{"success":true,"count":1,"items":[{"videoId":"3ayWXAhfBTc","chunkIndex":0,"totalChunks":1,"title":"다들 AI만 볼 때, 진짜 기회는 여기","thumbnail":"https://i.ytimg.com/vi/3ayWXAhfBTc/maxresdefault.jpg","duration":646,"uploader":"Recent AI","youtubeUrl":"https://www.youtube.com/watch?v=3ayWXAhfBTc","keywords":["startup","vertical-saas","ai","entrepreneurship","software","business-models","marketplace","automation","innovation"],"normalizedKeywords":["비즈니스·전략","기술 트렌드","커리어·성장"],"targetAudience":[{"who":"창업자","why":"소프트웨어가 덜 침투한 영역에서 사업 기회를 찾는 관점을 얻을 수 있음"},{"who":"예비 창업자","why":"어떤 도메인과 문제를 노려야 하는지 실전 기준을 배울 수 있음"},{"who":"제품/서비스 기획자","why":"AI 시대에 제품 가치가 어디서 생기는지 구조적으로 이해할 수 있음"},{"who":"투자자","why":"기술보다 모트와 네트워크 효과가 더 중요한 이유를 점검할 수 있음"}],"normalizedAudience":["창업자·스타트업","투자자·VC","프로덕트 매니저·기획자"],"summary":"이 영상은 AI 시대에 진짜 기회가 어디에 있는지, 그리고 창업자가 무엇을 찾아야 하는지를 중심으로 대화를 풀어간다. 핵심 메시지는 '모델 성능' 자체보다 아직 소프트웨어가 충분히 침투하지 못한 도메인, 특히 vertical SaaS와 도메인 전문가의 문제 해결에 더 큰 기회가 있다는 것이다. 또한 AI가 창의성을 완전히 대체하기는 어렵고, 문화의 흐름을 읽어 새로운 수요를 포착하는 인간의 역할이 여전히 중요하다고 본다.\n\n후반부에서는 소프트웨어 기업의 모트가 앞으로 어떻게 달라질지에 대해 다루며, 코드 작성 자체는 점점 중요성이 줄고 결국은 조정·집중·네트워크 효과가 가치를 만든다고 주장한다. 요약하면, 이 영상은 '무엇을 만들 것인가'보다 '어떤 시장과 어떤 불편을 공략할 것인가'를 보는 창업 프레임을 제공한다.","insights":["기회는 AI가 아니라 소프트웨어 미침투 영역에 있다.","도메인 전문성은 범용 모델보다 강한 제품 아이디어를 만든다.","AI는 기존 패턴엔 강하지만 문화의 전환점엔 약하다.","소프트웨어의 가치는 코드보다 사람들의 조정 능력에서 나온다.","미래의 모트는 기술 난도보다 네트워크·관성·전환비용이다."],"keyClips":[{"clipId":"3ayWXAhfBTc:c0:6-15","startSegmentIndex":6,"endSegmentIndex":15,"startTime":4.72,"endTime":64.96,"durationSeconds":60.2,"preview":"미개척 시장의 기회","mustSee":false},{"clipId":"3ayWXAhfBTc:c0:15-19","startSegmentIndex":15,"endSegmentIndex":19,"startTime":48.8,"endTime":225.04,"durationSeconds":176.2,"preview":"도메인 전문가의 힘","mustSee":true},{"clipId":"3ayWXAhfBTc:c0:20-23","startSegmentIndex":20,"endSegmentIndex":23,"startTime":225.04,"endTime":320.08,"durationSeconds":95,"preview":"인간의 역할","mustSee":false},{"clipId":"3ayWXAhfBTc:c0:24-35","startSegmentIndex":24,"endSegmentIndex":35,"startTime":320.08,"endTime":425.68,"durationSeconds":105.6,"preview":"창의성의 한계","mustSee":false},{"clipId":"3ayWXAhfBTc:c0:36-45","startSegmentIndex":36,"endSegmentIndex":45,"startTime":425.68,"endTime":535.519,"durationSeconds":109.8,"preview":"창업 아이디어 찾기","mustSee":true},{"clipId":"3ayWXAhfBTc:c0:46-55","startSegmentIndex":46,"endSegmentIndex":55,"startTime":535.519,"endTime":632.48,"durationSeconds":97,"preview":"모트는 어디서 생기나","mustSee":true}],"curatedSegments":[{"segmentIndex":15,"text":"Um but it the ice skating rink is a nice example of how sort of tongue and cheek for the last I don't know seven or eight years when people have asked me you know what sector of technology I'm excited about you know is it drones is it AI is it cryp you know whatever I've said it's vertical SAS and I'm being a bit tongue and cheek but um but I think there is something there where sort of the opportunities of software and the internet and the new ways we can coordinate and new market places and markets that can be enabled and geographic coverage all those things haven't really been brought to most sectors still and there's just still a ton of opportunity which I guess vertical task kind of by definition um helps enable um so that really resonates and I actually wanted to ask you like replet obviously started out as a learn to code uh platform um I think when I first met you in New York a long time ago you know that's obviously what replet was focused on um now you're becoming hugely successful for programming generally for deployment for you know building businesses and so I guess I'm just curious like as you think about businesses built on replet what are just a couple of representative examples or you know particularly cool ones that you've come across just what um you know help put a more um specific picture on that >> right for sure we obviously see a lot of Silicon Valley style companies a lot of YC startups things like that but the more exciting thing is uh domain um experts that have a certain insight over their field or um or something they're working in that they can suddenly apply software and technology and AI to we had a teacher during co um started thinking about education what he enjoyed as a teacher doing he's been seeing a lot of teachers quitting their jobs and you know Chad Jupti had just come out was like okay how can we use AI to make the teacher's job easier so he uh he built this product which he called magic school that allows teachers to create assignments um you know grade assignments very quickly and all of that and because he knows how the education system works you know a lot of the dogma in Silicon Valley tends to be like don't build attack businesses because they're terrible I it was one of the early example of AI companies that went from zero to like 10 million R in like a few months and now it's like a half a billion dollar uh company um and I >> a half a billion dollar company that was built with >> replet yes Yeah.","startTime":48.8,"endTime":64.96,"durationSeconds":16,"level":"C1","overallScore":8.2,"rationale":"핵심 논지와 고급 표현이 매우 풍부함."},{"segmentIndex":20,"text":"So what's the in 5 years 10 years you know some medium-term period out um what's the thing the human is doing uh like in 10 years say so we're expecting a lot of model progress let's say I am one of the very successful entrepreneurs running a business on replet when I log into the dashboard what's the thing that I'm doing >> right I mean I think it gets pretty philosophical pretty quickly like what is special about humans My view is that uh at least the current era of LMS and it doesn't it current era of LMS and it doesn't look like it looks like LM will just continue to scale with almost the same properties which is um you know they're just like still a function of their data right that means they're great you know machines for doing what already existingly works but not necessarily what's on the edge of what's possible, what's on the edge of culture.","startTime":225.04,"endTime":286.8,"durationSeconds":62,"level":"C1","overallScore":7.8,"rationale":"인간 역할에 대한 철학적 통찰이 큼."},{"segmentIndex":35,"text":"You probably think a lot about it with regards to science too because um you know uh Thomas the philosopher of science talked about this concept of paradigm shifts and I you know big question for me on AI and science is that if there's an existing research program I think AI could run it but could AI do these paradigm shifts or do you need someone crazy like Einstein you know dreaming on his chair and like falling or like a an apple falling or like all these serendipitous interactions that create and maybe that sort of hints at what is really special about humans.","startTime":387.6,"endTime":425.68,"durationSeconds":38,"level":"C1","overallScore":7.6,"rationale":"과학적 전환에 대한 깊은 질문임."},{"segmentIndex":47,"text":"the sort of a question of well what will determine which um which software companies are valuable and you know how valuable they are and I think it's pretty obviously true that the answer is not that uh none of them will be um uh I think the simplest demonstration of this is an exchange like an exchange is just a software program but the value is in the coordination that everyone has chosen to trade there there's the most liquidity there you get the best prices either a buyer or a seller.","startTime":548.72,"endTime":579.04,"durationSeconds":30,"level":"C1","overallScore":8,"rationale":"소프트웨어 가치의 본질을 잘 설명함."},{"segmentIndex":49,"text":"It's convincing everybody to coordinate around yours rather than somebody else's.","startTime":583.8389999999999,"endTime":587.8389999999999,"durationSeconds":4,"level":"B2","overallScore":7.8,"rationale":"경쟁 우위의 본질을 간결히 말함."},{"segmentIndex":6,"text":"I mean, one of the things anecdotally from the entrepreneurs that I talked to that started their businesses on Replet, the cool thing is there are a lot of businesses that uh you know, Silicon Valley has certain bias like we're you know a lot of the people that start companies are programmers.","startTime":4.72,"endTime":21.52,"durationSeconds":17,"level":"C1","overallScore":7.2,"rationale":"창업자 관찰과 일반화가 함께 있음."},{"segmentIndex":8,"text":">> Um and then I think there's something I mean I think this can be a little bit risky uh but I think a pretty interesting pattern is what's uh popular among young people but low status.","startTime":21.52,"endTime":27.039,"durationSeconds":6,"level":"C1","overallScore":7.2,"rationale":"패턴 제시와 표현 유용성이 모두 높음."},{"segmentIndex":22,"text":">> Um, and I think that the role of the human is to like have a sense of what other people want, >> what what's there in the c like you know there like there's an entrepreneur that built like a looks maxing app on rapid like chat would not even know what looks maxing app uh, you know, would be like and that's like a moment in culture.","startTime":292.4,"endTime":312.88,"durationSeconds":20,"level":"C1","overallScore":7.2,"rationale":"문화 감각의 역할을 잘 설명함."},{"segmentIndex":34,"text":"So um so yeah I think this creativity breaking out of distribution problem is like really a deep one.","startTime":380.88,"endTime":387.6,"durationSeconds":7,"level":"C1","overallScore":7,"rationale":"핵심 문제를 분명히 요약함."},{"segmentIndex":38,"text":"Um hm I have a lot of affinity for the um the vertical SAS ideas that is to say taking some space that has not been massively amplified and transformed by software and uh by really bringing it to bear or in many domains there's a really janky annoying cluji 1990s thing that's kind of dominant but it's it has a terrible mobile app and it has zero AI support and terrible collaboration features and you know whatever and just going and building the good version for that particular domain.","startTime":439.759,"endTime":472.88,"durationSeconds":33,"level":"C1","overallScore":7.4,"rationale":"창업 아이디어 기준을 구체적으로 제시함."},{"segmentIndex":48,"text":"And so it's not the case like the hard part of setting up an exchange is not writing the code for the exchange.","startTime":579.04,"endTime":583.8389999999999,"durationSeconds":5,"level":"B2","overallScore":6.8,"rationale":"핵심 난점 대비를 분명히 함."},{"segmentIndex":55,"text":"And it's basically it's like there's se seven modes and you go back in history or you try to predict forward in history and it's you can map these seven powers on whatever business you study and typically businesses that are valuable continue to be valuable and capture a lot of value and maintain their defensive position in the market tend to have one of those modes.","startTime":622.48,"endTime":632.48,"durationSeconds":10,"level":"C1","overallScore":6.8,"rationale":"비즈니스 권력 구조를 일반화함."},{"segmentIndex":7,"text":"Um and there are you know large parts of the economy that you know software has not even reached.","startTime":21.52,"endTime":21.52,"durationSeconds":0,"level":"B2","overallScore":5.8,"rationale":"산업 확장에 대한 일반화가 있음."},{"segmentIndex":9,"text":"like we have this entrepreneur in Europe that built software for ice skating rinks and it's on its way to becoming a multi-million dollar business.","startTime":27.039,"endTime":34.96,"durationSeconds":8,"level":"B2","overallScore":6,"rationale":"성장 사례를 간단히 제시함."},{"segmentIndex":19,"text":"And I think that's the thing that gets me excited is >> um you know people everyone has ideas everyone goes through life and they see problems in their respective domains but they weren't they don't have the tools to be able to solve them.","startTime":210.4,"endTime":225.04,"durationSeconds":15,"level":"B2","overallScore":6,"rationale":"문제 인식과 일반화가 함께 있음."},{"segmentIndex":25,"text":"But I wonder a lot if jazz didn't exist um if that had never been discovered or invented, couldo create it or what would have to be true of a model in order for it to be creatable?","startTime":326.56,"endTime":339.44,"durationSeconds":13,"level":"C1","overallScore":6.2,"rationale":"가정 질문이 사고 확장을 이끔."},{"segmentIndex":42,"text":"And I mean even >> startups as a market were that yes 15 years ago right like Stripe sold to startups and we had no competition because nobody else thought that was an important market um because we you know didn't have all the success cases that we now do.","startTime":506.479,"endTime":522.159,"durationSeconds":16,"level":"B2","overallScore":5.6,"rationale":"시장의 중요성 변화 사례를 줌."},{"segmentIndex":50,"text":">> Um in many ways the software was you know maybe there are few cases of businesses where uh they built like tremendously like difficult to produce and test software but for the most cases it's I don't think it ever was the moat.","startTime":587.8389999999999,"endTime":604.08,"durationSeconds":16,"level":"B2","overallScore":5.6,"rationale":"소프트웨어의 해자를 부정하는 의견임."},{"segmentIndex":23,"text":"Um, and so a lot of it is about just finding these opportunities and executing them on them.","startTime":312.88,"endTime":320.08,"durationSeconds":7,"level":"B1","overallScore":4.6,"rationale":"결론은 있으나 표현은 다소 단순함."},{"segmentIndex":32,"text":"Um and it's pretty hard to train them to be good at that because you know what's a reward function like by definition it's a reward for something that doesn't closed system.","startTime":372.639,"endTime":379.919,"durationSeconds":7,"level":"C1","overallScore":5.4,"rationale":"학습 한계를 설명하는 기술적 문장임."}],"generatedAt":"2026-06-26T15:02:49.132Z","keyClipsTotalSec":383}]}