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YouTube Video Intelligence Showcases

Explore real YouTube transcript, comments, metadata, topic, and summary examples powered by Crawlora's YouTube API.

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What these showcases demonstrate

Structured video intelligence from public YouTube pages

Transcript extraction

Timestamped public captions are grouped into readable excerpts for search, RAG, and review workflows.

Public comment intelligence

Representative comment samples and themes reveal audience language, questions, and objections.

Video metadata

Channel, publish date, duration, source URL, and video ID stay available for downstream joins.

AI-ready summaries

Structured summaries and topics turn long-form videos into compact research context.

Workflow links

Each example connects to transcript, comments, metadata, Playground, docs, and pricing paths.

Topic discovery

Cards expose topic and data badges so teams can scan examples by use case.

JSON preview

{
  "video_id": "cmUo4841KQw",
  "title": "GPUs, TPUs, & The Economics of AI Explained | Gavin Baker Interview",
  "channel": "Invest Like The Best",
  "topics": [
    "Keeping up with AI releases",
    "AI chips and infrastructure",
    "Model progress and scaling laws"
  ],
  "comment_themes": [
    "Thinking-out-loud appeal",
    "Depth and substance",
    "Personal origin story"
  ],
  "transcript_excerpt": "out, you know, the public interpretation was, oh, this is interesting. It seems"
}

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Showing 133-144 of 486 showcases on page 12

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Invest Like The BestAI Podcasts PoliticsKeeping up with AI releasesAI chips and infrastructure

GPUs, TPUs, & The Economics of AI Explained | Gavin Baker Interview

In this conversation, Patrick O’Shaughnessy and Gavin Baker discuss the state of frontier AI, how to interpret rapid model releases, and what recent developments may mean for investors. The excerpt focuses on the tension between Nvidia’s GPU stack and Google’s TPU strategy, the role of scaling laws in pre-training, and why reasoning models, reinforcement learning with verified rewards, and test-time compute have driven recent progress. It also touches on the economics of AI infrastructure, from chip transitions to low-cost token production, and briefly explores how leading investors and researchers are following the field in real time.

Published Dec 9, 20251 hr 28 min

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60 MinutesAI Politics Documentaries Podcasts+1 moreMarjorie Taylor Greene and TrumpCharacter AI safety concerns

Marjorie Taylor Greene, Character AI, and Watch Valley | 60 Minutes

This 60 Minutes episode brings together three wide-ranging stories: Marjorie Taylor Greene’s break with President Trump and her resignation from Congress, growing criticism of Character AI from parents and researchers, and a visit to Switzerland’s Watch Valley, where traditional watchmaking methods continue to produce highly intricate luxury timepieces.

Published Dec 8, 202543 min 37 sec

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PowerfulJREPolitics PodcastsLearning Mandarin for wrestling’s global reachLanguage vs. cultural fluency

Joe Rogan Experience #2423 - John Cena

In this episode excerpt, John Cena discusses the long process of learning Mandarin, his time working in China, and how a promotional-language mistake led him to rethink global media appearances. The conversation also touches on WWE’s international ambitions and the challenges of speaking across cultural boundaries.

Published Dec 5, 20252 hrs 11 min

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The Diary Of A CEOAI Business Podcasts PoliticsAI safety and extinction riskThe gorilla problem

An AI Expert Warning: 6 People Are (Quietly) Deciding Humanity’s Future!

In this excerpt from The Diary Of A CEO, AI researcher Stuart Russell discusses the risks of superintelligent AI, the idea of AGI, and why he believes safety must be solved before progress continues. He reflects on a 2023 statement signed by hundreds of experts warning that AI could pose an extinction-level threat, and explains why some industry leaders privately think only a major catastrophe would force regulation. Russell also describes the ‘gorilla problem,’ the pressure of the AI race, and his view that governments may need to step in before humans lose control.

Published Dec 4, 20252 hrs 4 min

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PowerfulJREAI Podcasts Business PoliticsPast encounters and Trump anecdotesU.S. manufacturing and re-industrialization

Joe Rogan and Jensen Huang Discuss AI, Energy Growth, and U.S. Manufacturing

In this excerpt from The Joe Rogan Experience, Joe Rogan and Jensen Huang revisit earlier encounters, then move into a wide-ranging conversation about Trump, U.S. industrial policy, energy growth, and the global AI race. Huang argues that manufacturing critical technology in America and expanding energy supply are essential for prosperity, job growth, and national security. The discussion also touches on how AI is evolving, why its future is still uncertain, and how developers are working to make it more accurate and safer.

Published Dec 3, 20252 hrs 28 min

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60 MinutesPolitics DocumentariesPolymarket and prediction marketsStudent science competition

Polymarket, CRISPR Kids, and Lamine Yamal on 60 Minutes

This 60 Minutes episode excerpt explores Polymarket’s prediction markets, highlights student science innovators working on a potentially life-changing project, and profiles 18-year-old Spanish soccer star Lamine Yamal.

Published Dec 1, 202543 min 2 sec

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Lex FridmanPodcasts Programming AIEmbodied minds and agencyThe spectrum of persuadability

Michael Levin on Hidden Reality, Alien Intelligence, and the Biology of Mind

In this Lex Fridman conversation, Michael Levin discusses the nature of intelligence, memory, consciousness, and agency in biological systems. The excerpt focuses on his framework for understanding embodied minds, from cells and tissues to animals and other systems, through the idea of persuadability and mutual bidirectional relationships. Levin also argues that science should move beyond explanation alone toward practical tools that can help regenerate tissue, reduce suffering, and support life in all its forms.

Published Nov 30, 20253 hrs 18 min

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Nikhil KamathAI Podcasts BusinessX as a global town squareAI, video, and the future of communication

Elon Musk on X, AI, and Collective Consciousness | Nikhil Kamath Conversation

In this excerpt from Nikhil Kamath’s conversation with Elon Musk, the discussion focuses on X, the future of social media, and how AI may reshape communication online. Musk describes X as a global platform for open expression, secure messaging, and increasingly video-based interaction, while also touching on translation, collective consciousness, and the broader questions behind human collaboration.

Published Nov 30, 20251 hr 54 min

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PowerfulJREPodcastsThanksgiving sleep mythSleep and creatine

Joe Rogan Experience #2420 - Chris Masterjohn

This episode centers on nutrition, sleep, and energy metabolism, with Chris Masterjohn explaining how mitochondria, creatine, and red light may affect performance, recovery, and eyesight.

Published Nov 29, 20252 hrs 19 min

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Crayon CapitalBusiness Finance Creator EconomyBezos’s Early PathFounding Amazon

How Jeff Bezos Actually Built Amazon

This excerpt traces Jeff Bezos’s path from Princeton and Wall Street to founding Amazon in 1994, then follows the company’s early growth, near-collapse during the dot-com bust, and reinvention through logistics, Marketplace, Prime, and the Kindle. It presents Amazon as a business built on speed, scale, customer trust, and infrastructure.

Published Nov 28, 202520 min 3 sec

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PowerfulJREPodcasts Politics Creator EconomyMK Ultra and Project Mind ControlOSS and early drug experiments

Joe Rogan Experience #2419 - John Lisle

This episode focuses on the origins and impact of MK Ultra, with John Lisle explaining how CIA and OSS-era research into drugs, interrogation, and psychological manipulation developed over time. The discussion also explores Sidney Gottlieb, early intelligence-linked science programs, and the consequences of these experiments for victims and public trust.

Published Nov 27, 20252 hrs 39 min

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The Diary Of A CEOAI Podcasts BusinessAI-driven disruptionHis background in tech ethics

AI Expert Tristan Harris Warns About the Future of AI and Human Attention

In this Diary of a CEO conversation, Tristan Harris discusses why he believes AI could accelerate social, economic, and security risks far faster than society is ready to handle. He reflects on his background in tech, his warnings about attention-driven design at Google, and how social media algorithms served as an early form of misaligned AI. The discussion then turns to generative AI, the central role of language, and the need for practical choices about how these systems are built and governed.

Published Nov 27, 20252 hrs 22 min

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