{"success":true,"count":3,"items":[{"videoId":"Lbhu1yboq1c","chunkIndex":0,"totalChunks":3,"title":"Tech Leaders Explore The Next Trillion-Dollar Market Trends — Part 1 of 3","thumbnail":"https://i.ytimg.com/vi/Lbhu1yboq1c/maxresdefault.jpg","duration":1253,"uploader":"Forbes","youtubeUrl":"https://www.youtube.com/watch?v=Lbhu1yboq1c","keywords":["technology","innovation","ai","mobility","aviation","infrastructure","biotech","future-trends","public-policy"],"normalizedKeywords":["기술 트렌드","비즈니스·전략","교육"],"targetAudience":[{"who":"기술 트렌드에 관심 있는 직장인","why":"AI·바이오·미래 모빌리티를 큰 흐름에서 이해할 수 있음"},{"who":"투자자 및 시장 관찰자","why":"과대평가된 영역과 저평가된 영역을 비교하는 관점을 얻을 수 있음"},{"who":"정책·인프라 관심자","why":"기술 혁신이 교육·이민·전력·교통 인프라와 어떻게 연결되는지 보여줌"},{"who":"학생·학습자","why":"AI를 답안 생성기가 아니라 사고 보조 도구로 쓰는 방법을 배울 수 있음"}],"normalizedAudience":["투자자·VC","지식노동자 일반","학생·주니어"],"summary":"이 패널은 향후 25년의 혁신 시장을 전망하며, AI·바이오·미래 모빌리티가 사회를 어떻게 바꿀지 논의한다. 사회자는 과거의 상징물과 Apple Newton 사례를 통해 지금의 기술도 아직 초기 단계일 수 있음을 강조하며, 현재의 실패나 한계를 장기적 관점에서 바라보자고 제안한다.\n\nAlvin Wang Graylin은 미국의 강점은 혁신 창출 능력이지만 교육·이민·연구 투자 기반을 훼손하고 있다고 지적하고, 중국은 기술 확산과 대중화에 강점이 있다고 본다. 또 과소평가된 분야로 개인 맞춤형 바이오·의료를 꼽고, AI 시대에는 인간이 먼저 스스로 답을 만든 뒤 AI로 보완하는 방식으로 '주체성'을 지켜야 한다고 주장한다. Daniel McGill은 VTOL이 시간과 공간의 제약을 줄여 도시와 주거 구조를 바꿀 수 있으며, 이를 위해서는 전력·충전·버티포트 중심의 공공-민간 인프라 투자가 필요하다고 설명한다.","insights":["미국의 혁신 경쟁력은 기술보다 교육·이민·연구 기반에 달려 있다.","과장된 기술 담론 속에서 바이오·개인 의료는 오히려 저평가돼 있다.","AI는 답을 대신 받기보다 내 사고를 검증할 때 가장 유용하다.","미래 모빌리티의 승부처는 기체보다 버티포트와 전력 인프라다.","새 기술의 초기 실패는 장기 혁신의 출발점일 수 있다."],"keyClips":[{"clipId":"Lbhu1yboq1c:c0:10-16","startSegmentIndex":10,"endSegmentIndex":16,"startTime":67.4,"endTime":113.47999999999999,"durationSeconds":46.1,"preview":"초기 기술의 착시","mustSee":false},{"clipId":"Lbhu1yboq1c:c0:33-39","startSegmentIndex":33,"endSegmentIndex":39,"startTime":214.92000000000002,"endTime":294.919,"durationSeconds":80,"preview":"미중 혁신의 차이","mustSee":false},{"clipId":"Lbhu1yboq1c:c0:40-43","startSegmentIndex":40,"endSegmentIndex":43,"startTime":294.919,"endTime":332.76,"durationSeconds":37.8,"preview":"저평가된 다음 물결","mustSee":false},{"clipId":"Lbhu1yboq1c:c0:44-50","startSegmentIndex":44,"endSegmentIndex":50,"startTime":332.76,"endTime":434.28,"durationSeconds":101.5,"preview":"AI 시대의 주체성","mustSee":true},{"clipId":"Lbhu1yboq1c:c0:52-68","startSegmentIndex":52,"endSegmentIndex":68,"startTime":438,"endTime":553.6,"durationSeconds":115.6,"preview":"도시를 바꿀 VTOL","mustSee":false},{"clipId":"Lbhu1yboq1c:c0:69-74","startSegmentIndex":69,"endSegmentIndex":74,"startTime":553.6,"endTime":605.92,"durationSeconds":52.3,"preview":"보이지 않는 승부처","mustSee":false}],"curatedSegments":[{"segmentIndex":54,"text":"And if we don't get our policy makers to create the social safety net that will give us the economic and social soft landing, we're going to create instability that is both national and international.","startTime":1048.079,"endTime":1061.52,"durationSeconds":13,"level":"C1","overallScore":9.6,"rationale":"AI 전환기의 위험과 해법이 응축됨."},{"segmentIndex":37,"text":"But, what it's doing wrong now is that it is doing everything that it can to destroy the source and engine of that with uh, you know, essentially decimating the education system and immigration system that brings the best minds into this country as well as investing in research.","startTime":247,"endTime":263.72,"durationSeconds":17,"level":"C1","overallScore":8.6,"rationale":"혁신 기반 훼손을 강하게 진단한다."},{"segmentIndex":46,"text":"What we need to do is actually to create what I call the mast principle is that when Odysseus went to see the sirens, the sirens offered him truth and instead of you know, denying himself from hearing it, he actually put a put himself tied himself to the mast so that he can hear it but then he wasn't seduced by it.","startTime":371.64,"endTime":394,"durationSeconds":22,"level":"C1","overallScore":8.8,"rationale":"강한 비유로 원칙을 설명한다."},{"segmentIndex":50,"text":"What am I missing? What could I do better? And when you use it that way, then AI actually enhances what you're doing and you'll remember, you'll learn more versus if you go directly to AI for the first answer, you'll then delegate your agency.","startTime":420.96,"endTime":434.28,"durationSeconds":13,"level":"C1","overallScore":8.8,"rationale":"대안적 AI 사용법의 핵심 결론."},{"segmentIndex":11,"text":"A lot Some of the most challenging problems that humanity has to face, you know, protein folding, turbulence modeling, energy, will require AI models to understand and accurately model physical behaviors.","startTime":663.72,"endTime":675.24,"durationSeconds":12,"level":"C1","overallScore":8.4,"rationale":"난제 해결에 필요한 AI 조건 제시."},{"segmentIndex":33,"text":">> Yes, everybody wants to make the next trillion-dollar company, but when we do that, we start to take focus off of what really matters, which is, you know, what value are you bringing to society?","startTime":849.56,"endTime":860.92,"durationSeconds":11,"level":"B2","overallScore":8.6,"rationale":"기술 가치의 기준을 분명히 제시함."},{"segmentIndex":36,"text":"So, you may actually create more value by creating a shrinking nominal economic market, but still creating, let's say, PPP value or GDP type value that is far exceeding a trillion dollars.","startTime":868.8,"endTime":887,"durationSeconds":18,"level":"C1","overallScore":8.8,"rationale":"경제 규모와 사회 가치의 차이를 통찰함."},{"segmentIndex":40,"text":"I think having AI with physics constraints baked into it such that you can design in real time continuously model test and understand how a system would perform if perturbed in one way or another without actually even going to physically build the object.","startTime":920.8389999999999,"endTime":936.76,"durationSeconds":16,"level":"C1","overallScore":8.8,"rationale":"미래 설계 방식의 핵심 비전을 설명함."},{"segmentIndex":53,"text":">> Because I think that's the highest leverage thing that we can do right now because the country is not prepared for the world that we're creating.","startTime":1040.24,"endTime":1048.079,"durationSeconds":8,"level":"C1","overallScore":8.8,"rationale":"정책 개입의 이유를 강하게 주장함."},{"segmentIndex":38,"text":"Um, what China's doing very well is that it is focused on diffusion, taking technology that's invented anywhere in the world and uh, making it uh, accessible, affordable, uh, and you know, both internally as well as to the rest of the world.","startTime":263.72,"endTime":279.72,"durationSeconds":16,"level":"C1","overallScore":7.8,"rationale":"중국의 확산 전략을 명확히 설명."},{"segmentIndex":45,"text":">> This is actually one of the probably more important uh, questions that people aren't talking about enough is you know, with all these systems now giving us answers to everything and people are delegating their agency and their decision-making to AI that they aren't really knowing how to think anymore and especially young people who are going directly to give questions to AI to get answers for their homework.","startTime":343.8,"endTime":371.64,"durationSeconds":28,"level":"C1","overallScore":7.8,"rationale":"AI 의존의 위험을 선명히 짚는다."},{"segmentIndex":47,"text":"And I think this is what we need to do is that the AI right now is actually able to offer us information, but we need to be able to put some constraints on ourselves in terms of how we use it, when we use it and how much we rely on it.","startTime":394,"endTime":405.24,"durationSeconds":11,"level":"C1","overallScore":7.8,"rationale":"AI 사용 원칙을 구체화한 조언."},{"segmentIndex":56,"text":"If you think about the housing crunch we're in now and affordability crisis, this will certainly allow us to expand the parameters and geographic footprint of society in general.","startTime":477.4,"endTime":488.28,"durationSeconds":11,"level":"C1","overallScore":7.8,"rationale":"주거 문제와 기술 효과를 연결한다."},{"segmentIndex":68,"text":"I think that value in all of our lives. Gives back the most valuable asset which is time.","startTime":549.12,"endTime":553.6,"durationSeconds":4,"level":"B2","overallScore":7.8,"rationale":"시간 가치에 대한 명확한 통찰 제시."},{"segmentIndex":8,"text":"Yeah, so Accodella, well, taking a step back, today's AI models that we commonly use are trained on text and language, and AI trained on text data can't build the physical world.","startTime":640,"endTime":651.92,"durationSeconds":12,"level":"B2","overallScore":7.6,"rationale":"텍스트 AI의 한계를 선명히 설명함."},{"segmentIndex":9,"text":"So, the problem that we're focused on solving is, well, how do you accurately predict things like how heat transfers, how fluid flows, how structures break.","startTime":651.92,"endTime":660.4,"durationSeconds":8,"level":"B2","overallScore":7.8,"rationale":"물리 AI의 문제 정의가 구체적임."},{"segmentIndex":14,"text":">> So, if AI can generally genuinely reason from first principles about matter, energy, and dynamics, which domains break open first?","startTime":693.84,"endTime":706.24,"durationSeconds":12,"level":"C1","overallScore":7.8,"rationale":"원리 기반 AI의 파급처를 묻는 질문."},{"segmentIndex":18,"text":"Uh to answer those questions, physical AI, the product we're building, would be able to unlock the reasoning thousands times faster than what you're able to access today.","startTime":731.88,"endTime":741.32,"durationSeconds":9,"level":"B2","overallScore":7.8,"rationale":"기술의 핵심 효용을 직접적으로 제시함."},{"segmentIndex":19,"text":"And so, where that makes the most pivotal breakthroughs are spaces where experimentation, R&D is expensive, time-consuming, and, you know, held in a certain hand of a few experts.","startTime":741.32,"endTime":752.12,"durationSeconds":11,"level":"B2","overallScore":7.8,"rationale":"효과가 큰 적용 분야 조건을 설명함."},{"segmentIndex":22,"text":">> I think if physics AI, and, you know, what we're setting out to accomplish, scales, what it means is you democratize access to the scientific and engineering 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Gives back the most valuable asset which is time.","startTime":549.12,"endTime":553.6,"durationSeconds":4,"level":"B2","overallScore":7.8,"rationale":"시간 가치에 대한 명확한 통찰 제시."},{"segmentIndex":8,"text":"Yeah, so Accodella, well, taking a step back, today's AI models that we commonly use are trained on text and language, and AI trained on text data can't build the physical world.","startTime":640,"endTime":651.92,"durationSeconds":12,"level":"B2","overallScore":7.6,"rationale":"텍스트 AI의 한계를 선명히 설명함."},{"segmentIndex":9,"text":"So, the problem that we're focused on solving is, well, how do you accurately predict things like how heat transfers, how fluid flows, how structures break.","startTime":651.92,"endTime":660.4,"durationSeconds":8,"level":"B2","overallScore":7.8,"rationale":"물리 AI의 문제 정의가 구체적임."},{"segmentIndex":14,"text":">> So, if AI can generally genuinely reason from first principles about matter, energy, and dynamics, which domains break open first?","startTime":693.84,"endTime":706.24,"durationSeconds":12,"level":"C1","overallScore":7.8,"rationale":"원리 기반 AI의 파급처를 묻는 질문."},{"segmentIndex":18,"text":"Uh to answer those questions, physical AI, the product we're building, would be able to unlock the reasoning thousands times faster than what you're able to access today.","startTime":731.88,"endTime":741.32,"durationSeconds":9,"level":"B2","overallScore":7.8,"rationale":"기술의 핵심 효용을 직접적으로 제시함."},{"segmentIndex":19,"text":"And so, where that makes the most pivotal breakthroughs are spaces where experimentation, R&D is expensive, time-consuming, and, you know, held in a certain hand of a few experts.","startTime":741.32,"endTime":752.12,"durationSeconds":11,"level":"B2","overallScore":7.8,"rationale":"효과가 큰 적용 분야 조건을 설명함."},{"segmentIndex":22,"text":">> I think if physics AI, and, you know, what we're setting out to accomplish, scales, what it means is you democratize access to the scientific and engineering process.","startTime":767.88,"endTime":777.64,"durationSeconds":10,"level":"B2","overallScore":7.6,"rationale":"기술의 사회적 의미를 선명히 제시함."}],"generatedAt":"2026-06-20T06:51:29.833Z","keyClipsTotalSec":510},{"videoId":"Lbhu1yboq1c","chunkIndex":2,"totalChunks":3,"title":"Tech Leaders Explore The Next Trillion-Dollar Market Trends — Part 3 of 3","thumbnail":"https://i.ytimg.com/vi/Lbhu1yboq1c/maxresdefault.jpg","duration":1253,"uploader":"Forbes","youtubeUrl":"https://www.youtube.com/watch?v=Lbhu1yboq1c","keywords":["ai","technology","innovation","leadership","future","tech-trends","business","vision"],"normalizedKeywords":["기술 트렌드","리더십·매니지먼트","비즈니스·전략"],"targetAudience":[{"who":"기술 리더","why":"AI 변화 속도에 맞춘 리더십과 혁신의 태도를 점검할 수 있음"},{"who":"창업자","why":"앞당겨진 기술 전환기에 어떤 마인드로 대응해야 하는지 시사점을 줌"},{"who":"투자자","why":"기술 예측이 얼마나 자주 빗나가는지와 시장 가속감을 함께 읽을 수 있음"},{"who":"미래 기술에 관심 있는 직장인","why":"AI가 예상보다 훨씬 빠르게 현실화되고 있다는 큰 흐름을 짧게 파악할 수 있음"}],"normalizedAudience":["창업자·스타트업","투자자·VC","지식노동자 일반"],"summary":"이 영상 말미에서 화자는 패널들을 미래를 안내하는 리더로 치켜세우며, 기술 특히 AI의 발전 속도가 기존 예측을 훨씬 앞질렀다고 강조한다. 몇 년 전만 해도 수십 년 뒤의 일로 여겨지던 변화가 이미 현재에 도착했고, 최근 몇 달 사이에도 모두가 세계가 더 빨라졌다고 체감한다고 말한다.\n\n핵심 메시지는 앞으로 24개월이 더욱 급격하게 전개될 것이므로, 두려움보다 혁신을 지속하는 자세가 중요하다는 점이다. 즉, 미래는 멀리 있는 것이 아니라 이미 시작됐고, 그 속도에 대응하는 리더십과 실행력이 결정적이라는 낙관적이면서도 긴박한 결론을 전한다.","insights":["기술 혁신은 전문가의 장기 예측보다 훨씬 빨리 현실화될 수 있다.","미래처럼 보이던 변화가 현재가 되는 순간 시장의 룰도 함께 바뀐다.","가속의 시대에는 정확한 예측보다 빠른 적응과 지속적 혁신이 중요하다.","리더의 역할은 불확실성을 설명하는 데서 끝나지 않고 방향을 제시하는 데 있다."],"keyClips":[{"clipId":"Lbhu1yboq1c:c2:3-7","startSegmentIndex":3,"endSegmentIndex":7,"startTime":1218.12,"endTime":1243.88,"durationSeconds":25.8,"preview":"미래가 당겨진 시대","mustSee":false}],"curatedSegments":[{"segmentIndex":54,"text":"And if we don't get our policy makers to create the social safety net that will give us the economic and social soft landing, we're going to create instability that is both national and international.","startTime":1048.079,"endTime":1061.52,"durationSeconds":13,"level":"C1","overallScore":9.6,"rationale":"AI 전환기의 위험과 해법이 응축됨."},{"segmentIndex":37,"text":"But, what it's doing wrong now is that it is doing everything that it can to destroy the source and engine of that with uh, you know, essentially decimating the education system and immigration system that brings the best minds into this country as well as investing in research.","startTime":247,"endTime":263.72,"durationSeconds":17,"level":"C1","overallScore":8.6,"rationale":"혁신 기반 훼손을 강하게 진단한다."},{"segmentIndex":46,"text":"What we need to do is actually to create what I call the mast principle is that when Odysseus went to see the sirens, the sirens offered him truth and instead of you know, denying himself from hearing it, he actually put a put himself tied himself to the mast so that he can hear it but then he wasn't seduced by it.","startTime":371.64,"endTime":394,"durationSeconds":22,"level":"C1","overallScore":8.8,"rationale":"강한 비유로 원칙을 설명한다."},{"segmentIndex":50,"text":"What am I missing? 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