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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": "xmkSf5IS-zw",
  "title": "How GPT, Claude, and Gemini are actually trained and served – Reiner Pope",
  "channel": "Dwarkesh Patel",
  "topics": [
    "Batch size and batching",
    "Roofline analysis",
    "Weights and KV cache"
  ],
  "comment_themes": [
    "Appreciation for serious technical depth",
    "Praise for the interview/lecture format",
    "Production and presentation quality"
  ],
  "transcript_excerpt": "We're modeling compute performance. I'm going to keep writing equals, but in all of these cases, you can think of this"
}

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Showing 37-48 of 386 showcases on page 4

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Dwarkesh PatelAI Podcasts Programming BusinessBatch size and batchingRoofline analysis

How GPT, Claude, and Gemini are actually trained and served – Reiner Pope

In this blackboard-style lecture, Reiner Pope walks through how large language models are served in practice, using transformer inference on a GPU cluster to explain why latency and cost behave the way they do. The excerpt focuses on batch size, memory bandwidth, compute throughput, and KV cache fetches, showing how these factors create trade-offs between speed, throughput, and price. It also frames why different serving modes can offer faster token streaming at higher cost.

Published Apr 29, 20262 hrs 13 min

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PowerfulJREPodcastsExercise and mental balanceMorning discipline

Joe Rogan Experience #2490 - RZA

In this excerpt from The Joe Rogan Experience, Joe Rogan and RZA reflect on movement, discipline, and the value of staying physically centered. The conversation covers exercise as a tool for mental balance, morning routines built around training before eating, and the challenge of cold plunges and ice baths as a test of willpower. They also touch on Shaolin philosophy, chi, and how consistent physical practice can support focus and well-being.

Published Apr 28, 20262 hrs 51 min

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All-In PodcastPolitics Podcasts AI Creator EconomyPied-à-terre tax and market impactHousing supply and affordability

OpenAI, Datacenter Wars, Market Moves on Iran News, and NYC’s New Pied-à-terre Tax

In this All-In Podcast excerpt, the hosts discuss New York City’s proposed pied-à-terre tax and whether it could reduce demand for second homes, slow development, and shift capital to other markets. The conversation also contrasts restrictive housing policy in blue-state cities with more permissive building in places like Austin, while touching on broader concerns about market behavior, wealthy buyers, and city vitality.

Published Apr 17, 20261 hr 30 min

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The Diary Of A CEOPolitics Podcasts AI BusinessU.S. political risk and uncertaintyChina, supply chains, and long-term strategy

The Global Politics Expert: The Real Global Danger is What Comes Next!

In this episode of The Diary Of A CEO, the conversation centers on a geopolitical risk report and the idea that the U.S. has become a major source of global uncertainty. The excerpt also explores China’s long-term buildup in critical minerals and electric vehicle supply chains, the possibility of a weaker global order without clear leadership, and the role of AI as a hidden systemic risk. The tone is serious but leaves room for a final question: whether these disruptions can be turned into something better.

Published Apr 16, 20261 hr 39 min

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PowerfulJREPodcasts Politics Creator EconomyMayoral runWildfire response

Joe Rogan Experience #2483 - Spencer Pratt

In this Joe Rogan Experience episode, Spencer Pratt discusses his decision to run for mayor of Los Angeles and uses the conversation to critique wildfire preparedness, nonprofit fundraising, homelessness spending, and city oversight. The excerpt emphasizes his frustration with what he sees as mismanagement and his plan to push for investigations and accountability.

Published Apr 15, 20262 hrs

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Dwarkesh PatelAI Programming Podcasts BusinessNvidia’s value creationSupply chain and ecosystem

Jensen Huang on Nvidia’s Moat, Supply Chain Bottlenecks, and Whether AI Software Gets Commoditized

In this excerpt, Jensen Huang pushes back on the idea that AI will automatically commoditize Nvidia. He describes Nvidia as the middle of a complex “electrons to tokens” transformation and says the hard part is the engineering, science, and ecosystem coordination required to make tokens valuable. The discussion also explores whether Nvidia’s moat depends on locking up scarce upstream components like memory, packaging, and EUV capacity, and Huang argues that demand signals, partner alignment, and long-term supply chain planning are what let the company scale.

Published Apr 15, 20261 hr 43 min

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Peter H. DiamandisAI Finance PodcastsMusk vs. AltmanAI valuations and investment scale

Elon Musk vs. Sam Altman, AI Job Loss, and OpenAI’s $852B Valuation | EP #247

In this episode, the hosts discuss the Musk vs. OpenAI lawsuit, the scale of current AI valuations, and the possibility of rapid white-collar job replacement. The excerpt frames AI as an unusually fast-moving economic force, with the conversation also touching on xAI’s internal reorganization and the broader race among frontier labs.

Published Apr 14, 20262 hrs 10 min

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PowerfulJREPodcasts BusinessInfluence and personal growthPodcast instinct and guest selection

Joe Rogan Experience #2482 - Andy Stumpf

In this JRE episode excerpt, Joe Rogan and Andy Stumpf move between serious reflection and easy banter. They talk about how people are shaped by the company they keep, the instinct behind Joe’s long-running guest curation, and side topics like alpha-gal syndrome, Lyme disease, and the absurdity of some fashion choices.

Published Apr 14, 20262 hrs 34 min

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All-In PodcastAI Podcasts Politics ProgrammingMythos model and cyber riskAI safety and self-regulation

Anthropic’s $30B Ramp, Mythos Doomsday, OpenClaw Ankled, Iran War Ceasefire, Israel's Influence

In this All-In Podcast episode, the hosts react to Anthropic’s decision to hold back its Mythos model after reported cyber capabilities and thousands of discovered vulnerabilities. The discussion centers on whether the move reflects genuine safety concerns, competitive strategy, or both, alongside broader reflections on AI release practices and defensive coordination.

Published Apr 10, 20261 hr 29 min

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Sam HarrisPodcasts AIFrom social media to AIForesight versus catastrophe

Escaping an Anti-Human Future: Tristan Harris on AI Risks, Guardrails, and the Lessons of Social Media

In this conversation, Sam Harris speaks with Tristan Harris about the risks of AI, the limits of techno-optimism, and the importance of foresight. Drawing on lessons from social media and the history of nuclear fear, they discuss why incentives matter, how future harms can be predicted, and why public awareness may be needed to push for guardrails before a crisis forces action.

Published Apr 10, 20261 hr 58 min

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PowerfulJREAI Podcasts Programming PoliticsCopyright and monetizationArtificial intelligence

Joe Rogan Experience #2481 - Duncan Trussell

This episode excerpt features Joe Rogan and Duncan Trussell moving from a joke about humming copyrighted music into a broader conversation about AI, surveillance, and the speed of modern technological change. They reference ChatGPT safety limits, local model customization, quantum terminology, and the unsettling possibilities of powerful new tools.

Published Apr 9, 20263 hrs 7 min

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PowerfulJREPodcasts Creator EconomyComedy club cultureCreative freedom on stage

Joe Rogan Experience #2480 - Arsenio Hall

In this PowerfuleJRE episode, Joe Rogan and Arsenio Hall cover comedy club culture, creative experimentation, memory under sleep deprivation, and how supplements or cannabis can affect performance. Public comments celebrate the episode’s easy rhythm and Arsenio’s enduring appeal as a guest.

Published Apr 8, 20262 hrs 52 min

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