","startTime":2049.46,"endTime":2051.92,"body":"here that says, do this thing."},{"speaker":"Unknown","startTime":2049.46,"endTime":2051.92,"body":"You put this other box in"},{"speaker":"Unknown","startTime":2051.92,"endTime":2054.86,"body":"another spot, do this thing, put"},{"speaker":"Unknown","startTime":2051.92,"endTime":2054.86,"body":"another condition over here,"},{"speaker":"Unknown","startTime":2054.86,"endTime":2058.76,"body":"etc, connect the dots together,"},{"speaker":"Unknown","startTime":2054.86,"endTime":2058.76,"body":"and now you've got a workflow."},{"speaker":"Unknown","startTime":2059.9,"endTime":2063.92,"body":"What makes it really magical? If"},{"speaker":"Unknown","startTime":2059.9,"endTime":2063.92,"body":"you think about like Zapier or"},{"speaker":"Unknown","startTime":2063.92,"endTime":2067.36,"body":"these other tools in any of"},{"speaker":"Unknown","startTime":2063.92,"endTime":2067.36,"body":"these designer tools that you"},{"speaker":"Unknown","startTime":2067.36,"endTime":2070.84,"body":"probably have engaged with over"},{"speaker":"Unknown","startTime":2067.36,"endTime":2070.84,"body":"the years, you get, like, a"},{"speaker":"Unknown","startTime":2070.84,"endTime":2073.9,"body":"design panel in the middle and"},{"speaker":"Unknown","startTime":2070.84,"endTime":2073.9,"body":"on the right hand side you get a"},{"speaker":"Unknown","startTime":2073.9,"endTime":2077.26,"body":"configuration panel that's like,"},{"speaker":"Unknown","startTime":2073.9,"endTime":2077.26,"body":"configure each of the boxes and"},{"speaker":"Unknown","startTime":2077.26,"endTime":2079.66,"body":"tell it what, what the"},{"speaker":"Unknown","startTime":2077.26,"endTime":2079.66,"body":"variables, what the settings"},{"speaker":"Unknown","startTime":2079.66,"endTime":2085.0,"body":"are, et cetera, et cetera. What"},{"speaker":"Unknown","startTime":2079.66,"endTime":2085.0,"body":"makes Lindy really magical is"},{"speaker":"Unknown","startTime":2085.0,"endTime":2088.98,"body":"that all of those boxes on the"},{"speaker":"Unknown","startTime":2085.0,"endTime":2088.98,"body":"right hand side have an"},{"speaker":"Unknown","startTime":2088.98,"endTime":2091.8599999999997,"body":"automatic property where you can"},{"speaker":"Unknown","startTime":2088.98,"endTime":2091.8599999999997,"body":"say, just let the AI choose what"},{"speaker":"Unknown","startTime":2091.8599999999997,"endTime":2097.3199999999997,"body":"to put in this box. Or I can"},{"speaker":"Unknown","startTime":2091.8599999999997,"endTime":2097.3199999999997,"body":"say, let's, let's have the AI"},{"speaker":"Unknown","startTime":2097.3199999999997,"endTime":2100.44,"body":"choose, but I'm going to give it"},{"speaker":"Unknown","startTime":2097.3199999999997,"endTime":2100.44,"body":"a prompt for just this box to"},{"speaker":"Unknown","startTime":2100.44,"endTime":2103.62,"body":"sort of guide it for how to"},{"speaker":"Unknown","startTime":2100.44,"endTime":2103.62,"body":"handle this filling in this box."},{"speaker":"Unknown","startTime":2103.74,"endTime":2106.08,"body":"Or if you want to pick it"},{"speaker":"Unknown","startTime":2103.74,"endTime":2106.08,"body":"manually, you can pick it"},{"speaker":"Unknown","startTime":2106.08,"endTime":2109.8799999999997,"body":"manually too. So behind the"},{"speaker":"Unknown","startTime":2106.08,"endTime":2109.8799999999997,"body":"scenes, it's basically a big AI"},{"speaker":"Unknown","startTime":2109.8799999999997,"endTime":2113.18,"body":"agents, all being run by the"},{"speaker":"Unknown","startTime":2109.8799999999997,"endTime":2113.18,"body":"large language model says, like,"},{"speaker":"Unknown","startTime":2113.18,"endTime":2116.24,"body":"oh, I pulled this data in from"},{"speaker":"Unknown","startTime":2113.18,"endTime":2116.24,"body":"Google Drive. I've got this"},{"speaker":"Unknown","startTime":2116.24,"endTime":2119.6,"body":"Google Doc that I want to, like,"},{"speaker":"Unknown","startTime":2116.24,"endTime":2119.6,"body":"I don't know what's a good"},{"speaker":"Unknown","startTime":2119.6,"endTime":2126.2799999999997,"body":"example. I want to, I want to"},{"speaker":"Unknown","startTime":2119.6,"endTime":2126.2799999999997,"body":"more efficiently keep my project"},{"speaker":"Unknown","startTime":2126.2799999999997,"endTime":2132.8799999999997,"body":"status updates current in JIRA."},{"speaker":"Unknown","startTime":2126.2799999999997,"endTime":2132.8799999999997,"body":"And so every time, every time I"},{"speaker":"Unknown","startTime":2132.8799999999997,"endTime":2135.82,"body":"have a meeting, I'm gonna, like,"},{"speaker":"Unknown","startTime":2132.8799999999997,"endTime":2135.82,"body":"fire off an email to a special"},{"speaker":"Unknown","startTime":2135.82,"endTime":2138.7599999999998,"body":"email box that's got, like,"},{"speaker":"Unknown","startTime":2135.82,"endTime":2138.7599999999998,"body":"that's got some of my notes in"},{"speaker":"Unknown","startTime":2138.7599999999998,"endTime":2141.34,"body":"it, and it's gonna get attached"},{"speaker":"Unknown","startTime":2138.7599999999998,"endTime":2141.34,"body":"to my project. So whenever my"},{"speaker":"Unknown","startTime":2141.34,"endTime":2143.92,"body":"boss asked me for a project"},{"speaker":"Unknown","startTime":2141.34,"endTime":2143.92,"body":"update, I can just pull it right"},{"speaker":"Unknown","startTime":2143.92,"endTime":2149.4,"body":"out of there. So in that"},{"speaker":"Unknown","startTime":2143.92,"endTime":2149.4,"body":"example, I have Gmail connected"},{"speaker":"Unknown","startTime":2149.4,"endTime":2153.06,"body":"in as a trigger into Lindy."},{"speaker":"Unknown","startTime":2149.4,"endTime":2153.06,"body":"That's like checking my gmails."},{"speaker":"Unknown","startTime":2153.84,"endTime":2157.14,"body":"The AI can read the content of"},{"speaker":"Unknown","startTime":2153.84,"endTime":2157.14,"body":"that email to say, like, Oh,"},{"speaker":"Unknown","startTime":2157.14,"endTime":2160.2599999999998,"body":"that's a project status update."},{"speaker":"Unknown","startTime":2157.14,"endTime":2160.2599999999998,"body":"It can tell based on, you know,"},{"speaker":"Unknown","startTime":2160.2599999999998,"endTime":2164.04,"body":"reading the words. And then it"},{"speaker":"Unknown","startTime":2160.2599999999998,"endTime":2164.04,"body":"can go, and, you know, put that"},{"speaker":"Unknown","startTime":2164.04,"endTime":2169.34,"body":"data into JIRA or whatever the"},{"speaker":"Unknown","startTime":2164.04,"endTime":2169.34,"body":"case may be, and you don't it's"},{"speaker":"Unknown","startTime":2169.34,"endTime":2173.36,"body":"all, it's all an AI agent that"},{"speaker":"Unknown","startTime":2169.34,"endTime":2173.36,"body":"you can basically spin up in,"},{"speaker":"Unknown","startTime":2173.66,"endTime":2178.46,"body":"you know, minutes. So, very"},{"speaker":"Unknown","startTime":2173.66,"endTime":2178.46,"body":"powerful platform. The last"},{"speaker":"Unknown","startTime":2178.46,"endTime":2181.52,"body":"thing I'll say about it is that,"},{"speaker":"Unknown","startTime":2178.46,"endTime":2181.52,"body":"like what you usually end up"},{"speaker":"Unknown","startTime":2181.52,"endTime":2184.58,"body":"with with those kinds of tools"},{"speaker":"Unknown","startTime":2181.52,"endTime":2184.58,"body":"is, like connecting to this"},{"speaker":"Unknown","startTime":2184.58,"endTime":2188.68,"body":"system that I need. But not this"},{"speaker":"Unknown","startTime":2184.58,"endTime":2188.68,"body":"other system that I need, but"},{"speaker":"Unknown","startTime":2188.68,"endTime":2191.5,"body":"they've got like 6000"},{"speaker":"Unknown","startTime":2188.68,"endTime":2191.5,"body":"connections or something like"},{"speaker":"Unknown","startTime":2191.5,"endTime":2194.7999999999997,"body":"this, so it's pretty, pretty"},{"speaker":"Unknown","startTime":2191.5,"endTime":2194.7999999999997,"body":"well covered as far as, as far"},{"speaker":"Unknown","startTime":2194.7999999999997,"endTime":2195.1,"body":"as those"},{"speaker":"Aaron Moncur","startTime":2195.1,"endTime":2200.2,"body":"things go, pretty"},{"speaker":"Aaron Moncur","startTime":2195.1,"endTime":2200.2,"body":"well connected app, yeah, the"},{"speaker":"Aaron Moncur","startTime":2200.74,"endTime":2203.56,"body":"use case that we're"},{"speaker":"Aaron Moncur","startTime":2200.74,"endTime":2203.56,"body":"experimenting with right now is"},{"speaker":"Aaron Moncur","startTime":2203.56,"endTime":2207.54,"body":"more of like a sales based use"},{"speaker":"Aaron Moncur","startTime":2203.56,"endTime":2207.54,"body":"case, but where we have a"},{"speaker":"Aaron Moncur","startTime":2207.54,"endTime":2212.52,"body":"product called Easy Motion, it's"},{"speaker":"Aaron Moncur","startTime":2207.54,"endTime":2212.52,"body":"a simple way for engineering"},{"speaker":"Aaron Moncur","startTime":2212.52,"endTime":2216.12,"body":"teams to automate things motion"},{"speaker":"Aaron Moncur","startTime":2212.52,"endTime":2216.12,"body":"based and sensors and things"},{"speaker":"Aaron Moncur","startTime":2216.12,"endTime":2219.66,"body":"like that. And we're looking for"},{"speaker":"Aaron Moncur","startTime":2216.12,"endTime":2219.66,"body":"customers for this product,"},{"speaker":"Aaron Moncur","startTime":2219.66,"endTime":2224.94,"body":"right? And so we're building"},{"speaker":"Aaron Moncur","startTime":2219.66,"endTime":2224.94,"body":"this, this Lindy workflow where"},{"speaker":"Aaron Moncur","startTime":2224.94,"endTime":2228.68,"body":"we can tell it, okay, we've got"},{"speaker":"Aaron Moncur","startTime":2224.94,"endTime":2228.68,"body":"this product, easy motion."},{"speaker":"Aaron Moncur","startTime":2228.68,"endTime":2234.14,"body":"Here's what it does and and then"},{"speaker":"Aaron Moncur","startTime":2228.68,"endTime":2234.14,"body":"it'll go off and start looking"},{"speaker":"Aaron Moncur","startTime":2234.14,"endTime":2238.4,"body":"for companies out there that"},{"speaker":"Aaron Moncur","startTime":2234.14,"endTime":2238.4,"body":"that might have need for this"},{"speaker":"Aaron Moncur","startTime":2238.4,"endTime":2241.16,"body":"product, that might find it"},{"speaker":"Aaron Moncur","startTime":2238.4,"endTime":2241.16,"body":"beneficial to them, right? And"},{"speaker":"Aaron Moncur","startTime":2241.16,"endTime":2243.92,"body":"we'll give it some context,"},{"speaker":"Aaron Moncur","startTime":2241.16,"endTime":2243.92,"body":"right? So it understands what"},{"speaker":"Aaron Moncur","startTime":2243.92,"endTime":2246.82,"body":"kind of a business, what kind of"},{"speaker":"Aaron Moncur","startTime":2243.92,"endTime":2246.82,"body":"a company would would actually"},{"speaker":"Aaron Moncur","startTime":2246.82,"endTime":2250.84,"body":"use easy motion. So it'll go"},{"speaker":"Aaron Moncur","startTime":2246.82,"endTime":2250.84,"body":"off, it'll find the companies,"},{"speaker":"Aaron Moncur","startTime":2251.02,"endTime":2255.16,"body":"it'll identify some of the"},{"speaker":"Aaron Moncur","startTime":2251.02,"endTime":2255.16,"body":"engineering leaders there, and"},{"speaker":"Aaron Moncur","startTime":2255.16,"endTime":2259.18,"body":"it'll go find their contact"},{"speaker":"Aaron Moncur","startTime":2255.16,"endTime":2259.18,"body":"info. And then it'll actually,"},{"speaker":"Aaron Moncur","startTime":2259.48,"endTime":2262.48,"body":"like, create an email and send"},{"speaker":"Aaron Moncur","startTime":2259.48,"endTime":2262.48,"body":"it out. And of course, we have,"},{"speaker":"Aaron Moncur","startTime":2262.48,"endTime":2264.7,"body":"like, some checks in there,"},{"speaker":"Aaron Moncur","startTime":2262.48,"endTime":2264.7,"body":"because we don't want it to go"},{"speaker":"Aaron Moncur","startTime":2264.7,"endTime":2267.0,"body":"off the rails. And, you know,"},{"speaker":"Aaron Moncur","startTime":2264.7,"endTime":2267.0,"body":"start doing weird things, but"},{"speaker":"Aaron Moncur","startTime":2267.72,"endTime":2271.02,"body":"pretty amazing that, like a"},{"speaker":"Aaron Moncur","startTime":2267.72,"endTime":2271.02,"body":"tool, can do all that without"},{"speaker":"Aaron Moncur","startTime":2271.02,"endTime":2274.2,"body":"having to code anything"},{"speaker":"Aaron Moncur","startTime":2271.02,"endTime":2274.2,"body":"yourself. And then, as you were"},{"speaker":"Aaron Moncur","startTime":2274.2,"endTime":2277.68,"body":"talking, I thought of another"},{"speaker":"Aaron Moncur","startTime":2274.2,"endTime":2277.68,"body":"potential use case for this. We"},{"speaker":"Aaron Moncur","startTime":2277.92,"endTime":2282.42,"body":"build automated machines, and we"},{"speaker":"Aaron Moncur","startTime":2277.92,"endTime":2282.42,"body":"always deliver a user manual"},{"speaker":"Aaron Moncur","startTime":2282.42,"endTime":2285.12,"body":"with them, and the user manuals,"},{"speaker":"Aaron Moncur","startTime":2282.42,"endTime":2285.12,"body":"they're just a pain in the butt"},{"speaker":"Aaron Moncur","startTime":2285.12,"endTime":2289.46,"body":"to write like nobody likes doing"},{"speaker":"Aaron Moncur","startTime":2285.12,"endTime":2289.46,"body":"that documentation. They take a"},{"speaker":"Aaron Moncur","startTime":2289.46,"endTime":2293.42,"body":"long time. They're tedious. And"},{"speaker":"Aaron Moncur","startTime":2289.46,"endTime":2293.42,"body":"I wonder if there's a workflow"},{"speaker":"Aaron Moncur","startTime":2293.42,"endTime":2297.32,"body":"that we could create where we"},{"speaker":"Aaron Moncur","startTime":2293.42,"endTime":2297.32,"body":"kind of feed that workflow that"},{"speaker":"Aaron Moncur","startTime":2297.5,"endTime":2301.2799999999997,"body":"AI information about the"},{"speaker":"Aaron Moncur","startTime":2297.5,"endTime":2301.2799999999997,"body":"machine, like during the course"},{"speaker":"Aaron Moncur","startTime":2301.2799999999997,"endTime":2304.34,"body":"of development. And so by the"},{"speaker":"Aaron Moncur","startTime":2301.2799999999997,"endTime":2304.34,"body":"end of development, it kind of"},{"speaker":"Aaron Moncur","startTime":2304.34,"endTime":2307.24,"body":"it knows pretty well what this"},{"speaker":"Aaron Moncur","startTime":2304.34,"endTime":2307.24,"body":"thing does, and how it works."},{"speaker":"Aaron Moncur","startTime":2307.54,"endTime":2310.72,"body":"And this that we could just push"},{"speaker":"Aaron Moncur","startTime":2307.54,"endTime":2310.72,"body":"a button, say, okay, create the"},{"speaker":"Aaron Moncur","startTime":2310.72,"endTime":2313.9,"body":"user manual for this machine."},{"speaker":"Aaron Moncur","startTime":2310.72,"endTime":2313.9,"body":"And it's probably not going to"},{"speaker":"Aaron Moncur","startTime":2313.9,"endTime":2316.2999999999997,"body":"be perfect, but maybe it gets"},{"speaker":"Aaron Moncur","startTime":2313.9,"endTime":2316.2999999999997,"body":"us, you know, 70 80%"},{"speaker":"Unknown","startTime":2316.66,"endTime":2318.88,"body":"of the way there"},{"speaker":"Unknown","startTime":2316.66,"endTime":2318.88,"body":"absolutely no I think that's a"},{"speaker":"Unknown","startTime":2319.12,"endTime":2322.72,"body":"that's a great use case. And and"},{"speaker":"Unknown","startTime":2319.12,"endTime":2322.72,"body":"in that example, I would also"},{"speaker":"Unknown","startTime":2322.72,"endTime":2325.92,"body":"like putting my putting my lean"},{"speaker":"Unknown","startTime":2322.72,"endTime":2325.92,"body":"startup hat on for a moment,"},{"speaker":"Unknown","startTime":2325.92,"endTime":2328.92,"body":"like, I would also question"},{"speaker":"Unknown","startTime":2325.92,"endTime":2328.92,"body":"whether there's anybody actually"},{"speaker":"Unknown","startTime":2328.92,"endTime":2333.24,"body":"reading that manual. And so,"},{"speaker":"Unknown","startTime":2328.92,"endTime":2333.24,"body":"like I would, I would look at,"},{"speaker":"Unknown","startTime":2333.24,"endTime":2336.18,"body":"like, is there a different form"},{"speaker":"Unknown","startTime":2333.24,"endTime":2336.18,"body":"to deliver that knowledge to the"},{"speaker":"Unknown","startTime":2336.18,"endTime":2340.62,"body":"person in right Could you, could"},{"speaker":"Unknown","startTime":2336.18,"endTime":2340.62,"body":"you have a, I don't know that"},{"speaker":"Unknown","startTime":2340.62,"endTime":2343.92,"body":"chat is the right interface, but"},{"speaker":"Unknown","startTime":2340.62,"endTime":2343.92,"body":"could you have a chat bot that"},{"speaker":"Unknown","startTime":2343.92,"endTime":2346.64,"body":"your end users are actually"},{"speaker":"Unknown","startTime":2343.92,"endTime":2346.64,"body":"chatting with the code, or"},{"speaker":"Unknown","startTime":2346.64,"endTime":2349.7,"body":"they're actually chatting with"},{"speaker":"Unknown","startTime":2346.64,"endTime":2349.7,"body":"the design specs, or they're"},{"speaker":"Unknown","startTime":2349.7,"endTime":2352.58,"body":"just, they're chatting with the"},{"speaker":"Unknown","startTime":2349.7,"endTime":2352.58,"body":"artifacts that you need to"},{"speaker":"Unknown","startTime":2352.58,"endTime":2356.72,"body":"create as an engineer, not the"},{"speaker":"Unknown","startTime":2352.58,"endTime":2356.72,"body":"other stuff. And can you get"},{"speaker":"Unknown","startTime":2356.72,"endTime":2359.84,"body":"them a bunch of their questions"},{"speaker":"Unknown","startTime":2356.72,"endTime":2359.84,"body":"answered from something like"},{"speaker":"Unknown","startTime":2359.84,"endTime":2363.92,"body":"that, like, is that intermediate"},{"speaker":"Unknown","startTime":2359.84,"endTime":2363.92,"body":"document even necessary? Maybe"},{"speaker":"Unknown","startTime":2363.92,"endTime":2364.58,"body":"it is, but"},{"speaker":"Aaron Moncur","startTime":2364.939,"endTime":2367.5389999999998,"body":"that's a really"},{"speaker":"Aaron Moncur","startTime":2364.939,"endTime":2367.5389999999998,"body":"interesting yeah, yeah, just"},{"speaker":"Aaron Moncur","startTime":2367.5389999999998,"endTime":2371.799,"body":"deliver a AI chat bot that a"},{"speaker":"Aaron Moncur","startTime":2367.5389999999998,"endTime":2371.799,"body":"user can actually ask questions"},{"speaker":"Aaron Moncur","startTime":2371.799,"endTime":2377.319,"body":"to that. But that's a really"},{"speaker":"Aaron Moncur","startTime":2371.799,"endTime":2377.319,"body":"neat idea. Okay, yeah, let's"},{"speaker":"Aaron Moncur","startTime":2377.319,"endTime":2381.759,"body":"talk about trust and AI. AI,"},{"speaker":"Aaron Moncur","startTime":2377.319,"endTime":2381.759,"body":"obviously super powerful. It's"},{"speaker":"Aaron Moncur","startTime":2381.759,"endTime":2385.739,"body":"increasing our productivity all"},{"speaker":"Aaron Moncur","startTime":2381.759,"endTime":2385.739,"body":"over the place, but sometimes it"},{"speaker":"Aaron Moncur","startTime":2385.739,"endTime":2391.0789999999997,"body":"gets things wrong. How should we"},{"speaker":"Aaron Moncur","startTime":2385.739,"endTime":2391.0789999999997,"body":"be thinking about our trust of"},{"speaker":"Aaron Moncur","startTime":2391.0789999999997,"endTime":2395.099,"body":"what the AI, these llms Tell us,"},{"speaker":"Aaron Moncur","startTime":2391.0789999999997,"endTime":2395.099,"body":"yeah,"},{"speaker":"Unknown","startTime":2395.7,"endTime":2399.84,"body":"I You shouldn't trust"},{"speaker":"Unknown","startTime":2395.7,"endTime":2399.84,"body":"anything they tell you, okay,"},{"speaker":"Unknown","startTime":2399.9,"endTime":2405.36,"body":"like, like, seriously, like,"},{"speaker":"Unknown","startTime":2399.9,"endTime":2405.36,"body":"thinking about thinking about"},{"speaker":"Unknown","startTime":2405.36,"endTime":2409.4,"body":"code that I'm having Claude"},{"speaker":"Unknown","startTime":2405.36,"endTime":2409.4,"body":"code, right? I'd have to check"},{"speaker":"Unknown","startTime":2409.4,"endTime":2412.7,"body":"all of it. I need to go through"},{"speaker":"Unknown","startTime":2409.4,"endTime":2412.7,"body":"I need to review the code. I"},{"speaker":"Unknown","startTime":2412.7,"endTime":2417.08,"body":"need to make sure that it didn't"},{"speaker":"Unknown","startTime":2412.7,"endTime":2417.08,"body":"put some weird a great example,"},{"speaker":"Unknown","startTime":2417.08,"endTime":2420.32,"body":"I had a very simple, a simple"},{"speaker":"Unknown","startTime":2417.08,"endTime":2420.32,"body":"automation that I was working on"},{"speaker":"Unknown","startTime":2420.32,"endTime":2426.2799999999997,"body":"earlier today that that that"},{"speaker":"Unknown","startTime":2420.32,"endTime":2426.2799999999997,"body":"basically allows, allows my my"},{"speaker":"Unknown","startTime":2426.2799999999997,"endTime":2430.0,"body":"team at Intuit to interact with"},{"speaker":"Unknown","startTime":2426.2799999999997,"endTime":2430.0,"body":"this chat bot and basically do"},{"speaker":"Unknown","startTime":2430.0,"endTime":2433.36,"body":"all of their like, JIRA stuff."},{"speaker":"Unknown","startTime":2430.0,"endTime":2433.36,"body":"So, like, they can go, like, oh,"},{"speaker":"Unknown","startTime":2433.36,"endTime":2436.36,"body":"move that story and day in"},{"speaker":"Unknown","startTime":2433.36,"endTime":2436.36,"body":"progress. Or, Hey, I'm done with"},{"speaker":"Unknown","startTime":2436.36,"endTime":2439.9,"body":"that, or add a note to it, or"},{"speaker":"Unknown","startTime":2436.36,"endTime":2439.9,"body":"whatever, right, don't need to"},{"speaker":"Unknown","startTime":2439.9,"endTime":2443.02,"body":"go play in JIRA all the time."},{"speaker":"Unknown","startTime":2439.9,"endTime":2443.02,"body":"Can just, like, ask the chat bot"},{"speaker":"Unknown","startTime":2443.02,"endTime":2450.2999999999997,"body":"to go do it for you. Was making"},{"speaker":"Unknown","startTime":2443.02,"endTime":2450.2999999999997,"body":"a modification to that, to that"},{"speaker":"Unknown","startTime":2450.2999999999997,"endTime":2454.44,"body":"AI agent and its connection to"},{"speaker":"Unknown","startTime":2450.2999999999997,"endTime":2454.44,"body":"JIRA, it was running into an"},{"speaker":"Unknown","startTime":2454.44,"endTime":2458.58,"body":"issue where there was one field"},{"speaker":"Unknown","startTime":2454.44,"endTime":2458.58,"body":"that was it was messing up. I"},{"speaker":"Unknown","startTime":2458.58,"endTime":2460.98,"body":"couldn't update that field for"},{"speaker":"Unknown","startTime":2458.58,"endTime":2460.98,"body":"some reason, so I'm trying to"},{"speaker":"Unknown","startTime":2460.98,"endTime":2466.82,"body":"fix a bug right in the process"},{"speaker":"Unknown","startTime":2460.98,"endTime":2466.82,"body":"of doing that, it ran into the"},{"speaker":"Unknown","startTime":2468.92,"endTime":2472.4,"body":"AI tool, ran into an"},{"speaker":"Unknown","startTime":2468.92,"endTime":2472.4,"body":"authentication issue. My"},{"speaker":"Unknown","startTime":2472.4,"endTime":2476.12,"body":"personal token for JIRA wasn't"},{"speaker":"Unknown","startTime":2472.4,"endTime":2476.12,"body":"working as it should have, and"},{"speaker":"Unknown","startTime":2476.12,"endTime":2480.98,"body":"so to troubleshoot it, it"},{"speaker":"Unknown","startTime":2476.12,"endTime":2480.98,"body":"thought maybe the token was not"},{"speaker":"Unknown","startTime":2480.98,"endTime":2484.4,"body":"being sent to JIRA properly, so"},{"speaker":"Unknown","startTime":2480.98,"endTime":2484.4,"body":"it added some workaround code to"},{"speaker":"Unknown","startTime":2485.0,"endTime":2488.2,"body":"get into the. That? Well, once I"},{"speaker":"Unknown","startTime":2485.0,"endTime":2488.2,"body":"caught that, I didn't see when"},{"speaker":"Unknown","startTime":2488.2,"endTime":2492.82,"body":"it added the workaround code."},{"speaker":"Unknown","startTime":2488.2,"endTime":2492.82,"body":"And once I, once I caught what"},{"speaker":"Unknown","startTime":2492.82,"endTime":2495.82,"body":"was happening, I'm like, oh my,"},{"speaker":"Unknown","startTime":2492.82,"endTime":2495.82,"body":"my key expired. I just need to"},{"speaker":"Unknown","startTime":2495.82,"endTime":2498.16,"body":"give it a new key and it'll be"},{"speaker":"Unknown","startTime":2495.82,"endTime":2498.16,"body":"okay. So we got through the"},{"speaker":"Unknown","startTime":2498.16,"endTime":2503.2599999999998,"body":"whole thing, got the bug fixed,"},{"speaker":"Unknown","startTime":2498.16,"endTime":2503.2599999999998,"body":"etc. I checked, checked the code"},{"speaker":"Unknown","startTime":2503.2599999999998,"endTime":2506.22,"body":"in, and one of the other"},{"speaker":"Unknown","startTime":2503.2599999999998,"endTime":2506.22,"body":"developers that was reviewing my"},{"speaker":"Unknown","startTime":2506.22,"endTime":2509.04,"body":"PR, like, hey, what? Why do you"},{"speaker":"Unknown","startTime":2506.22,"endTime":2509.04,"body":"have this sort of double"},{"speaker":"Unknown","startTime":2509.04,"endTime":2510.84,"body":"authentication thing? Like,"},{"speaker":"Unknown","startTime":2509.04,"endTime":2510.84,"body":"you're passing the"},{"speaker":"Unknown","startTime":2510.84,"endTime":2513.7799999999997,"body":"authentication token twice. Is"},{"speaker":"Unknown","startTime":2510.84,"endTime":2513.7799999999997,"body":"that necessary? Like, which one"},{"speaker":"Unknown","startTime":2513.7799999999997,"endTime":2517.5,"body":"is it actually using? Went back"},{"speaker":"Unknown","startTime":2513.7799999999997,"endTime":2517.5,"body":"and looked, I'm like, oh, Nikki,"},{"speaker":"Unknown","startTime":2517.5,"endTime":2520.2,"body":"actually, it just made that"},{"speaker":"Unknown","startTime":2517.5,"endTime":2520.2,"body":"other that was a workaround. It"},{"speaker":"Unknown","startTime":2520.2,"endTime":2523.5,"body":"was testing to try to figure it"},{"speaker":"Unknown","startTime":2520.2,"endTime":2523.5,"body":"out, right? And so, like, even"},{"speaker":"Unknown","startTime":2523.5,"endTime":2526.52,"body":"in that example, or something"},{"speaker":"Unknown","startTime":2523.5,"endTime":2526.52,"body":"small, if you're not checking"},{"speaker":"Unknown","startTime":2526.52,"endTime":2529.94,"body":"it, you're not like, in that"},{"speaker":"Unknown","startTime":2526.52,"endTime":2529.94,"body":"case, the right thing happened,"},{"speaker":"Unknown","startTime":2529.94,"endTime":2533.06,"body":"which is code review caught it."},{"speaker":"Unknown","startTime":2529.94,"endTime":2533.06,"body":"I should have caught it, but,"},{"speaker":"Unknown","startTime":2533.06,"endTime":2537.38,"body":"but it also got caught in code"},{"speaker":"Unknown","startTime":2533.06,"endTime":2537.38,"body":"review. And so like, you can't"},{"speaker":"Unknown","startTime":2537.38,"endTime":2540.02,"body":"you can't trust it. It makes"},{"speaker":"Unknown","startTime":2537.38,"endTime":2540.02,"body":"mistakes all over the place."},{"speaker":"Unknown","startTime":2540.02,"endTime":2543.2,"body":"It'll come up with things that"},{"speaker":"Unknown","startTime":2540.02,"endTime":2543.2,"body":"that aren't possible, that that."},{"speaker":"Unknown","startTime":2543.2,"endTime":2548.2,"body":"And so like in software"},{"speaker":"Unknown","startTime":2543.2,"endTime":2548.2,"body":"development, like the tests are"},{"speaker":"Unknown","startTime":2548.2,"endTime":2550.84,"body":"your friends having the tests in"},{"speaker":"Unknown","startTime":2548.2,"endTime":2550.84,"body":"place, because then when it goes"},{"speaker":"Unknown","startTime":2550.84,"endTime":2553.66,"body":"and changes something weird and"},{"speaker":"Unknown","startTime":2550.84,"endTime":2553.66,"body":"one of your test breaks, you"},{"speaker":"Unknown","startTime":2553.66,"endTime":2556.54,"body":"know what happened there, but"},{"speaker":"Unknown","startTime":2553.66,"endTime":2556.54,"body":"you have to do code reviews of"},{"speaker":"Unknown","startTime":2556.54,"endTime":2558.7599999999998,"body":"it the whole time. Same thing."},{"speaker":"Unknown","startTime":2556.54,"endTime":2558.7599999999998,"body":"If you're having it write"},{"speaker":"Unknown","startTime":2558.7599999999998,"endTime":2561.7599999999998,"body":"documents for you, or you're"},{"speaker":"Unknown","startTime":2558.7599999999998,"endTime":2561.7599999999998,"body":"having it automatically go and"},{"speaker":"Unknown","startTime":2561.7599999999998,"endTime":2566.52,"body":"find prospects on the internet"},{"speaker":"Unknown","startTime":2561.7599999999998,"endTime":2566.52,"body":"to go after, or you're or you're"},{"speaker":"Unknown","startTime":2566.52,"endTime":2569.64,"body":"having it right emails on your"},{"speaker":"Unknown","startTime":2566.52,"endTime":2569.64,"body":"behalf. Like it is really"},{"speaker":"Unknown","startTime":2569.64,"endTime":2572.34,"body":"important to make sure that"},{"speaker":"Unknown","startTime":2569.64,"endTime":2572.34,"body":"you're designing these processes"},{"speaker":"Unknown","startTime":2572.34,"endTime":2576.48,"body":"with a human in the loop and"},{"speaker":"Unknown","startTime":2572.34,"endTime":2576.48,"body":"that and that you're verifying"},{"speaker":"Unknown","startTime":2576.48,"endTime":2579.24,"body":"things as they come through, it"},{"speaker":"Unknown","startTime":2576.48,"endTime":2579.24,"body":"can get you 70 to 80% of the"},{"speaker":"Unknown","startTime":2579.24,"endTime":2583.2,"body":"way, but like, but don't trust"},{"speaker":"Unknown","startTime":2579.24,"endTime":2583.2,"body":"that it's getting you 100% just"},{"speaker":"Unknown","startTime":2583.2,"endTime":2586.22,"body":"assume that it's not, it's best,"},{"speaker":"Unknown","startTime":2583.2,"endTime":2586.22,"body":"it's best to do that maybe next"},{"speaker":"Unknown","startTime":2586.22,"endTime":2588.74,"body":"year or the year after. Maybe"},{"speaker":"Unknown","startTime":2586.22,"endTime":2588.74,"body":"those things won't be necessary,"},{"speaker":"Unknown","startTime":2588.74,"endTime":2592.46,"body":"but at this point in time, you"},{"speaker":"Unknown","startTime":2588.74,"endTime":2592.46,"body":"have to really just, like, just"},{"speaker":"Unknown","startTime":2592.46,"endTime":2597.92,"body":"assume that it's, it's, um, it's"},{"speaker":"Unknown","startTime":2592.46,"endTime":2597.92,"body":"like a, it's like a super, super"},{"speaker":"Unknown","startTime":2597.92,"endTime":2602.9,"body":"smart, like, right out of school"},{"speaker":"Unknown","startTime":2597.92,"endTime":2602.9,"body":"kind of intern, like, it knows,"},{"speaker":"Unknown","startTime":2602.9,"endTime":2606.82,"body":"it knows everything, but it just"},{"speaker":"Unknown","startTime":2602.9,"endTime":2606.82,"body":"doesn't have a lot of like the"},{"speaker":"Unknown","startTime":2606.82,"endTime":2608.2599999999998,"body":"school of hard knocks, you know."},{"speaker":"Aaron Moncur","startTime":2609.22,"endTime":2611.98,"body":"And to be fair,"},{"speaker":"Aaron Moncur","startTime":2609.22,"endTime":2611.98,"body":"humans aren't right all the time"},{"speaker":"Aaron Moncur","startTime":2611.98,"endTime":2615.46,"body":"either right, like humans make"},{"speaker":"Aaron Moncur","startTime":2611.98,"endTime":2615.46,"body":"mistakes, humans provide false"},{"speaker":"Aaron Moncur","startTime":2615.46,"endTime":2620.86,"body":"information. So it's not like"},{"speaker":"Aaron Moncur","startTime":2615.46,"endTime":2620.86,"body":"chat GPT or AI, these llms have"},{"speaker":"Aaron Moncur","startTime":2620.86,"endTime":2625.7999999999997,"body":"some monopoly on being wrong on"},{"speaker":"Aaron Moncur","startTime":2620.86,"endTime":2625.7999999999997,"body":"occasion. Well said, To what"},{"speaker":"Aaron Moncur","startTime":2625.7999999999997,"endTime":2633.36,"body":"extent do you think that llms"},{"speaker":"Aaron Moncur","startTime":2625.7999999999997,"endTime":2633.36,"body":"will get to the point where they"},{"speaker":"Aaron Moncur","startTime":2635.22,"endTime":2639.48,"body":"I don't know the definition of"},{"speaker":"Aaron Moncur","startTime":2635.22,"endTime":2639.48,"body":"wrong, even could, could come"},{"speaker":"Aaron Moncur","startTime":2639.48,"endTime":2642.18,"body":"into play in this answer, but"},{"speaker":"Aaron Moncur","startTime":2639.48,"endTime":2642.18,"body":"they'll get to the point where"},{"speaker":"Aaron Moncur","startTime":2642.36,"endTime":2646.7599999999998,"body":"they're right at least as often"},{"speaker":"Aaron Moncur","startTime":2642.36,"endTime":2646.7599999999998,"body":"As humans like they're as or"},{"speaker":"Aaron Moncur","startTime":2646.7599999999998,"endTime":2650.12,"body":"more trustworthy than a human"},{"speaker":"Aaron Moncur","startTime":2646.7599999999998,"endTime":2650.12,"body":"source."},{"speaker":"Unknown","startTime":2651.68,"endTime":2655.1,"body":"So if you look at, if"},{"speaker":"Unknown","startTime":2651.68,"endTime":2655.1,"body":"you look at the benchmarks, so,"},{"speaker":"Unknown","startTime":2655.1,"endTime":2659.12,"body":"so there's a each time a large"},{"speaker":"Unknown","startTime":2655.1,"endTime":2659.12,"body":"language model is released,"},{"speaker":"Unknown","startTime":2659.66,"endTime":2662.06,"body":"there's a whole slew of"},{"speaker":"Unknown","startTime":2659.66,"endTime":2662.06,"body":"benchmarks that they're"},{"speaker":"Unknown","startTime":2662.06,"endTime":2665.36,"body":"basically run against, right? So"},{"speaker":"Unknown","startTime":2662.06,"endTime":2665.36,"body":"the as an example, there's one"},{"speaker":"Unknown","startTime":2665.36,"endTime":2669.58,"body":"called Swee bench software"},{"speaker":"Unknown","startTime":2665.36,"endTime":2669.58,"body":"engineer bench benchmark. It's"},{"speaker":"Unknown","startTime":2669.58,"endTime":2672.4,"body":"got a whole bunch of, like,"},{"speaker":"Unknown","startTime":2669.58,"endTime":2672.4,"body":"different software engineering"},{"speaker":"Unknown","startTime":2672.4,"endTime":2675.88,"body":"challenges. And you basically"},{"speaker":"Unknown","startTime":2672.4,"endTime":2675.88,"body":"throw a challenge at the model,"},{"speaker":"Unknown","startTime":2675.88,"endTime":2678.2799999999997,"body":"and you see, can it solve this?"},{"speaker":"Unknown","startTime":2675.88,"endTime":2678.2799999999997,"body":"Can you solve it correctly?"},{"speaker":"Unknown","startTime":2678.34,"endTime":2682.72,"body":"Right? They've got, they've got"},{"speaker":"Unknown","startTime":2678.34,"endTime":2682.72,"body":"ones around math and engineering"},{"speaker":"Unknown","startTime":2682.72,"endTime":2685.72,"body":"and, like, there's just, you"},{"speaker":"Unknown","startTime":2682.72,"endTime":2685.72,"body":"know, benchmarks galore. Yeah."},{"speaker":"Unknown","startTime":2685.72,"endTime":2692.22,"body":"Here. In one of my workshops"},{"speaker":"Unknown","startTime":2685.72,"endTime":2692.22,"body":"recently, I posted this chart"},{"speaker":"Unknown","startTime":2692.22,"endTime":2696.7799999999997,"body":"that basically shows how these,"},{"speaker":"Unknown","startTime":2692.22,"endTime":2696.7799999999997,"body":"how all of these large language"},{"speaker":"Unknown","startTime":2696.7799999999997,"endTime":2699.24,"body":"models are progressing against"},{"speaker":"Unknown","startTime":2696.7799999999997,"endTime":2699.24,"body":"all of these different"},{"speaker":"Unknown","startTime":2699.24,"endTime":2701.34,"body":"benchmarks, and they're all"},{"speaker":"Unknown","startTime":2699.24,"endTime":2701.34,"body":"going up into the right, which"},{"speaker":"Unknown","startTime":2701.34,"endTime":2705.06,"body":"is the like, nice. So like, at"},{"speaker":"Unknown","startTime":2701.34,"endTime":2705.06,"body":"like, the 80 to 90% level is"},{"speaker":"Unknown","startTime":2705.06,"endTime":2708.92,"body":"sort of above, human average"},{"speaker":"Unknown","startTime":2705.06,"endTime":2708.92,"body":"around these things, and, like,"},{"speaker":"Unknown","startTime":2709.1,"endTime":2713.42,"body":"very quickly they're going up"},{"speaker":"Unknown","startTime":2709.1,"endTime":2713.42,"body":"and above that level. So there's"},{"speaker":"Unknown","startTime":2713.42,"endTime":2717.5,"body":"that part of the equation, which"},{"speaker":"Unknown","startTime":2713.42,"endTime":2717.5,"body":"is, like, they're all getting"},{"speaker":"Unknown","startTime":2717.5,"endTime":2720.32,"body":"better. And so it's likely that"},{"speaker":"Unknown","startTime":2717.5,"endTime":2720.32,"body":"some point in time soon that's"},{"speaker":"Unknown","startTime":2720.32,"endTime":2725.92,"body":"the case, but, but it's sort of"},{"speaker":"Unknown","startTime":2720.32,"endTime":2725.92,"body":"this, like, it's like, this"},{"speaker":"Unknown","startTime":2725.92,"endTime":2728.74,"body":"jagged kind of a thing where"},{"speaker":"Unknown","startTime":2725.92,"endTime":2728.74,"body":"it's, like, it's super"},{"speaker":"Unknown","startTime":2728.74,"endTime":2732.04,"body":"knowledgeable in an area, but"},{"speaker":"Unknown","startTime":2728.74,"endTime":2732.04,"body":"then it'll make a little mistake"},{"speaker":"Unknown","startTime":2732.22,"endTime":2736.6,"body":"right next to it, right? And so"},{"speaker":"Unknown","startTime":2732.22,"endTime":2736.6,"body":"it's not even, it's not like,"},{"speaker":"Unknown","startTime":2736.6,"endTime":2740.86,"body":"it's, it's, you know, it's, it's"},{"speaker":"Unknown","startTime":2736.6,"endTime":2740.86,"body":"amazing in all of science, no,"},{"speaker":"Unknown","startTime":2740.86,"endTime":2743.5,"body":"it's really good in this one"},{"speaker":"Unknown","startTime":2740.86,"endTime":2743.5,"body":"area. But there's other little"},{"speaker":"Unknown","startTime":2743.5,"endTime":2746.88,"body":"weird things over here where"},{"speaker":"Unknown","startTime":2743.5,"endTime":2746.88,"body":"it's terrible at them, and, and"},{"speaker":"Unknown","startTime":2746.88,"endTime":2749.46,"body":"like, there's, there's just so"},{"speaker":"Unknown","startTime":2746.88,"endTime":2749.46,"body":"many different possibilities."},{"speaker":"Unknown","startTime":2749.46,"endTime":2754.92,"body":"There's no way for us to know"},{"speaker":"Unknown","startTime":2749.46,"endTime":2754.92,"body":"where those edges really are, so"},{"speaker":"Unknown","startTime":2755.2799999999997,"endTime":2758.82,"body":"I don't know. I think, I think"},{"speaker":"Unknown","startTime":2755.2799999999997,"endTime":2758.82,"body":"they're, they're absolutely"},{"speaker":"Unknown","startTime":2758.82,"endTime":2761.52,"body":"going to continue to get better."},{"speaker":"Unknown","startTime":2758.82,"endTime":2761.52,"body":"The other thing that's happening"},{"speaker":"Unknown","startTime":2761.52,"endTime":2763.92,"body":"that I think a lot of people"},{"speaker":"Unknown","startTime":2761.52,"endTime":2763.92,"body":"sort of get hung up on the"},{"speaker":"Unknown","startTime":2763.92,"endTime":2769.58,"body":"benchmarks and that kind of"},{"speaker":"Unknown","startTime":2763.92,"endTime":2769.58,"body":"stuff is that, like, what's also"},{"speaker":"Unknown","startTime":2769.58,"endTime":2772.7,"body":"happening is all of the tooling"},{"speaker":"Unknown","startTime":2769.58,"endTime":2772.7,"body":"that we're building around them"},{"speaker":"Unknown","startTime":2772.7,"endTime":2776.72,"body":"is making them significantly"},{"speaker":"Unknown","startTime":2772.7,"endTime":2776.72,"body":"more capable. So as an example,"},{"speaker":"Unknown","startTime":2776.72,"endTime":2785.06,"body":"using using GPT 5.1 like the"},{"speaker":"Unknown","startTime":2776.72,"endTime":2785.06,"body":"model itself, not necessarily"},{"speaker":"Unknown","startTime":2785.06,"endTime":2787.84,"body":"the the chat. GPT user"},{"speaker":"Unknown","startTime":2785.06,"endTime":2787.84,"body":"interface. But like using that"},{"speaker":"Unknown","startTime":2787.84,"endTime":2791.92,"body":"model, compared to like Google,"},{"speaker":"Unknown","startTime":2787.84,"endTime":2791.92,"body":"Gemini three Pro, just the"},{"speaker":"Unknown","startTime":2791.92,"endTime":2800.02,"body":"model, the capability of the"},{"speaker":"Unknown","startTime":2791.92,"endTime":2800.02,"body":"models is significantly"},{"speaker":"Unknown","startTime":2800.02,"endTime":2804.1,"body":"increased when you wrap cursor"},{"speaker":"Unknown","startTime":2800.02,"endTime":2804.1,"body":"or Claude code or these other"},{"speaker":"Unknown","startTime":2804.1,"endTime":2808.14,"body":"things around it. So when you"},{"speaker":"Unknown","startTime":2804.1,"endTime":2808.14,"body":"create kind of this harness"},{"speaker":"Unknown","startTime":2808.14,"endTime":2811.2599999999998,"body":"around it that says, like, no,"},{"speaker":"Unknown","startTime":2808.14,"endTime":2811.2599999999998,"body":"here for this task. Here's how"},{"speaker":"Unknown","startTime":2811.2599999999998,"endTime":2814.02,"body":"you're going to be successful"},{"speaker":"Unknown","startTime":2811.2599999999998,"endTime":2814.02,"body":"with this task, it becomes"},{"speaker":"Unknown","startTime":2814.02,"endTime":2818.64,"body":"significantly better to the"},{"speaker":"Unknown","startTime":2814.02,"endTime":2818.64,"body":"point where, like on their own,"},{"speaker":"Unknown","startTime":2818.64,"endTime":2823.2599999999998,"body":"generally, the models, the"},{"speaker":"Unknown","startTime":2818.64,"endTime":2823.2599999999998,"body":"models are terrible at mass, but"},{"speaker":"Unknown","startTime":2823.44,"endTime":2826.94,"body":"they can write Python code like"},{"speaker":"Unknown","startTime":2823.44,"endTime":2826.94,"body":"crazy, and they can solve almost"},{"speaker":"Unknown","startTime":2826.94,"endTime":2829.7,"body":"any mathematical problem with"},{"speaker":"Unknown","startTime":2826.94,"endTime":2829.7,"body":"Python code. And so you give"},{"speaker":"Unknown","startTime":2829.7,"endTime":2836.06,"body":"them that tool and like, off to"},{"speaker":"Unknown","startTime":2829.7,"endTime":2836.06,"body":"the races, right? So, so, like,"},{"speaker":"Unknown","startTime":2836.18,"endTime":2838.94,"body":"yet, I think there's natural"},{"speaker":"Unknown","startTime":2836.18,"endTime":2838.94,"body":"limitations in where you can go"},{"speaker":"Unknown","startTime":2838.94,"endTime":2841.2799999999997,"body":"with the large language models,"},{"speaker":"Unknown","startTime":2838.94,"endTime":2841.2799999999997,"body":"but, but I don't know that we"},{"speaker":"Unknown","startTime":2841.2799999999997,"endTime":2844.82,"body":"know where those boundaries are,"},{"speaker":"Unknown","startTime":2841.2799999999997,"endTime":2844.82,"body":"and we also don't know how far"},{"speaker":"Unknown","startTime":2844.88,"endTime":2849.58,"body":"the tooling around them can take"},{"speaker":"Unknown","startTime":2844.88,"endTime":2849.58,"body":"us. And so, like, in a lot of"},{"speaker":"Unknown","startTime":2849.58,"endTime":2854.14,"body":"ways, it's better than many"},{"speaker":"Unknown","startTime":2849.58,"endTime":2854.14,"body":"humans. Like, it may not be"},{"speaker":"Unknown","startTime":2854.14,"endTime":2856.84,"body":"better than me as a software"},{"speaker":"Unknown","startTime":2854.14,"endTime":2856.84,"body":"developer, but it's better than"},{"speaker":"Unknown","startTime":2856.84,"endTime":2863.02,"body":"me in a whole bunch of other"},{"speaker":"Unknown","startTime":2856.84,"endTime":2863.02,"body":"areas, like so, like DESTINY"},{"speaker":"Unknown","startTime":2863.44,"endTime":2866.16,"body":"Don't, don't get, don't get"},{"speaker":"Unknown","startTime":2863.44,"endTime":2866.16,"body":"wrapped around the axle, around"},{"speaker":"Unknown","startTime":2866.16,"endTime":2869.22,"body":"like where it's going, or what"},{"speaker":"Unknown","startTime":2866.16,"endTime":2869.22,"body":"will it be, artificial general"},{"speaker":"Unknown","startTime":2869.22,"endTime":2873.72,"body":"intelligence or or will it, you"},{"speaker":"Unknown","startTime":2869.22,"endTime":2873.72,"body":"know, is it? Is it better than"},{"speaker":"Unknown","startTime":2873.72,"endTime":2878.1,"body":"humans? I think, I think the the"},{"speaker":"Unknown","startTime":2873.72,"endTime":2878.1,"body":"key takeaway is it's better than"},{"speaker":"Unknown","startTime":2878.1,"endTime":2882.54,"body":"us in a lot of different ways"},{"speaker":"Unknown","startTime":2878.1,"endTime":2882.54,"body":"today, and so like learn, learn"},{"speaker":"Unknown","startTime":2882.54,"endTime":2886.32,"body":"how to use it, learn how to, how"},{"speaker":"Unknown","startTime":2882.54,"endTime":2886.32,"body":"to be more productive than than"},{"speaker":"Unknown","startTime":2886.32,"endTime":2892.46,"body":"your colleagues, and, and, and"},{"speaker":"Unknown","startTime":2886.32,"endTime":2892.46,"body":"we'll see where it takes us. Do"},{"speaker":"Unknown","startTime":2892.46,"endTime":2895.94,"body":"you know is the rate of"},{"speaker":"Unknown","startTime":2892.46,"endTime":2895.94,"body":"improvement of these AIs"},{"speaker":"Unknown","startTime":2896.48,"endTime":2898.34,"body":"increasing, or is it kind of,"},{"speaker":"Aaron Moncur","startTime":2900.98,"endTime":2903.2,"body":"what's the"},{"speaker":"Aaron Moncur","startTime":2900.98,"endTime":2903.2,"body":"stagnant gives the wrong"},{"speaker":"Aaron Moncur","startTime":2903.2,"endTime":2908.08,"body":"connotation, kind of, yeah,"},{"speaker":"Aaron Moncur","startTime":2903.2,"endTime":2908.08,"body":"yeah. Or is it started to"},{"speaker":"Aaron Moncur","startTime":2908.08,"endTime":2908.68,"body":"plateau?"},{"speaker":"Unknown","startTime":2909.22,"endTime":2913.12,"body":"Yeah, I've seen debates"},{"speaker":"Unknown","startTime":2909.22,"endTime":2913.12,"body":"in both directions. I think it's"},{"speaker":"Unknown","startTime":2913.12,"endTime":2919.0,"body":"like, it's interesting. Because,"},{"speaker":"Unknown","startTime":2913.12,"endTime":2919.0,"body":"like, everybody was was debating"},{"speaker":"Unknown","startTime":2919.0,"endTime":2921.82,"body":"this whole like, oh, like, the"},{"speaker":"Unknown","startTime":2919.0,"endTime":2921.82,"body":"model, the models aren't getting"},{"speaker":"Unknown","startTime":2921.82,"endTime":2925.6,"body":"significantly better. Like, last"},{"speaker":"Unknown","startTime":2921.82,"endTime":2925.6,"body":"year and then Gemini came out a"},{"speaker":"Unknown","startTime":2926.14,"endTime":2929.82,"body":"couple of weeks ago, and is now,"},{"speaker":"Unknown","startTime":2926.14,"endTime":2929.82,"body":"like, off the charts compared to"},{"speaker":"Unknown","startTime":2929.82,"endTime":2932.94,"body":"a bunch What a bunch of the"},{"speaker":"Unknown","startTime":2929.82,"endTime":2932.94,"body":"other ones have been able to do."},{"speaker":"Unknown","startTime":2934.62,"endTime":2938.34,"body":"But I don't know, I like, I"},{"speaker":"Unknown","startTime":2934.62,"endTime":2938.34,"body":"don't know how much of that is"},{"speaker":"Unknown","startTime":2938.7,"endTime":2941.7,"body":"their internal infrastructure"},{"speaker":"Unknown","startTime":2938.7,"endTime":2941.7,"body":"and internal magic of stuff"},{"speaker":"Unknown","startTime":2941.7,"endTime":2944.04,"body":"they've wrapped around the"},{"speaker":"Unknown","startTime":2941.7,"endTime":2944.04,"body":"model, versus, like, what the"},{"speaker":"Unknown","startTime":2944.04,"endTime":2948.08,"body":"model itself is capable of. But"},{"speaker":"Unknown","startTime":2944.04,"endTime":2948.08,"body":"the other really interesting"},{"speaker":"Unknown","startTime":2948.08,"endTime":2949.7599999999998,"body":"thing that's happening, though,"},{"speaker":"Unknown","startTime":2948.08,"endTime":2949.7599999999998,"body":"is like"},{"speaker":"Aaron Moncur","startTime":2951.5,"endTime":2953.0,"body":"in that in that"},{"speaker":"Aaron Moncur","startTime":2951.5,"endTime":2953.0,"body":"debate"},{"speaker":"Unknown","startTime":2954.38,"endTime":2957.62,"body":"there, the debate is"},{"speaker":"Unknown","startTime":2954.38,"endTime":2957.62,"body":"primarily about large language"},{"speaker":"Unknown","startTime":2957.62,"endTime":2962.84,"body":"models that specific, like"},{"speaker":"Unknown","startTime":2957.62,"endTime":2962.84,"body":"Transformers, with specifically"},{"speaker":"Unknown","startTime":2962.84,"endTime":2965.84,"body":"around language, and what we're"},{"speaker":"Unknown","startTime":2962.84,"endTime":2965.84,"body":"able to do with those things,"},{"speaker":"Unknown","startTime":2965.84,"endTime":2969.58,"body":"but we have generative models"},{"speaker":"Unknown","startTime":2965.84,"endTime":2969.58,"body":"around music and general models"},{"speaker":"Unknown","startTime":2969.58,"endTime":2972.88,"body":"around graphics. Generative"},{"speaker":"Unknown","startTime":2969.58,"endTime":2972.88,"body":"model around 3d worlds."},{"speaker":"Unknown","startTime":2972.88,"endTime":2976.12,"body":"Generative model around 3d"},{"speaker":"Unknown","startTime":2972.88,"endTime":2976.12,"body":"design, all these different"},{"speaker":"Unknown","startTime":2976.12,"endTime":2979.12,"body":"models that are completely"},{"speaker":"Unknown","startTime":2976.12,"endTime":2979.12,"body":"different forms. And what a lot"},{"speaker":"Unknown","startTime":2979.12,"endTime":2982.36,"body":"of organizations like Google and"},{"speaker":"Unknown","startTime":2979.12,"endTime":2982.36,"body":"these others have figured out"},{"speaker":"Unknown","startTime":2982.36,"endTime":2985.74,"body":"like, if you go into the Gemini"},{"speaker":"Unknown","startTime":2982.36,"endTime":2985.74,"body":"web app and you interact with"},{"speaker":"Unknown","startTime":2985.74,"endTime":2989.1,"body":"it. It's using its image"},{"speaker":"Unknown","startTime":2985.74,"endTime":2989.1,"body":"generation model. It's using its"},{"speaker":"Unknown","startTime":2989.1,"endTime":2991.5,"body":"code generation model. It's"},{"speaker":"Unknown","startTime":2989.1,"endTime":2991.5,"body":"using so we're starting to"},{"speaker":"Unknown","startTime":2991.5,"endTime":2995.1,"body":"create these like models that"},{"speaker":"Unknown","startTime":2991.5,"endTime":2995.1,"body":"are very surgically focused on"},{"speaker":"Unknown","startTime":2995.1,"endTime":2998.82,"body":"specific topics or specific"},{"speaker":"Unknown","startTime":2995.1,"endTime":2998.82,"body":"capabilities, and then using the"},{"speaker":"Unknown","startTime":2998.82,"endTime":3001.46,"body":"large language model as kind of"},{"speaker":"Unknown","startTime":2998.82,"endTime":3001.46,"body":"a router to say, like, Oh,"},{"speaker":"Unknown","startTime":3001.46,"endTime":3003.98,"body":"that's a they need a picture."},{"speaker":"Unknown","startTime":3001.46,"endTime":3003.98,"body":"I'm going to send that to the"},{"speaker":"Unknown","startTime":3003.98,"endTime":3009.34,"body":"picture model. I don't need to"},{"speaker":"Unknown","startTime":3003.98,"endTime":3009.34,"body":"do that, right? And so, I don't"},{"speaker":"Unknown","startTime":3009.34,"endTime":3012.22,"body":"know, man, like, I think the"},{"speaker":"Unknown","startTime":3009.34,"endTime":3012.22,"body":"combination of the of the stuff"},{"speaker":"Unknown","startTime":3012.22,"endTime":3018.16,"body":"wrapping around it, plus the the"},{"speaker":"Unknown","startTime":3012.22,"endTime":3018.16,"body":"specialized models, like, I"},{"speaker":"Unknown","startTime":3018.16,"endTime":3021.16,"body":"think, I think we're going to be"},{"speaker":"Unknown","startTime":3018.16,"endTime":3021.16,"body":"seeing some pretty significant"},{"speaker":"Unknown","startTime":3021.16,"endTime":3027.18,"body":"acceleration for, for the short,"},{"speaker":"Unknown","startTime":3021.16,"endTime":3027.18,"body":"you know, the next few years and"},{"speaker":"Unknown","startTime":3027.24,"endTime":3030.2999999999997,"body":"and who knows whether you know"},{"speaker":"Unknown","startTime":3027.24,"endTime":3030.2999999999997,"body":"whether Terminator is born or"},{"speaker":"Unknown","startTime":3030.2999999999997,"endTime":3030.48,"body":"not"},{"speaker":"Aaron Moncur","startTime":3031.74,"endTime":3036.84,"body":"Skynet is coming?"},{"speaker":"Aaron Moncur","startTime":3031.74,"endTime":3036.84,"body":"Yeah. Along those same lines,"},{"speaker":"Aaron Moncur","startTime":3036.9,"endTime":3043.62,"body":"what do you have any guesses or"},{"speaker":"Aaron Moncur","startTime":3036.9,"endTime":3043.62,"body":"expectations for what will"},{"speaker":"Aaron Moncur","startTime":3043.62,"endTime":3047.72,"body":"happen in the next, like 12 to"},{"speaker":"Aaron Moncur","startTime":3043.62,"endTime":3047.72,"body":"18 months around AI, what should"},{"speaker":"Aaron Moncur","startTime":3047.72,"endTime":3049.1,"body":"we be anticipating?"},{"speaker":"Unknown","startTime":3051.74,"endTime":3054.32,"body":"I think you should. I"},{"speaker":"Unknown","startTime":3051.74,"endTime":3054.32,"body":"think you should, at a minimum,"},{"speaker":"Unknown","startTime":3054.32,"endTime":3056.84,"body":"expect that the same patterns"},{"speaker":"Unknown","startTime":3054.32,"endTime":3056.84,"body":"that have already been"},{"speaker":"Unknown","startTime":3056.84,"endTime":3060.56,"body":"established continue, which is"},{"speaker":"Unknown","startTime":3056.84,"endTime":3060.56,"body":"that the models, the models"},{"speaker":"Unknown","startTime":3060.56,"endTime":3065.18,"body":"continue to get better, the"},{"speaker":"Unknown","startTime":3060.56,"endTime":3065.18,"body":"models continue to get faster,"},{"speaker":"Unknown","startTime":3065.18,"endTime":3067.7799999999997,"body":"the models continue to get"},{"speaker":"Unknown","startTime":3065.18,"endTime":3067.7799999999997,"body":"cheaper. Like those things"},{"speaker":"Unknown","startTime":3067.7799999999997,"endTime":3070.96,"body":"continue to happen. And there's"},{"speaker":"Unknown","startTime":3067.7799999999997,"endTime":3070.96,"body":"so many companies going after"},{"speaker":"Unknown","startTime":3070.96,"endTime":3073.66,"body":"it, and so many scientific"},{"speaker":"Unknown","startTime":3070.96,"endTime":3073.66,"body":"science, scientists that are"},{"speaker":"Unknown","startTime":3073.9,"endTime":3077.2,"body":"doing exploration and research"},{"speaker":"Unknown","startTime":3073.9,"endTime":3077.2,"body":"in the space that, like those"},{"speaker":"Unknown","startTime":3077.2,"endTime":3082.18,"body":"things are likely to, likely to"},{"speaker":"Unknown","startTime":3077.2,"endTime":3082.18,"body":"continue to happen. And so,"},{"speaker":"Unknown","startTime":3082.72,"endTime":3086.7599999999998,"body":"like, I think the key, I think"},{"speaker":"Unknown","startTime":3082.72,"endTime":3086.7599999999998,"body":"the key is. Like, we need to be"},{"speaker":"Unknown","startTime":3086.7599999999998,"endTime":3092.52,"body":"constantly learning. We need to"},{"speaker":"Unknown","startTime":3086.7599999999998,"endTime":3092.52,"body":"be open minded and exploring new"},{"speaker":"Unknown","startTime":3092.52,"endTime":3096.24,"body":"things. And we need to be"},{"speaker":"Unknown","startTime":3092.52,"endTime":3096.24,"body":"focused on, like, helping each"},{"speaker":"Unknown","startTime":3096.24,"endTime":3099.48,"body":"other through this. Because"},{"speaker":"Unknown","startTime":3096.24,"endTime":3099.48,"body":"it's, it's it's not, you know,"},{"speaker":"Unknown","startTime":3099.48,"endTime":3103.98,"body":"it's not, it's not easy. It's"},{"speaker":"Unknown","startTime":3099.48,"endTime":3103.98,"body":"like, as a software engineer,"},{"speaker":"Unknown","startTime":3103.98,"endTime":3109.1,"body":"when, when, when Claude, when"},{"speaker":"Unknown","startTime":3103.98,"endTime":3109.1,"body":"Claude 4.0 came out, I had that"},{"speaker":"Unknown","startTime":3109.1,"endTime":3112.46,"body":"feeling of, like, oh, like, am I"},{"speaker":"Unknown","startTime":3109.1,"endTime":3112.46,"body":"going to be needed anymore?"},{"speaker":"Unknown","startTime":3112.46,"endTime":3118.4,"body":"Like, this thing is really good,"},{"speaker":"Unknown","startTime":3112.46,"endTime":3118.4,"body":"wow. And so, like, everybody's"},{"speaker":"Unknown","startTime":3118.4,"endTime":3121.7,"body":"feeling it in different ways."},{"speaker":"Unknown","startTime":3118.4,"endTime":3121.7,"body":"You know, there was, there was"},{"speaker":"Unknown","startTime":3121.7,"endTime":3125.06,"body":"one comment that I wanted to"},{"speaker":"Unknown","startTime":3121.7,"endTime":3125.06,"body":"make before, when we were"},{"speaker":"Unknown","startTime":3125.06,"endTime":3128.38,"body":"talking about Lindy that, that I"},{"speaker":"Unknown","startTime":3125.06,"endTime":3128.38,"body":"didn't, that I think now might"},{"speaker":"Unknown","startTime":3128.38,"endTime":3131.44,"body":"be a good time for is that, you"},{"speaker":"Unknown","startTime":3128.38,"endTime":3131.44,"body":"know, one of the things that"},{"speaker":"Unknown","startTime":3131.44,"endTime":3134.98,"body":"we're doing with the AI"},{"speaker":"Unknown","startTime":3131.44,"endTime":3134.98,"body":"trailblazers, a nonprofit that"},{"speaker":"Unknown","startTime":3134.98,"endTime":3140.14,"body":"my wife and I started, the"},{"speaker":"Unknown","startTime":3134.98,"endTime":3140.14,"body":"purpose is really to democratize"},{"speaker":"Unknown","startTime":3140.14,"endTime":3144.04,"body":"access to all of these different"},{"speaker":"Unknown","startTime":3140.14,"endTime":3144.04,"body":"AI tools, and, and, and, like,"},{"speaker":"Unknown","startTime":3144.22,"endTime":3147.36,"body":"if you look at the Traditional"},{"speaker":"Unknown","startTime":3144.22,"endTime":3147.36,"body":"technology adoption curve, like"},{"speaker":"Unknown","startTime":3147.42,"endTime":3150.2999999999997,"body":"people that are not college"},{"speaker":"Unknown","startTime":3147.42,"endTime":3150.2999999999997,"body":"educated or that maybe are not"},{"speaker":"Unknown","startTime":3150.2999999999997,"endTime":3153.96,"body":"as well off or whatever, tend to"},{"speaker":"Unknown","startTime":3150.2999999999997,"endTime":3153.96,"body":"get access to technology later"},{"speaker":"Unknown","startTime":3153.96,"endTime":3158.64,"body":"than people that are more"},{"speaker":"Unknown","startTime":3153.96,"endTime":3158.64,"body":"affluent and so and so. We've"},{"speaker":"Unknown","startTime":3158.64,"endTime":3161.04,"body":"got an apprenticeship program"},{"speaker":"Unknown","startTime":3158.64,"endTime":3161.04,"body":"that we've created where we"},{"speaker":"Unknown","startTime":3161.04,"endTime":3164.4,"body":"basically take people that are,"},{"speaker":"Unknown","startTime":3161.04,"endTime":3164.4,"body":"you know, in poverty or in"},{"speaker":"Unknown","startTime":3164.46,"endTime":3168.08,"body":"difficult financial situations."},{"speaker":"Unknown","startTime":3164.46,"endTime":3168.08,"body":"We teach them how to build AI"},{"speaker":"Unknown","startTime":3168.08,"endTime":3171.86,"body":"based workflow automations, in"},{"speaker":"Unknown","startTime":3168.08,"endTime":3171.86,"body":"this case, using Lindy, teach"},{"speaker":"Unknown","startTime":3171.86,"endTime":3175.1,"body":"them how to build AI workflow"},{"speaker":"Unknown","startTime":3171.86,"endTime":3175.1,"body":"automations and then help them"},{"speaker":"Unknown","startTime":3175.1,"endTime":3178.4,"body":"get higher paying, higher paying"},{"speaker":"Unknown","startTime":3175.1,"endTime":3178.4,"body":"work as a as a result of that,"},{"speaker":"Unknown","startTime":3178.4,"endTime":3182.54,"body":"and we've been able to do that"},{"speaker":"Unknown","startTime":3178.4,"endTime":3182.54,"body":"successfully, meaning that like"},{"speaker":"Unknown","startTime":3182.54,"endTime":3185.12,"body":"we've been able to take people"},{"speaker":"Unknown","startTime":3182.54,"endTime":3185.12,"body":"that have very basic computer"},{"speaker":"Unknown","startTime":3185.12,"endTime":3188.32,"body":"skills, capable of surfing the"},{"speaker":"Unknown","startTime":3185.12,"endTime":3188.32,"body":"web, capable of sending some"},{"speaker":"Unknown","startTime":3188.32,"endTime":3191.2599999999998,"body":"emails, that kind of thing, and"},{"speaker":"Unknown","startTime":3188.32,"endTime":3191.2599999999998,"body":"get them the point where they're"},{"speaker":"Unknown","startTime":3191.2599999999998,"endTime":3194.2,"body":"building AI based workflow"},{"speaker":"Unknown","startTime":3191.2599999999998,"endTime":3194.2,"body":"automations, solving some of"},{"speaker":"Unknown","startTime":3194.2,"endTime":3196.66,"body":"those same challenges that you"},{"speaker":"Unknown","startTime":3194.2,"endTime":3196.66,"body":"were talking about, about, like"},{"speaker":"Unknown","startTime":3196.66,"endTime":3199.96,"body":"researching contacts and going"},{"speaker":"Unknown","startTime":3196.66,"endTime":3199.96,"body":"and doing, you know, sales kind"},{"speaker":"Unknown","startTime":3199.96,"endTime":3206.7,"body":"of stuff, right? And so, like, I"},{"speaker":"Unknown","startTime":3199.96,"endTime":3206.7,"body":"raised that story. Because I"},{"speaker":"Unknown","startTime":3206.7,"endTime":3210.18,"body":"think, I think that sort of"},{"speaker":"Unknown","startTime":3206.7,"endTime":3210.18,"body":"exemplifies where all of us as"},{"speaker":"Unknown","startTime":3210.18,"endTime":3213.36,"body":"engineers need to be like we"},{"speaker":"Unknown","startTime":3210.18,"endTime":3213.36,"body":"need to be trying new stuff. We"},{"speaker":"Unknown","startTime":3213.36,"endTime":3215.64,"body":"need to be learning, we need to"},{"speaker":"Unknown","startTime":3213.36,"endTime":3215.64,"body":"be exploring. Because these"},{"speaker":"Unknown","startTime":3215.64,"endTime":3218.46,"body":"things are changing really,"},{"speaker":"Unknown","startTime":3215.64,"endTime":3218.46,"body":"really quickly. We don't know"},{"speaker":"Unknown","startTime":3218.46,"endTime":3221.7599999999998,"body":"where it's going to take us,"},{"speaker":"Unknown","startTime":3218.46,"endTime":3221.7599999999998,"body":"but, but we'll definitely get"},{"speaker":"Unknown","startTime":3221.7599999999998,"endTime":3223.7999999999997,"body":"there better if we, if we do it"},{"speaker":"Unknown","startTime":3221.7599999999998,"endTime":3223.7999999999997,"body":"together."},{"speaker":"Aaron Moncur","startTime":3224.4,"endTime":3226.1,"body":"That's so awesome"},{"speaker":"Aaron Moncur","startTime":3224.4,"endTime":3226.1,"body":"that you're doing that. Thank"},{"speaker":"Aaron Moncur","startTime":3226.1,"endTime":3229.22,"body":"you for doing that. That's what"},{"speaker":"Aaron Moncur","startTime":3226.1,"endTime":3229.22,"body":"a wonderful, worthwhile"},{"speaker":"Aaron Moncur","startTime":3229.58,"endTime":3233.9,"body":"initiative that is. All right."},{"speaker":"Aaron Moncur","startTime":3229.58,"endTime":3233.9,"body":"Well, Aaron, this has been"},{"speaker":"Aaron Moncur","startTime":3233.9,"endTime":3236.2999999999997,"body":"great. Thank you for sharing"},{"speaker":"Aaron Moncur","startTime":3233.9,"endTime":3236.2999999999997,"body":"some of your knowledge and"},{"speaker":"Aaron Moncur","startTime":3236.2999999999997,"endTime":3239.48,"body":"wisdom with us. How can people"},{"speaker":"Aaron Moncur","startTime":3236.2999999999997,"endTime":3239.48,"body":"get in touch with you?"},{"speaker":"Aaron Moncur","startTime":3238.56,"endTime":3247.08,"body":"I'm easy. I'm easy to find. I'm"},{"speaker":"Aaron Moncur","startTime":3238.56,"endTime":3247.08,"body":"I'm on LinkedIn. My full name,"},{"speaker":"Aaron Moncur","startTime":3247.14,"endTime":3250.74,"body":"Aaron Eden, the other Aaron"},{"speaker":"Aaron Moncur","startTime":3247.14,"endTime":3250.74,"body":"Edens in the world are angry"},{"speaker":"Aaron Moncur","startTime":3250.74,"endTime":3255.0,"body":"because I I get Aaron Eden on"},{"speaker":"Aaron Moncur","startTime":3250.74,"endTime":3255.0,"body":"basically every social network."},{"speaker":"Aaron Moncur","startTime":3255.0,"endTime":3258.54,"body":"So you can find me that way, on"},{"speaker":"Aaron Moncur","startTime":3255.0,"endTime":3258.54,"body":"on Facebook or on LinkedIn, or"},{"speaker":"Aaron Moncur","startTime":3258.54,"endTime":3263.9249999999997,"body":"on Twitter or Instagram or"},{"speaker":"Aaron Moncur","startTime":3258.54,"endTime":3263.9249999999997,"body":"whatever. So pretty easy to find"},{"speaker":"Aaron Moncur","startTime":3264.285,"endTime":3267.165,"body":"there's there's one other Aaron"},{"speaker":"Aaron Moncur","startTime":3264.285,"endTime":3267.165,"body":"eating that's in a similar"},{"speaker":"Aaron Moncur","startTime":3267.165,"endTime":3271.245,"body":"space, who lives out in San"},{"speaker":"Aaron Moncur","startTime":3267.165,"endTime":3271.245,"body":"Francisco, but, well, but, but,"},{"speaker":"Aaron Moncur","startTime":3271.4249999999997,"endTime":3274.9049999999997,"body":"but, but, I'm pretty easy to"},{"speaker":"Aaron Moncur","startTime":3271.4249999999997,"endTime":3274.9049999999997,"body":"attract him. So please do Yes."},{"speaker":"Aaron Moncur","startTime":3274.965,"endTime":3280.245,"body":"Like, I love this stuff. I love"},{"speaker":"Aaron Moncur","startTime":3274.965,"endTime":3280.245,"body":"helping others, and I'd love"},{"speaker":"Aaron Moncur","startTime":3280.245,"endTime":3282.705,"body":"seeing what, what others are"},{"speaker":"Aaron Moncur","startTime":3280.245,"endTime":3282.705,"body":"doing with with these"},{"speaker":"Aaron Moncur","startTime":3282.705,"endTime":3285.87,"body":"technologies, and how you're"},{"speaker":"Aaron Moncur","startTime":3282.705,"endTime":3285.87,"body":"changing the world. So like, let"},{"speaker":"Aaron Moncur","startTime":3285.87,"endTime":3290.0099999999998,"body":"me know. Let me know how I can"},{"speaker":"Aaron Moncur","startTime":3285.87,"endTime":3290.0099999999998,"body":"help or or, or share your"},{"speaker":"Aaron Moncur","startTime":3290.0099999999998,"endTime":3292.23,"body":"success stories as well. I'd"},{"speaker":"Aaron Moncur","startTime":3290.0099999999998,"endTime":3292.23,"body":"love to hear those things"},{"speaker":"Aaron Moncur","startTime":3292.41,"endTime":3294.45,"body":"Amazing. Aaron, thank you so"},{"speaker":"Aaron Moncur","startTime":3292.41,"endTime":3294.45,"body":"much."},{"speaker":"Aaron Eden","startTime":3295.1,"endTime":3295.94,"body":"Thanks for having"},{"speaker":"Aaron Eden","startTime":3295.1,"endTime":3295.94,"body":"me."},{"speaker":"Aaron Moncur","startTime":3298.7,"endTime":3302.24,"body":"I'm Aaron Moncur,"},{"speaker":"Aaron Moncur","startTime":3298.7,"endTime":3302.24,"body":"founder of pipeline design and"},{"speaker":"Aaron Moncur","startTime":3302.24,"endTime":3305.12,"body":"engineering. If you liked what"},{"speaker":"Aaron Moncur","startTime":3302.24,"endTime":3305.12,"body":"you heard today, please share"},{"speaker":"Aaron Moncur","startTime":3305.12,"endTime":3308.44,"body":"the episode to learn how your"},{"speaker":"Aaron Moncur","startTime":3305.12,"endTime":3308.44,"body":"team can leverage our team's"},{"speaker":"Aaron Moncur","startTime":3308.5,"endTime":3311.98,"body":"expertise developing advanced"},{"speaker":"Aaron Moncur","startTime":3308.5,"endTime":3311.98,"body":"manufacturing processes,"},{"speaker":"Aaron Moncur","startTime":3312.16,"endTime":3315.88,"body":"automated machines and custom"},{"speaker":"Aaron Moncur","startTime":3312.16,"endTime":3315.88,"body":"fixtures, complemented with"},{"speaker":"Aaron Moncur","startTime":3315.88,"endTime":3319.72,"body":"product design and R and D"},{"speaker":"Aaron Moncur","startTime":3315.88,"endTime":3319.72,"body":"services. Visit us at Team"},{"speaker":"Aaron Moncur","startTime":3319.7799999999997,"endTime":3325.12,"body":"pipeline.us. To join a vibrant"},{"speaker":"Aaron Moncur","startTime":3319.7799999999997,"endTime":3325.12,"body":"community of engineers online."},{"speaker":"Aaron Moncur","startTime":3325.12,"endTime":3329.22,"body":"Visit the wave. Dot engineer,"},{"speaker":"Aaron Moncur","startTime":3325.12,"endTime":3329.22,"body":"thank you for listening. You."}]}