{"success":true,"count":6,"items":[{"videoId":"sAp9RjO79cU","chunkIndex":0,"totalChunks":6,"title":"Netflix’s Engineering Culture — Part 1 of 6","thumbnail":"https://i.ytimg.com/vi/sAp9RjO79cU/maxresdefault.jpg","duration":3574,"uploader":"The Pragmatic Engineer","youtubeUrl":"https://www.youtube.com/watch?v=sAp9RjO79cU","keywords":["streaming","engineering","cdn","media-tech","live-video","vfx","data-platform","ai-tools","enterprise-scale","software-culture"],"normalizedKeywords":["엔지니어링","비즈니스·전략","기술 트렌드"],"targetAudience":[{"who":"엔지니어","why":"대규모 미디어·라이브 시스템과 CDN 설계 감각을 배울 수 있음"},{"who":"스타트업 창업자","why":"기술이 제품 전 과정을 어떻게 차별화하는지 이해하는 데 유용함"},{"who":"프로덕트 매니저","why":"콘텐츠 제작·추천·배포까지 이어지는 엔드투엔드 흐름을 배울 수 있음"}],"normalizedAudience":["엔지니어·개발자","창업자·스타트업","프로덕트 매니저·기획자"],"summary":"이 영상은 넷플릭스 CTO Elizabeth Stone이 설명하는 넷플릭스 엔지니어링 문화와 기술적 스케일을 다룬다. 넷플릭스는 단순한 스트리밍 앱이 아니라, 스튜디오 제작 도구·광고 기술·게임 플랫폼·결제/파트너십 시스템까지 함께 운영하는 거대한 기술 조직이며, 하루에 1조 건이 넘는 이벤트를 다룬다. 특히 라이브 스트리밍, 미디어 파일 이동, 고품질 이미지/영상 처리, 그리고 자체 CDN인 Open Connect를 통해 콘텐츠가 'pitch to play'로 이어지는 엔드투엔드 파이프라인이 핵심 경쟁력으로 제시된다.\n\n또한 넷플릭스는 일반적인 대기업과 달리 성과관리 방식도 다르며, 정형화된 성과평가보다 학습과 책임성을 강조하는 문화적 특징을 보여준다. 전체적으로 이 영상은 '엔터테인먼트 회사처럼 보이지만 실제로는 매우 복합적인 기술 회사'라는 메시지를 통해, 넷플릭스 엔지니어링이 왜 특별한지 설득력 있게 보여준다.","insights":["넷플릭스의 진짜 규모는 영상 앱이 아니라 데이터·플랫폼 전반에 있다.","차별화는 배포보다 앞단 제작·편집·의사결정까지 기술화할 때 생긴다.","라이브와 미디어 워크플로는 지연시간보다 품질·안정성이 더 중요하다.","자체 CDN은 비용 절감보다 제품 경험을 통제하는 전략 자산이다.","엔드투엔드 파이프라인을 소유하면 콘텐츠 산업의 병목을 직접 바꿀 수 있다."],"keyClips":[{"clipId":"sAp9RjO79cU:c0:25-32","startSegmentIndex":25,"endSegmentIndex":32,"startTime":137.68,"endTime":206,"durationSeconds":68.3,"preview":"넷플릭스의 진짜 규모","mustSee":true},{"clipId":"sAp9RjO79cU:c0:36-41","startSegmentIndex":36,"endSegmentIndex":41,"startTime":223.92000000000002,"endTime":319.6,"durationSeconds":95.7,"preview":"제작을 기술로 바꾸다","mustSee":false},{"clipId":"sAp9RjO79cU:c0:45-55","startSegmentIndex":45,"endSegmentIndex":55,"startTime":335.68,"endTime":432.639,"durationSeconds":97,"preview":"라이브와 CDN의 난제","mustSee":false},{"clipId":"sAp9RjO79cU:c0:63-76","startSegmentIndex":63,"endSegmentIndex":76,"startTime":498.639,"endTime":597.44,"durationSeconds":98.8,"preview":"Pitch to Play 파이프라인","mustSee":true}],"curatedSegments":[{"segmentIndex":25,"text":"So over time the way Netflix has been built has been very driven by engineers within the teams rather than some you know top down overarching let me draw the architecture for you and now let's build it in that direction which has both advantages but also things that we've had to evolve towards over time because as the company becomes much bigger scale becomes more of a challenge we want to make sure that we're building things in a way that support that so it's not like it's static and that elasticity to use your word is something that has allowed us to actually engineer for what Netflix requires today versus what it required 10 years ago.","startTime":772.399,"endTime":796.399,"durationSeconds":24,"level":"C1","overallScore":8.8,"rationale":"성장에 따른 문화·설계 진화를 통찰함."},{"segmentIndex":60,"text":"What are the problems we need to solve?\"and the accountability for learn fast doesn't mean we're not going to have failures, but when we have failures, learn fast, iterate, and deliver ever better.","startTime":1038.079,"endTime":1049.039,"durationSeconds":11,"level":"C1","overallScore":8.8,"rationale":"실패·학습·개선 원칙을 명료히 제시."},{"segmentIndex":24,"text":"the team feels such accountability to how do we do this better that we don't really require a process to say now we should do a postmortem now we should develop reflections on this the team owns that very directly we have language in our culture memo about being unusually responsible that's really the talent on the team it comes with high talent density it comes with treating people like adults where they get a lot of autonomy in making decisions and then they own the outcomes and they have a mindset which is there was a lot that was exciting about that.","startTime":1400.96,"endTime":1432.24,"durationSeconds":31,"level":"C1","overallScore":9,"rationale":"넷플릭스 문화 원칙이 집약된 핵심."},{"segmentIndex":47,"text":"That's how we've maintained high talent density to say like those are our ways of working and we expect that from everyone no matter what your level is and you have to watch out for the incentives that things create like you know it's very easy to say I'm going to do the thing that I think puts me in a better position rather than my team or the company and we really try to discourage that and really celebrate when people do the thing that's selfless or does the less glamorous or less visible work as long as it's better for everyone else I find that when people behave that way it continues used to attract and retain the best talent.","startTime":2123.839,"endTime":2157.52,"durationSeconds":34,"level":"C1","overallScore":9,"rationale":"인센티브와 문화 유지 원리를 집약함."},{"segmentIndex":55,"text":"to when people ask me like what's the Netflix value that most resonates with me and I most love to see across the team it's curiosity asking questions questioning whether we're solving the right problems in the right way just because you're new to Netflix or earlier in the career doesn't mean you're not going to be the source of innovation if anything it's great ideas come from everywhere and that starts with just being curious open-minded experiment explore take smart risks.","startTime":3448.64,"endTime":3479.2,"durationSeconds":31,"level":"C1","overallScore":9,"rationale":"조언과 구조 표현이 매우 풍부한 핵심 문장."},{"segmentIndex":39,"text":"So, good examples would be things like our media production suite, which took something that was a fairly antiquated, slow, and expensive way for media files to travel across creative teams around the world and really modernized what that looks like so that if you have a production that's shooting somewhere in Europe and you 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cycle.","startTime":587.279,"endTime":597.44,"durationSeconds":10,"level":"C1","overallScore":8,"rationale":"비유로 규모를 설명해 통찰과 표현 모두 강함."},{"segmentIndex":21,"text":"So innovation is really driven from within the teams rather than top down. There's a lot of autonomy and local judgment in how we build things that has allowed us to build this endto-end view of how to deliver content in a way that we think delivers the best quality most efficiently and allows us to play with the puzzle pieces of that as we have new needs that come up.","startTime":720.399,"endTime":744.959,"durationSeconds":25,"level":"C1","overallScore":8,"rationale":"문화·자율성 원리를 밀도 높게 설명."},{"segmentIndex":50,"text":"The energy in the launch room here in Loscatos was like palpable that you could feel, you know, excitement, nervousness, like very real time problem solving by engineers because we'd never seen no one had ever seen scale like that.","startTime":957.36,"endTime":972.959,"durationSeconds":16,"level":"C1","overallScore":8,"rationale":"현장 긴장감과 전례 없는 규모가 생생함."},{"segmentIndex":85,"text":"I feel like I lost 10 years of my life in that one night because it was so stressful and there's so little like there's no hands on keyboard thing I can do to help.","startTime":1188.08,"endTime":1195.36,"durationSeconds":7,"level":"C1","overallScore":8.2,"rationale":"강한 개인 서사와 생생한 표현이 있음."},{"segmentIndex":3,"text":"But I say to the team, how often do you get to work at a mature company, but build something truly from scratch like this and think about all the things that might go wrong and how to be prepared for them and then stay very calm and cool under pressure if something happens.","startTime":1220.88,"endTime":1235.28,"durationSeconds":14,"level":"C1","overallScore":8,"rationale":"일의 의미와 대비 태세를 잘 말함."},{"segmentIndex":20,"text":"What were our algorithms doing to think about directing traffic in that moment versus what do we want them to do if we end up congested and thinking about what are ways that we can gracefully fall back or degrade when we're under that type of duress.","startTime":1372.32,"endTime":1386.64,"durationSeconds":14,"level":"C1","overallScore":8,"rationale":"실전 장애 대응 원리가 잘 담김."},{"segmentIndex":36,"text":"So even for new or early career talent, one of the things we've evolved towards, so you know, even if I think going back however many years when Netflix introduced Chaos Monkey as a concept, the idea of an individual engineer having responsibility to understand how and when their system will break and how they're going to be resilient, detect that and recover quickly was just a core part of the culture and something that we continued to maintain.","startTime":1496.88,"endTime":1526.559,"durationSeconds":30,"level":"C1","overallScore":8.2,"rationale":"책임 문화와 원칙이 매우 잘 드러남."},{"segmentIndex":42,"text":"When we introduced live, there's a different threshold because you have to watch it live. 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So none of them are the endgame.","startTime":1915.679,"endTime":1929.2,"durationSeconds":14,"level":"C1","overallScore":8,"rationale":"문화 개념을 원인-목적으로 설명."},{"segmentIndex":23,"text":"Being able to get through so much of Netflix's history without the complexity of levels or rules or process helped to signify to people, we're expecting a lot of you.","startTime":1944.32,"endTime":1960.24,"durationSeconds":16,"level":"C1","overallScore":8,"rationale":"제도 단순성과 기대의 관계 설명."}],"generatedAt":"2026-06-24T23:32:22.350Z","keyClipsTotalSec":1310},{"videoId":"sAp9RjO79cU","chunkIndex":1,"totalChunks":6,"title":"Netflix’s Engineering Culture — Part 2 of 6","thumbnail":"https://i.ytimg.com/vi/sAp9RjO79cU/maxresdefault.jpg","duration":3574,"uploader":"The Pragmatic Engineer","youtubeUrl":"https://www.youtube.com/watch?v=sAp9RjO79cU","keywords":["engineering-culture","software-engineering","live-streaming","distributed-systems","incident-response","team-autonomy","scalability","media-tech","quality-of-experience"],"normalizedKeywords":["엔지니어링","리더십·매니지먼트","기술 트렌드"],"targetAudience":[{"who":"엔지니어링 리더","why":"대규모 라이브 이벤트를 어떻게 조직과 시스템으로 버티는지 배울 수 있음"},{"who":"플랫폼 엔지니어","why":"고가용성, 재난 대응, 품질 지표 설계의 실전 사례가 많음"},{"who":"기술 조직 관리자","why":"상향식 자율성과 즉흥적 대응이 어떻게 성과로 이어지는지 보여줌"}],"normalizedAudience":["엔지니어·개발자"],"summary":"이 영상은 넷플릭스가 라이브 스트리밍이라는 새로운 영역을 어떻게 엔지니어링 문화로 돌파했는지 설명한다. 핵심은 위에서 설계도를 내려보내는 방식이 아니라, 각 팀의 엔지니어들이 현장에서 자율적으로 판단하고 시스템을 진화시켰다는 점이다. 크리스 록 스페셜부터 제이크 폴-마이크 타이슨 경기, NFL 크리스마스 경기, WWE까지 이어지는 과정에서 실패와 학습을 반복하며 더 큰 안정성과 대응력을 만들어냈다.\n\n특히 대규모 라이브 이벤트에서는 사전 계획보다 실시간 관찰, 지표 기반 트리아지, 팀 간 빠른 의사결정이 중요하다는 점이 드러난다. 넷플릭스는 새 대시보드와 런치 플랜, 캡틴 체계, 임시 대응 채널까지 직접 만들어가며 문제를 해결했고, 그 경험을 다음 이벤트에 즉시 반영했다. 결국 이 영상은 '빠르게 배우는 조직'이란 무엇인지, 그리고 엔지니어 중심 문화가 왜 스케일에 강한지 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문화·설계 진화를 통찰함."},{"segmentIndex":60,"text":"What are the problems we need to solve?\"and the accountability for learn fast doesn't mean we're not going to have failures, but when we have failures, learn fast, iterate, and deliver ever better.","startTime":1038.079,"endTime":1049.039,"durationSeconds":11,"level":"C1","overallScore":8.8,"rationale":"실패·학습·개선 원칙을 명료히 제시."},{"segmentIndex":24,"text":"the team feels such accountability to how do we do this better that we don't really require a process to say now we should do a postmortem now we should develop reflections on this the team owns that very directly we have language in our culture memo about being unusually responsible that's really the talent on the team it comes with high talent density it comes with treating people like adults where they get a lot of autonomy in making decisions and then they own the outcomes and they have a mindset which is there was a lot that was exciting about that.","startTime":1400.96,"endTime":1432.24,"durationSeconds":31,"level":"C1","overallScore":9,"rationale":"넷플릭스 문화 원칙이 집약된 핵심."},{"segmentIndex":47,"text":"That's how we've maintained high talent density to say like those are our ways of working and we expect that from everyone no matter what your level is and you have to watch out for the incentives that things create like you know it's very easy to say I'm going to do the thing that I think puts me in a better position rather than my team or the company and we really try to discourage that and really celebrate when people do the thing that's selfless or does the less glamorous or less visible work as long as it's better for everyone else I find that when people behave that way it continues used to attract and retain the best talent.","startTime":2123.839,"endTime":2157.52,"durationSeconds":34,"level":"C1","overallScore":9,"rationale":"인센티브와 문화 유지 원리를 집약함."},{"segmentIndex":55,"text":"to when people ask me like what's the Netflix 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ago.","startTime":772.399,"endTime":796.399,"durationSeconds":24,"level":"C1","overallScore":8.8,"rationale":"성장에 따른 문화·설계 진화를 통찰함."},{"segmentIndex":60,"text":"What are the problems we need to solve?\"and the accountability for learn fast doesn't mean we're not going to have failures, but when we have failures, learn fast, iterate, and deliver ever better.","startTime":1038.079,"endTime":1049.039,"durationSeconds":11,"level":"C1","overallScore":8.8,"rationale":"실패·학습·개선 원칙을 명료히 제시."},{"segmentIndex":24,"text":"the team feels such accountability to how do we do this better that we don't really require a process to say now we should do a postmortem now we should develop reflections on this the team owns that very directly we have language in our culture memo about being unusually responsible that's really the talent on the team it comes with high talent density it comes with treating people like adults where they get a lot of autonomy in making decisions and then they own the outcomes and they have a mindset which is there was a lot that was exciting about that.","startTime":1400.96,"endTime":1432.24,"durationSeconds":31,"level":"C1","overallScore":9,"rationale":"넷플릭스 문화 원칙이 집약된 핵심."},{"segmentIndex":47,"text":"That's how we've maintained high talent density to say like those are our ways of working and we expect that from everyone no matter what your level is and you have to watch out for the incentives that things create like you know it's very easy to say I'm going to do the thing that I think puts me in a better position rather than my team or the company and we really try to discourage that and really celebrate when people do the thing that's selfless or does the less glamorous or less visible work as long as it's better for everyone else I find that when people behave that way it continues used to attract and retain the best talent.","startTime":2123.839,"endTime":2157.52,"durationSeconds":34,"level":"C1","overallScore":9,"rationale":"인센티브와 문화 유지 원리를 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So none of them are the endgame.","startTime":1915.679,"endTime":1929.2,"durationSeconds":14,"level":"C1","overallScore":8,"rationale":"문화 개념을 원인-목적으로 설명."},{"segmentIndex":23,"text":"Being able to get through so much of Netflix's history without the complexity of levels or rules or process helped to signify to people, we're expecting a lot of you.","startTime":1944.32,"endTime":1960.24,"durationSeconds":16,"level":"C1","overallScore":8,"rationale":"제도 단순성과 기대의 관계 설명."}],"generatedAt":"2026-06-24T23:33:11.136Z","keyClipsTotalSec":1310},{"videoId":"sAp9RjO79cU","chunkIndex":3,"totalChunks":6,"title":"Netflix’s Engineering Culture — Part 4 of 6","thumbnail":"https://i.ytimg.com/vi/sAp9RjO79cU/maxresdefault.jpg","duration":3574,"uploader":"The Pragmatic 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피드백이 더 효과적이다.","조직이 커지면 자유를 지키기 위한 최소한의 구조가 필요하다.","승진·보상·피드백을 분리하면 평가보다 성장이 선명해진다."],"keyClips":[{"clipId":"sAp9RjO79cU:c3:13-30","startSegmentIndex":13,"endSegmentIndex":30,"startTime":1868.399,"endTime":1992.24,"durationSeconds":123.8,"preview":"재능밀도의 힘","mustSee":true},{"clipId":"sAp9RjO79cU:c3:31-47","startSegmentIndex":31,"endSegmentIndex":47,"startTime":1992.24,"endTime":2157.52,"durationSeconds":165.3,"preview":"성장하며 구조를 더하다","mustSee":false},{"clipId":"sAp9RjO79cU:c3:48-79","startSegmentIndex":48,"endSegmentIndex":79,"startTime":2157.52,"endTime":2404.88,"durationSeconds":247.4,"preview":"평가보다 피드백","mustSee":true}],"curatedSegments":[{"segmentIndex":25,"text":"So over time the way Netflix has been built has been very driven by engineers within the teams rather than some you know top down overarching let me draw the architecture for you and now let's build it in that direction which has both advantages but also things that we've had to evolve towards over time because as the 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There's no such thing as, you know, Netflix is going to be down temporarily while we address something where we were taking a smart risk.","startTime":1559.44,"endTime":1572.08,"durationSeconds":13,"level":"C1","overallScore":8,"rationale":"라이브 서비스 특수성을 선명히 설명."},{"segmentIndex":43,"text":"That was scary at first, but as we started to introduce what are the guardrails we need to have to do this safely, it was things like introducing especially for tier zero or tier one applications that were in the critical path for live a higher threshold for what's the testing that you're doing.","startTime":1572.08,"endTime":1590.24,"durationSeconds":18,"level":"C1","overallScore":8,"rationale":"위험 통제 설계 원리가 잘 드러남."},{"segmentIndex":46,"text":"It comes from our central engineering team and it gives people an opportunity to have less process because they're able to say if I pass these guidelines if I've done this testing I don't need to be in a quiet period for example during a live event or we've done endto-end testing so we know those system dependencies very deeply and we're able to prepare for the whatifs something goes wrong but that's not a very structured process like a code review or you must check these boxes or some type of gating function for code being actually deployed.","startTime":1596.72,"endTime":1628,"durationSeconds":31,"level":"C1","overallScore":8.2,"rationale":"가이드라인 철학과 실무 표현이 풍부함."},{"segmentIndex":59,"text":"But we've already dialed a lot of those things down from when we first started with live because our preference is to not have to have so many constraints because it slows down too many teams to be able to make their own improvements and innovations that have nothing to do with live along the way.","startTime":1725.84,"endTime":1740.24,"durationSeconds":14,"level":"C1","overallScore":8,"rationale":"제약 최소화 철학이 잘 드러남."},{"segmentIndex":20,"text":"I think the way to think about talent density at Netflix is a lot of the aspects of our culture including talent density are a means to excellence in our work. 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those are our ways of working and we expect that from everyone no matter what your level is and you have to watch out for the incentives that things create like you know it's very easy to say I'm going to do the thing that I think puts me in a better position rather than my team or the company and we really try to discourage that and really celebrate when people do the thing that's selfless or does the less glamorous or less visible work as long as it's better for everyone else I find that when people behave that way it continues used to attract and retain the best talent.","startTime":2123.839,"endTime":2157.52,"durationSeconds":34,"level":"C1","overallScore":9,"rationale":"인센티브와 문화 유지 원리를 집약함."},{"segmentIndex":55,"text":"to when people ask me like what's the Netflix value that most resonates with me and I most love to see across the team it's curiosity asking questions questioning whether we're solving the right problems in the right way just because you're new to Netflix or earlier 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So none of them are the endgame.","startTime":1915.679,"endTime":1929.2,"durationSeconds":14,"level":"C1","overallScore":8,"rationale":"문화 개념을 원인-목적으로 설명."},{"segmentIndex":23,"text":"Being able to get through so much of Netflix's history without the complexity of levels or rules or process helped to signify to people, we're expecting a lot of you.","startTime":1944.32,"endTime":1960.24,"durationSeconds":16,"level":"C1","overallScore":8,"rationale":"제도 단순성과 기대의 관계 설명."}],"generatedAt":"2026-06-24T23:33:59.269Z","keyClipsTotalSec":1310},{"videoId":"sAp9RjO79cU","chunkIndex":5,"totalChunks":6,"title":"Netflix’s Engineering Culture — Part 6 of 6","thumbnail":"https://i.ytimg.com/vi/sAp9RjO79cU/maxresdefault.jpg","duration":3574,"uploader":"The Pragmatic Engineer","youtubeUrl":"https://www.youtube.com/watch?v=sAp9RjO79cU","keywords":["engineering-culture","talent-development","open-source","software-engineering","video-encoding","tech-leadership","career-growth","genai","big-tech"],"normalizedKeywords":["엔지니어링","리더십·매니지먼트","커리어·성장"],"targetAudience":[{"who":"엔지니어","why":"Netflix의 인재 구조, 오픈소스 기여, 기술 문화가 엔지니어 관점에서 유익함"},{"who":"주니어 개발자","why":"초기 커리어에서 성장하는 방식과 성공 태도를 직접 배울 수 있음"},{"who":"기술 리더","why":"세대별 인재 구성과 내부 육성, 기술 공유 전략을 참고할 수 있음"}],"normalizedAudience":["엔지니어·개발자","학생·주니어"],"summary":"이 영상은 Netflix가 왜 초기 경력 엔지니어를 적극 채용하고, 동시에 매우 시니어한 인재도 강화하는지 설명한다. 단순히 젊은 인력을 늘리는 게 아니라, GenAI에 익숙한 새로운 관점과 내부 기술 리더십을 함께 키우며 팀의 분포를 균형 있게 가져가려는 전략이다. 또한 Netflix가 생각보다 훨씬 적극적으로 오픈소스와 기술 블로그를 통해 산업 전체의 혁신을 밀어붙이고 있다는 점을 강조한다.\n\n핵심 메시지는 Netflix의 엔지니어링 문화가 '내부 경쟁력 확보'와 '외부 공유를 통한 산업 발전'을 동시에 추구한다는 것이다. 영상 후반부에서는 새로 합류한 엔지니어가 성공하려면 호기심, 질문, 멘토 활용, 스마트한 실험이 중요하다고 조언한다. 즉, Netflix에서는 경력의 높낮이보다 문제를 대하는 태도와 배움의 속도가 더 중요하다는 관점이 드러난다.","insights":["인재 전략은 한쪽 끝이 아니라 양끝을 함께 키워야 강해진다.","초기 경력 인재는 새 기술 감각을, 시니어는 방향성을 준다.","내부 육성은 채용보다 느리지만 장기적으로 더 큰 레버리지다.","오픈소스 공유는 선의가 아니라 산업 표준을 끌어올리는 전략이다.","새 환경에서의 성공은 지식보다 호기심과 질문 습관에 달려 있다."],"keyClips":[{"clipId":"sAp9RjO79cU:c5:4-23","startSegmentIndex":4,"endSegmentIndex":23,"startTime":3017.599,"endTime":3204.96,"durationSeconds":187.4,"preview":"양끝 인재를 키우다","mustSee":false},{"clipId":"sAp9RjO79cU:c5:24-49","startSegmentIndex":24,"endSegmentIndex":49,"startTime":3204.96,"endTime":3406.48,"durationSeconds":201.5,"preview":"오픈소스가 전략이다","mustSee":true},{"clipId":"sAp9RjO79cU:c5:52-61","startSegmentIndex":52,"endSegmentIndex":61,"startTime":3433.92,"endTime":3521.92,"durationSeconds":88,"preview":"주니어의 성공법","mustSee":true}],"curatedSegments":[{"segmentIndex":25,"text":"So over time the way Netflix has been built has been very driven by engineers within the teams rather than some you know top down overarching let me draw the architecture for you and now let's build it in that direction which has both 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