{"success":true,"count":1,"items":[{"videoId":"1egwM88T3C0","chunkIndex":0,"totalChunks":1,"title":"How to Give AI Agents Enough Context to Be Useful","thumbnail":"https://i.ytimg.com/vi/1egwM88T3C0/maxresdefault.jpg","duration":322,"uploader":"YC Root Access","youtubeUrl":"https://www.youtube.com/watch?v=1egwM88T3C0","keywords":["ai-agents","context-engineering","startup","productivity","knowledge-management","automation","marketing","sales","customer-support","product-management"],"normalizedKeywords":["프로덕트","마케팅","비즈니스·전략"],"targetAudience":[{"who":"초기 창업자","why":"적은 인원으로 여러 역할을 수행할 때 AI 에이전트 활용법이 바로 도움이 됨"},{"who":"프로덕트 매니저","why":"PRD 작성과 고객 신호를 정리하는 방식이 제품 기획에 직접 연결됨"},{"who":"마케터","why":"고객 대화에서 콘텐츠 아이디어를 뽑아내는 실전 자동화가 핵심임"},{"who":"엔지니어","why":"에이전트에 맥락을 주고 검증시키는 구조가 개발 생산성과 연결됨"}],"normalizedAudience":["창업자·스타트업","프로덕트 매니저·기획자","마케터·그로스"],"summary":"이 영상은 AI 에이전트가 '지시'만으로는 쓸모가 없고, 충분한 맥락(context)을 먹여야 실질적으로 도움이 된다는 주장을 중심으로 전개된다. 화자는 Skyvern에서 고객 지원, 마케팅, PRD 작성, 작은 버그 수정까지 여러 업무를 에이전트로 자동화해 왔고, 그 과정에서 이메일·Slack·Notion·콜 녹음·데이터베이스 같은 내부 지식이 핵심 자산이라고 강조한다.\n\n특히 원격 조직은 대화와 의사결정이 기록으로 남아 AI가 학습하기 쉽지만, 대면 조직은 맥락이 말로만 전해져 쉽게 사라진다고 말한다. 그래서 DM을 금지하고, 모든 대화를 공개 채널과 녹화된 통화로 남기며, 에이전트가 그 기록 전체를 읽고 초안을 만들고 서로 검토하게 만드는 조직 설계가 중요하다고 주장한다.","insights":["AI 에이전트의 품질은 모델보다 맥락의 양과 질에 달려 있다.","기록되지 않은 정보는 곧 회사 지식에서 사라진다.","좋은 에이전트는 초안 작성보다 검토·우선순위화까지 해야 한다.","원격 조직은 맥락을 저장하는 구조만 잘 만들면 큰 이점이 있다.","고객 대화를 콘텐츠로 바꾸면 마케팅 생산성이 급격히 올라간다."],"keyClips":[{"clipId":"1egwM88T3C0:c0:7-22","startSegmentIndex":7,"endSegmentIndex":22,"startTime":42.44,"endTime":127.8,"durationSeconds":85.4,"preview":"맥락이 성능을 만든다","mustSee":true},{"clipId":"1egwM88T3C0:c0:25-43","startSegmentIndex":25,"endSegmentIndex":43,"startTime":134.92,"endTime":213.76,"durationSeconds":78.8,"preview":"PRD 자동화의 힘","mustSee":true},{"clipId":"1egwM88T3C0:c0:44-54","startSegmentIndex":44,"endSegmentIndex":54,"startTime":213.76,"endTime":282.68,"durationSeconds":68.9,"preview":"고객대화가 콘텐츠다","mustSee":true},{"clipId":"1egwM88T3C0:c0:55-65","startSegmentIndex":55,"endSegmentIndex":65,"startTime":282.68,"endTime":324.8,"durationSeconds":42.1,"preview":"조직구조를 바꿔라","mustSee":true}],"curatedSegments":[{"segmentIndex":7,"text":"One of the big reasons that agents produce slop, which every engineer who doesn't like AI likes to tell you, is because they love to do what they're told, but they often don't have the context required to do it well.","startTime":42.44,"endTime":51.92,"durationSeconds":9,"level":"C1","overallScore":8,"rationale":"슬롭 원인을 일반화해 설명해 통찰 높음."},{"segmentIndex":8,"text":"And you can think of it as when you hire a new engineer or new employee, they try to be helpful, but they just don't have the context for your business to really be helpful right away and they take time to onboard.","startTime":51.92,"endTime":61.2,"durationSeconds":9,"level":"C1","overallScore":8,"rationale":"신입 비유로 원리를 쉽게 설명한 문장."},{"segmentIndex":10,"text":"And so, giving good instructions, giving good context, and letting them critique their own work is how you make them much more effective at their job.","startTime":62.32,"endTime":69.28,"durationSeconds":7,"level":"B2","overallScore":8,"rationale":"실행 가능한 조언과 유용 표현이 풍부함."},{"segmentIndex":21,"text":"And so, you have to think of it you know, all these tools are basically your company's knowledge base and anything you don't record isn't saved.","startTime":116.03999999999999,"endTime":116.03999999999999,"durationSeconds":0,"level":"C1","overallScore":8,"rationale":"기록의 중요성을 원칙으로 정리한 문장."},{"segmentIndex":35,"text":"We use Rice, but you can use anything, to really take out all the junk requirements that it thought were important, but aren't actually important once it goes through a framework.","startTime":178.92000000000002,"endTime":186.12,"durationSeconds":7,"level":"C1","overallScore":8,"rationale":"프레임워크로 잡음을 거르는 원리가 선명함."},{"segmentIndex":48,"text":"It basically goes through last 20 internal and external customer call recordings, tries to bucket topics into a few things like recurring pain points, contrary and observations, stuff that does well on social media, drafts five posts, one for Twitter, one for LinkedIn, five copies, five different topics, and then it runs through a DAI advisor.","startTime":227.6,"endTime":246.48,"durationSeconds":19,"level":"C1","overallScore":8,"rationale":"콘텐츠 생성 파이프라인이 구체적이고 풍부함."},{"segmentIndex":54,"text":"And it was a super specific thing I never would have written, but it was auto-generated from a customer requirement, which is really cool.","startTime":276.24,"endTime":282.68,"durationSeconds":6,"level":"C1","overallScore":8,"rationale":"예상 밖 성과를 보여주는 통찰적 문장."},{"segmentIndex":11,"text":"And what is good context? 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