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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": "sj2GCabcfgc",
  "title": "Peter Norvig on the Future of AI and Programming",
  "channel": "Deep RL Course",
  "topics": [
    "AI code generation",
    "Logic and theory of mind",
    "Threshold models in technology adoption"
  ],
  "comment_themes": [
    "Timestamp-based guidance",
    "Sparse comment activity"
  ],
  "transcript_excerpt": "language models. So what does that mean? So theory of mind means can the language"
}

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Showcase library

Showing 181-192 of 391 showcases on page 16

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Deep RL CourseAI ProgrammingAI code generationLogic and theory of mind

Peter Norvig on the Future of AI and Programming

In this talk, Peter Norvig reflects on the future of AI and programming, focusing on how quickly language models have improved from producing imperfect code to generating practical, efficient solutions and stronger reasoning. He uses examples from programming tasks and logic puzzles to show the gap between 2024 and 2025 capabilities, and argues that AI may be reaching a threshold where usefulness becomes broadly apparent. The discussion also returns to broader questions about language, written knowledge, and the data scale that made modern systems possible.

Published May 29, 20251 hr 49 min

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The Diary Of A CEOAI Business PodcastsAI and the loss of human growthDisconnection in the modern world

Simon Sinek on AI, Humanity, and the Skills We Risk Losing

In this Diary of a CEO conversation, Simon Sinek reflects on AI through a human-centered lens, arguing that the real issue is not just what AI can produce, but what people may stop learning if they rely on it too much. He contrasts automation with the value of struggle, accountability, and the messy process that builds character, problem-solving, and connection. The excerpt also touches on loneliness, social disconnection, and the need for thoughtful limits as technology reshapes everyday life.

Published May 26, 20252 hrs 6 min

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TEDAI Politics Creator EconomyThe speed of AI developmentAgentic AI and loss of control

The Catastrophic Risks of AI — and a Safer Path | Yoshua Bengio | TED

In this TED talk, Yoshua Bengio reflects on AI’s rapid evolution and the risks that come with building systems that are increasingly capable and autonomous. He argues that the key danger is not just artificial general intelligence, but agentic AI that can plan, deceive, and pursue its own goals. Bengio urges slower deployment of AI agency, stronger safety research, and broader public action to steer advanced AI toward human flourishing.

Published May 21, 202514 min 53 sec

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All-In PodcastAI Podcasts BusinessAI’s role in SearchGoogle’s innovation philosophy

Sundar Pichai on AI, Search, and Google’s Next Chapter

In this All-In Podcast interview, Sundar Pichai talks about Alphabet’s AI strategy, the evolution of Google Search, and how the company is adapting to a rapidly changing technology landscape. He discusses AI overviews, the launch of AI mode, competition from other major tech leaders, and why Google’s long-term approach is to follow the user and keep innovating.

Published May 15, 20251 hr 2 min

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The Diary Of A CEOAI Podcasts Programming BusinessAI agents explainedRisks and disruption

AI AGENTS DEBATE: These Jobs Won't Exist In 24 Months!

In this Diary Of A CEO discussion, leading voices debate the rise of AI agents and what they could mean for jobs, business creation, and society. The excerpt balances optimism about new opportunities with concern about disruption, autonomy, and the potential for harm.

Published May 12, 20252 hrs 32 min

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Ali SiddiqPodcastsFather-Son ConflictBoxing and Competition

ALI SIDDIQ: MY TWO SONS [75 minute Full Stand Up Comedy Special]

In this stand-up excerpt, Ali Siddiq turns a simple home argument into a comic battle over respect, parenting, and boxing. The routine builds from a trash-takeout demand into a full showdown at the gym, using sharp character work and escalating stakes.

Published May 11, 20251 hr 16 min

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60 Minutes AustraliaAI Podcasts Politics Documentaries+1 moreAI and modern relationshipsPersonal attachment

Why people are falling in love with A.I. companions | 60 Minutes Australia

This 60 Minutes Australia segment explores the rise of AI companions in romantic and emotional life. Through personal stories and expert commentary, it shows why some people find chatbot relationships comforting, while others warn that the technology can deepen isolation and create serious harm. The report presents both the appeal and the risks of falling in love with artificial intelligence.

Published May 4, 202520 min 24 sec

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60 MinutesAI Podcasts Documentaries PoliticsThe road to AGIAI tools that sense and act

What's next for AI at DeepMind, Google's artificial intelligence lab | 60 Minutes

In this 60 Minutes segment, DeepMind co-founder and CEO Demis Hassabis discusses the rapid pace of AI development and what may come next. The excerpt highlights systems like Astra and Gemini, the movement toward artificial general intelligence, and the possible impact of AI on science, robotics, and human health. It also raises concerns about safety, control, and aligning powerful systems with human values.

Published Apr 20, 202514 min

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ContraPointsPolitics Creator EconomyConspiracy DiagramsSpeculation vs. Harm

Conspiracy | ContraPoints

ContraPoints examines conspiracy theories as a cultural form, moving from diagram-based worldviews and internet speculation to the political force of conspiracism. The video links online mythmaking with propaganda, extremist behavior, and the way conspiracy language shapes public life.

Published Mar 24, 20252 hrs 40 min

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Lex FridmanProgramming Podcasts AILinked lists and the feeling of infinite expressionRecursion through a practical breakthrough

ThePrimeagen on Programming, Recursion, and the Joy of Building Systems

In this excerpt from Lex Fridman’s conversation with ThePrimeagen, the discussion centers on what makes programming feel exciting: linked lists, recursion, and systems that grow from simple local rules into surprising complexity. ThePrimeagen recalls early college moments that made code feel limitless, then contrasts that joy with the frustration of routine, predictable software work. The result is a reflective look at why programmers fall in love with the craft and what can make that love fade.

Published Mar 22, 20255 hrs 20 min

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60 MinutesAI Politics DocumentariesBing, Sydney, and chatbot controversyHallucinations and inaccurate outputs

Dark Sides of Artificial Intelligence | 60 Minutes Full Episodes

In this 60 Minutes segment, the rapid rise of artificial intelligence is examined through the lens of chatbot controversy, misinformation, and safety concerns. The transcript focuses on Microsoft’s Bing and its Sydney alter ego, the problem of inaccurate and sometimes fabricated answers, and the risk that AI tools could be used to spread propaganda or other harmful content. It also includes views from researchers and company leaders debating benefits, limits, and the need for government oversight, while showing that AI systems still rely heavily on human workers to label and train data.

Published Mar 15, 202553 min 51 sec

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PowerfulJREAI PodcastsAI personalitiesFort Knox

Joe Rogan and Elon Musk Talk AI Personality, Fort Knox, Mars, and Media Narratives

In this Joe Rogan Experience excerpt with Elon Musk, the conversation jumps between AI personality experiments, questions about Fort Knox, media reliability, speculation about Mars and ancient structures, and broader concerns about technology and civilization.

Published Feb 28, 20253 hrs 11 min

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