# tuber

> AI-generated, timestamped summaries of YouTube videos, podcasts, and HackerNews — read the takeaways without watching.

## About

tuber turns long videos and audio into concise, skimmable summaries with timestamps, key takeaways, and audience signal.
Summaries are free to read on the web and exposed as clean markdown/JSON for programmatic use.

## For AI agents and coding agents

Consume tuber summaries directly — no scraping required:

- Markdown summary for one video: `GET https://tuber-api.guzus.xyz/api/video/{id}/summary.md`
- JSON summary for one video: `GET https://tuber-api.guzus.xyz/api/video/{id}/summarize?format=json` (returns content, comments, score, language)
- Search videos: `GET https://tuber-api.guzus.xyz/api/search?q={query}&count={count}`
- Paid summary generation for agents (ACP): `https://tuber-api.guzus.xyz/api/acp/manifest`
- MCP server (Streamable HTTP, stateless JSON): `POST https://tuber-api.guzus.xyz/mcp` — tools: search_videos, get_video_summary, request_video_summary, list_recent_summaries, get_trends

The `{id}` is the 11-character YouTube video ID. If a summary does not exist yet, POST to `/api/video/{id}/summarize` to generate one.

## Recent summaries (with excerpts)

### [Rogers Kniffen CEO: AI in retail already matters and it will continue to matter even more](https://tuber.guzus.xyz/video/A4pRFBBcIB0/summary)
Jan Kniffen argues that AI is already reshaping retail, both in back-end operations and in coming consumer shopping agents. He expects the biggest winners to be large, heavily invested players, with Walmart the standout, rather than small retailers or legacy brands that depend on inertia. -…
Markdown: https://tuber-api.guzus.xyz/api/video/A4pRFBBcIB0/summary.md

### [Dan Ives on Nvidia: It's the one chip in the world fueling the AI revolution](https://tuber.guzus.xyz/video/WUD_s_Xnrz4/summary)
Dan Ives of Wedbush argues that Nvidia's record high (nearing a $6 trillion market cap) is justified because Asia supply-chain checks show accelerating chip demand, so Wall Street estimates are likely too low. He also says Microsoft's Azure and the broader big tech group are set to benefit from the…
Markdown: https://tuber-api.guzus.xyz/api/video/WUD_s_Xnrz4/summary.md

### [Trump Plans Tax-Exempt Diesel Relief](https://tuber.guzus.xyz/video/QwfmV9KwT54/summary)
Trump is moving to ease limits on tax-exempt red-dyed diesel to blunt $6.32/gal prices ahead of the midterms. Analysts on the broadcast call it a cosmetic gesture, and the rest of the show covers the political fallout (Texas, Nebraska, Alaska), diesel/oil market drivers, and Supreme Court cases. -…
Markdown: https://tuber-api.guzus.xyz/api/video/QwfmV9KwT54/summary.md

### [Corgi's 'Spaghetti Cannon,' New 10,000 S&P ETF](https://tuber.guzus.xyz/video/nFlnISzxWPo/summary)
This Bloomberg ETF IQ episode covers record bond-ETF inflows, the S&P 500's breadthless highs, and how the Nasdaq-100 "Q's" are holding up against cheaper rivals. It also covers the thin buyback ETF category, the MANGOS AI-concentration ETF from Corgi, and Roundhill's new XX ETF, a long-dated call…
Markdown: https://tuber-api.guzus.xyz/api/video/nFlnISzxWPo/summary.md

### [Yale and the American Revolution - Purposes of College Education, Lecture 6](https://tuber.guzus.xyz/video/X1p60_okDVU/summary)
This Yale lecture on community starts with Yale's role in the American Revolution, then asks what makes a group a community: Benedict Anderson's "imagined communities," the duties members owe, and Michael Sandel's critique of meritocracy as a question about who gets in and who is left out. -…
Markdown: https://tuber-api.guzus.xyz/api/video/X1p60_okDVU/summary.md

### [Shan Aggarwal: Coinbase Working With G-SIBS to Increase BTC Exposure](https://tuber.guzus.xyz/video/a9WjHWqozp8/summary)
Coinbase's Chief Business Officer Sean Agarwal argues that Coinbase is the regulated infrastructure layer behind institutional Bitcoin and stablecoin adoption. He says the next growth wave will come from making Bitcoin and stablecoins usable in everyday life, through rewards, payments, loans and…
Markdown: https://tuber-api.guzus.xyz/api/video/a9WjHWqozp8/summary.md

### [Emirates NBD accelerates digital transformation with AMD CPUs](https://tuber.guzus.xyz/video/zn5cc0WJZwc/summary)
Emirates NBD presents a short customer-story video (about 1.5 minutes of content) saying that moving its private cloud and employee laptops to AMD EPYC CPUs and AMD processors gave it faster transactions, zero downtime and a strong technology partnership. It is a vendor testimonial, so the claims…
Markdown: https://tuber-api.guzus.xyz/api/video/zn5cc0WJZwc/summary.md

### [Watch CNBC's full interview with former assistant attorney general, Jonathan Kanter](https://tuber.guzus.xyz/video/xoBpXmbQ63g/summary)
Former DOJ antitrust chief Jonathan Kanter argues that Trump's new AI "superintelligence" group is toothless vaporware, that AI labs don't need antitrust immunity to cooperate on safety, and that Congress should set clear, enforceable liability rules for AI now, while the technology is still…
Markdown: https://tuber-api.guzus.xyz/api/video/xoBpXmbQ63g/summary.md

### [Introduction to the Advanced Computer Architecture course at Imperial College London 2026](https://tuber.guzus.xyz/video/9w-n-KSng3c/summary)
This introductory session for an Advanced Computer Architecture course explains who the course suits and how it is delivered and assessed. It also lays out the syllabus, which runs from pipelines and out-of-order execution through Spectre/Meltdown and GPUs to multicore coherence. The lecturer says…
Markdown: https://tuber-api.guzus.xyz/api/video/9w-n-KSng3c/summary.md

### [Hybrid Attacks and Political Whiplash: Germany, Greenland, and Burnham's EU Push](https://tuber.guzus.xyz/video/q_qV6qauDo8/summary)
The episode argues that Andy Burnham's opening to rejoining the EU is real but premature: the EU has moved on, and the likeliest outcome is a bespoke UK relationship built around defense, not full membership. The hosts also cover the US-Denmark Greenland deal, Russia's rising hybrid attacks on…
Markdown: https://tuber-api.guzus.xyz/api/video/q_qV6qauDo8/summary.md

### [Anthropic, OpenAI, Meta and Google execs testify under oats at NYC council meeting](https://tuber.guzus.xyz/video/XSTsRu85M4k/summary)
New York City Council Speaker Julie Menin is pressing representatives from Anthropic, OpenAI, Meta and Google on AI safety at a public hearing, while Elon Musk's AI company skipped the session and has been subpoenaed. The council is using the hearing to gather feedback on draft AI laws and to push…
Markdown: https://tuber-api.guzus.xyz/api/video/XSTsRu85M4k/summary.md

### [Nasdaq and yields in focus: The Investment Committee's strategy](https://tuber.guzus.xyz/video/b2n9ueBH07w/summary)
The panel argues the market's divergence will persist. Tech and the Mag 7 keep leading while most stocks lag and bond yields stay high. One bull expects strong earnings and good economic data to keep the rally going, while others are uncomfortable and see the narrow, defensive "Mag 7 as safety…
Markdown: https://tuber-api.guzus.xyz/api/video/b2n9ueBH07w/summary.md

### [AI Spending Rolls On as Tech Wealth Hits Records](https://tuber.guzus.xyz/video/TtEIUFK184o/summary)
The Monday "Bloomberg Tech" broadcast covers a market at record highs on AI spending (Hon Hai's 47% revenue jump), plus enterprise AI adoption and forward-deployed engineers, New York City's AI safety hearing, tech billionaire wealth, and Apple's new CEO taking over design. The recurring theme is…
Markdown: https://tuber-api.guzus.xyz/api/video/TtEIUFK184o/summary.md

### [How the TikTok Algorithm Actually Works! A System Design Breakdown](https://tuber.guzus.xyz/video/jr_vInUtP-Q/summary)
TikTok's "For You" feed is built almost entirely from behavior (completion rate and rewatches), not from who you follow. It tests each new video on small audiences, matches users and videos through behavioral embeddings, and trades perfect accuracy for speed through edge caching and…
Markdown: https://tuber-api.guzus.xyz/api/video/jr_vInUtP-Q/summary.md

### [Dan Niles: Public cloud compute will be next phase of Meta monetizing AI](https://tuber.guzus.xyz/video/FkDJLMdRdc8/summary)
Dan Niles argues Meta is still worth owning after a big run because its new Muse agent and API are monetizing its AI spend, and he stays positive on Alphabet because its new model is at the frontier and Google Cloud is accelerating. The caveats are that he likes Meta less than he did in September,…
Markdown: https://tuber-api.guzus.xyz/api/video/FkDJLMdRdc8/summary.md

### [Could Kansas's Senate seat really flip Dem? Enten unpacks the race](https://tuber.guzus.xyz/video/chj4hfH-6FQ/summary)
A new New York Times/Siena poll has Kansas's Senate race tied between Republican incumbent Roger Marshall and Democrat Adam Hamilton. CNN's analysts attribute this to Trump's unusually low approval in Kansas, Kansas's long-run drift away from the GOP, and Hamilton's unusual popularity, and they…
Markdown: https://tuber-api.guzus.xyz/api/video/chj4hfH-6FQ/summary.md

### [Can Stocks Absorb a Fed Hike Cycle? Presented by CME Group](https://tuber.guzus.xyz/video/qHL1YaoCljc/summary)
The Fed has started a new hiking cycle, with futures pricing 3-4 more 25 bp hikes into 2027. The video argues stocks could handle it better than in 2022 because growth and earnings are strong, but that cushion depends on AI-driven investment and productivity continuing to outrun the cost of money.…
Markdown: https://tuber-api.guzus.xyz/api/video/qHL1YaoCljc/summary.md

### [The Town Live: Screentime 2026](https://tuber.guzus.xyz/video/64oXqp_y6Po/summary)
Two Hollywood reporters hold their annual "buy low, sell high" live show. They argue over which people, companies and franchises in entertainment are overvalued (World Cup rights, Curry Barker, Spielberg, Taylor Swift, MrBeast) and which are undervalued (Johnny Depp, DreamWorks Animation, Sundance,…
Markdown: https://tuber-api.guzus.xyz/api/video/64oXqp_y6Po/summary.md

### [How I Doubled My Real Estate Returns Using Life Insurance John Stewart](https://tuber.guzus.xyz/video/FSK_DzM9UR0/summary)
John Montoya argues that permanent (whole) life insurance and real estate aren't either/or: he treats a policy as the liquid, guaranteed "foundation" where reserves and opportunity capital sit while real estate and business capital grow. He says this can roughly double a buy-and-hold investor's…
Markdown: https://tuber-api.guzus.xyz/api/video/FSK_DzM9UR0/summary.md

### [TD Cowen's Lance Vitanza: BTC to $132k in 2027 & MSTR Price Outlook](https://tuber.guzus.xyz/video/etX_lWYyscs/summary)
TD Cowen's Lance Vitale argues that Bitcoin is shifting from a standalone asset into a capital-markets ecosystem. Institutions now ask "how" to participate, not "whether". He holds that treasury companies will be judged on their ability to keep growing bitcoin per share through bad cycles. He also…
Markdown: https://tuber-api.guzus.xyz/api/video/etX_lWYyscs/summary.md

### [Glenn Close’s Closet Picks](https://tuber.guzus.xyz/video/LTppX52e1aQ/summary)
Glenn Close picks films for Criterion's "Closet" and says she values them for the single images or moments that stay with a viewer for life. She links each choice to a personal memory or a scene that shocked, moved, or haunted her, and she ends by praising the film close-up. - **0:00-1:06**: She…
Markdown: https://tuber-api.guzus.xyz/api/video/LTppX52e1aQ/summary.md

### [Tom Lee: Why the Pessimism Is Overblown](https://tuber.guzus.xyz/video/K9lsgvpuwLQ/summary)
Tom Lee (Fundstrat) argues that a softer jobs report and fading one-off inflation pressures will let the Fed back off its hawkish stance and bring bond yields down. He sees the market as a coiled spring, with earnings strength supporting an S&P 500 target of roughly 8,200–8,400 by year-end. He…
Markdown: https://tuber-api.guzus.xyz/api/video/K9lsgvpuwLQ/summary.md

### [Meet the New Codex CLI](https://tuber.guzus.xyz/video/PUBc2G0Tj5E/summary)
The video demos new Codex CLI features aimed at terminal users: a full-screen interface, voice-started tasks, an agents view, worktree forking, phone remote control, usage analytics, and Mermaid and LaTeX rendering. The demo uses a toy project, a CLI that orders a burrito. - **0:02-0:36**: The…
Markdown: https://tuber-api.guzus.xyz/api/video/PUBc2G0Tj5E/summary.md

### [Stop Building the Future Without Those Who Will Live in It Chelza Inzouddine TEDxESTIA](https://tuber.guzus.xyz/video/G0KwLYJyZm8/summary)
Les décisions qui concernent les jeunes (ou d'autres groupes concernés) doivent être prises avec eux et non à leur place. La conférencière illustre ce principe par une expérience au Sénégal en 2021, puis par un défi mondial sur l'IA et l'enseignement supérieur impliquant 165 étudiants. -…
Markdown: https://tuber-api.guzus.xyz/api/video/G0KwLYJyZm8/summary.md

### [Do you have to leave to succeed? Henri Bernard TEDxESTIA](https://tuber.guzus.xyz/video/-NOrUiP8XTY/summary)
Le conférencier répond à « faut-il partir pour réussir ? » en refusant de définir la réussite : pour lui, partir ne se mesure pas en kilomètres, mais en capacité à douter, à comprendre les autres et à changer sa façon de voir le monde. - **0:14-1:13** — Il pose la question (« faut-il partir pour…
Markdown: https://tuber-api.guzus.xyz/api/video/-NOrUiP8XTY/summary.md

### [Stop Speaking to be Heard Sally Prosser TEDxUQ](https://tuber.guzus.xyz/video/DTwHfQR-_Ac/summary)
The speaker argues that the goal of speaking is to be remembered, not just heard. She says the key to a memorable "voice print" is breath, because breath carries the emotion and expression that the brain stores. - **0:11-1:30** — The talk opens with a rotary phone and a show of hands. She jokes…
Markdown: https://tuber-api.guzus.xyz/api/video/DTwHfQR-_Ac/summary.md

### [Righting the Wrongs of Damaging Racial Stereotypes Allanah Hunt TEDxUQ](https://tuber.guzus.xyz/video/3n4KEDb1LK8/summary)
A cultural sensitivity reader argues that subtle, "innocuous" stereotypes about Aboriginal people do more lasting harm than cartoonish racism, because they get absorbed as facts and shape real treatment, including in healthcare and policing. She says writers and readers share a responsibility to…
Markdown: https://tuber-api.guzus.xyz/api/video/3n4KEDb1LK8/summary.md

### [Breathe like an Olympian Anna-Liza Mopio-Jane TEDxUQ](https://tuber.guzus.xyz/video/ep1-2YJMpRU/summary)
Olympic swimmer Anelisa (Papua New Guinea, 2008 Beijing) argues that stress is a signal rather than a weakness, and that regulating your breath is the most accessible way to regulate your nervous system. She tells her story, then leads the audience through a short box-breathing exercise. -…
Markdown: https://tuber-api.guzus.xyz/api/video/ep1-2YJMpRU/summary.md

### [How bird vomit is helping us understand Australian ecosystems Vikram Vakil TEDxUQ](https://tuber.guzus.xyz/video/MszYh6K0Dfw/summary)
Fossils from northern Australian limestone caves, accumulated mostly by owls, show that many small-bodied mammals went extinct progressively, some only after European colonization. This challenges the idea that Australia's late Quaternary extinctions hit mainly the megafauna, and it suggests…
Markdown: https://tuber-api.guzus.xyz/api/video/MszYh6K0Dfw/summary.md

### [How today's housing system rests on historical foundations Rachel Gallagher TEDxUQ](https://tuber.guzus.xyz/video/M0TlXb27E2M/summary)
Brisbane's worst-ever housing shortage, in the 1940s, happened while planning rules were very loose. The speaker, a former urban planner, argues that zoning reform is necessary but not sufficient. In her telling, shortages come from a lack of building capacity, and only large-scale public…
Markdown: https://tuber-api.guzus.xyz/api/video/M0TlXb27E2M/summary.md

### [Ford CEO says it's his company's responsibility to bring more affordable vehicles to the U.S.](https://tuber.guzus.xyz/video/5926vH7hkDs/summary)
Ford CEO Jim Farley says record-high car prices (average over $50,000) are squeezing Americans, and he points to two responses: Ford's coming lineup of cheaper vehicles, and more people entering high-paying skilled trades, where he says a large worker shortage is building. - **0:02-0:26** — The…
Markdown: https://tuber-api.guzus.xyz/api/video/5926vH7hkDs/summary.md

### [Full Episode: TODAY Show - Oct. 5](https://tuber.guzus.xyz/video/W7wYOQpJr98/summary)
This is the Monday, October 5, 2026 broadcast of NBC's Today show. It leads with the midterm campaign, which was 29 days from the vote, then covers a run of news stories, entertainment and celebrity segments, author and filmmaker interviews, and a Walmart shopping segment. - **0:02-4:05** — The…
Markdown: https://tuber-api.guzus.xyz/api/video/W7wYOQpJr98/summary.md

### [Language beyond words: Why translanguaging matters Claudia Vasquez Fernandez TEDxUQ](https://tuber.guzus.xyz/video/ZAUhOncBXxU/summary)
The talk argues that multilingual and plurilingual speakers should not be made to leave their languages "at the door." Under the translanguaging approach, using several languages together is a sign of skill and cognitive richness, not a deficiency. - **0:18-1:17** — The speaker opens in Spanish to…
Markdown: https://tuber-api.guzus.xyz/api/video/ZAUhOncBXxU/summary.md

### [AI Moves From Experiment to the Enterprise](https://tuber.guzus.xyz/video/X20VKEDeZyM/summary)
Insight Partners, a venture and private equity firm, is launching an industry-first Forward Deployed Engineering (FDE) Council. Its argument is that most AI projects stall at proof-of-concept, and that engineers embedded inside customers are how companies get real, compounding value from AI. (The…
Markdown: https://tuber-api.guzus.xyz/api/video/X20VKEDeZyM/summary.md

### [Squawk Pod: An AI task force, AI & your happiness, plague in Siberia - 10/05/26 Audio Only](https://tuber.guzus.xyz/video/glyG6s4AHfc/summary)
This Squawk Pod episode (Oct 5, 2026) covers the morning's news, then two AI conversations. Arthur Brooks argues AI is net-positive if it complements rather than replaces human relationships. Sen. Chris Coons says AI needs real regulation now, and the segment ends in a tense political exchange. -…
Markdown: https://tuber-api.guzus.xyz/api/video/glyG6s4AHfc/summary.md

### [Where are all the women investors? Seema Hingorani TEDxPenn](https://tuber.guzus.xyz/video/FQGqyllEK3k/summary)
Sema Hamid-style founder story: after serving as CIO of the New York City pension fund, the speaker (Sema, founder of Girls Who Invest) explains how she turned the industry's "we can't find women" excuse into a free pipeline-and-retention program. In 10 years it has trained over 4,000 college…
Markdown: https://tuber-api.guzus.xyz/api/video/FQGqyllEK3k/summary.md

### [AI ‘Pacing’ Doesn’t Mean Slower Adoption](https://tuber.guzus.xyz/video/jpaN5bTjoPs/summary)
The speaker, an investor focused on applied AI, argues that AI intelligence has outpaced real-world adoption. The next phase depends on deployment: trust, forward-deployed engineers, measurable ROI, and enterprises owning part of their own intelligence stack. - **0:00-1:05** — The host puts it to…
Markdown: https://tuber-api.guzus.xyz/api/video/jpaN5bTjoPs/summary.md

### [10th-grade student among 2 killed in Florida school bus crash](https://tuber.guzus.xyz/video/dVTrnIYy_9I/summary)
A car crossing the center line near Winter Haven, Florida (east of Tampa), struck a school bus, setting off a chain-reaction crash that killed two people, including a 10th-grade girl on the bus. The sheriff called it the worst bus tragedy in decades, and he credited evacuation drills with saving…
Markdown: https://tuber-api.guzus.xyz/api/video/dVTrnIYy_9I/summary.md

### [Current with Christine Romans – Oct. 5 NBC News NOW](https://tuber.guzus.xyz/video/qTibwtZr_to/summary)
This Oct. 5 (2026) NBC "Current" news broadcast leads with the Cornell fraternity gang-rape allegations and the shifting politics around them. It also covers a Chinese-spy arrest, a failed Tennessee execution, midterm polling, a suspected plague death in Russia, and the Fly Dubai hijacking attempt.…
Markdown: https://tuber-api.guzus.xyz/api/video/qTibwtZr_to/summary.md

### [Grok Bot Just Got 4 HUGE Updates It's Finally Really Good](https://tuber.guzus.xyz/video/c9Z7ixVr4CU/summary)
Grokbot (the "Grok" agent platform in this video) shipped four updates. A main bot now delegates to your other bots. Isolated team bots can be added to Slack. Email and Slack drafts appear as editable mini-apps. A setting routes bot traffic through your own computer so sites block it less often.…
Markdown: https://tuber-api.guzus.xyz/api/video/c9Z7ixVr4CU/summary.md

### [Chivalry is outdated. Here's what to do instead. Sebastien Garcin TEDxLuxembourgCityWomen](https://tuber.guzus.xyz/video/535jVKx0_DI/summary)
The speaker argues that traditional chivalry is a form of "benevolent sexism" and a domination strategy. He proposes replacing it with a post-#MeToo "allyship chivalry," in which men act to make women feel safe, accept that women may see them as a threat, and expect no reward for doing so. -…
Markdown: https://tuber-api.guzus.xyz/api/video/535jVKx0_DI/summary.md

### [Market Midday: Stocks Higher, Nasdaq Hits Record, Real Estate Slows • 10/5/26](https://tuber.guzus.xyz/video/JeeSuDcDOEM/summary)
US stocks hit record highs at midday, with the Nasdaq and Nvidia leading, while 10-year Treasury yields rose to 5.33%, mortgage rates reached about 7.57%, and oil stayed above $90 a barrel. Aramco's CEO warned that global oil reserves are "frighteningly low," and he said the release of emergency…
Markdown: https://tuber-api.guzus.xyz/api/video/JeeSuDcDOEM/summary.md

### [How Zip Uses LangSmith + LangGraph to Trace and Evaluate Its Agents](https://tuber.guzus.xyz/video/sGrD9a8dh_0/summary)
Zip's team says moving their AI work from hand-built LLM code to LangGraph and LangSmith sped up iteration and gave them tracing and evaluation they lacked. This is a short customer testimonial. It makes qualitative claims and gives no benchmarks. - **0:00-0:20** — Zip describes its product as a…
Markdown: https://tuber-api.guzus.xyz/api/video/sGrD9a8dh_0/summary.md

### [Apple New CEO Ternus Puts Focus Back on Design](https://tuber.guzus.xyz/video/Gm9xs4Z6NLo/summary)
John Ternus, now Apple's CEO, is personally involved in the design studio, which is a sharp break from Tim Cook, who barely took part in design. Bloomberg's Mark Gurman explains why this was expected and what it means for Apple's long product cycles. - **0:00-0:27**: The interviewer asks whether…
Markdown: https://tuber-api.guzus.xyz/api/video/Gm9xs4Z6NLo/summary.md

### [Connecting topics with student interests](https://tuber.guzus.xyz/video/gwdFug3Q3Uk/summary)
Connecting course topics to student interests helps students see why content matters, which builds a stronger culture of learning. Khanmigo's "Make It Relevant" and "Real-World Context Generator" teacher tools let teachers produce those connections quickly, without redesigning core lessons. -…
Markdown: https://tuber-api.guzus.xyz/api/video/gwdFug3Q3Uk/summary.md

### [Communicating Expectations](https://tuber.guzus.xyz/video/D27V6iQNdmo/summary)
Khan Academy's video argues that implementation succeeds when teachers first teach simple routines for devices and platform use, then train students to use mastery data to direct their own practice. The goal is for students to work independently and own their progress. - **0:03-0:30** — Kate from…
Markdown: https://tuber-api.guzus.xyz/api/video/D27V6iQNdmo/summary.md

### [Celebrating student achievements](https://tuber.guzus.xyz/video/6MsZkaKQZqM/summary)
Khan Academy's Tim argues that teachers should broaden "student achievement" beyond finished assignments and high scores to include progress, persistence, and small steps toward goals. He says specific, routine celebration of that growth builds motivation and student ownership. - **0:02-0:25**: Tim…
Markdown: https://tuber-api.guzus.xyz/api/video/6MsZkaKQZqM/summary.md

### [Gas Prices May Cause Consumers to Be 'Edgy,' Kaiser Says](https://tuber.guzus.xyz/video/H6bnzlZ1ofQ/summary)
Citi's Stuart Kaiser argues that systematic volatility selling is a stable, structural force pinning the S&P, and that a 1990s-style, CapEx-driven earnings boom likely has another 12–24 months to run. Beneath record Nasdaq highs, most non-tech sectors had a rough quarter because of rates, politics,…
Markdown: https://tuber-api.guzus.xyz/api/video/H6bnzlZ1ofQ/summary.md

### [Embracing the struggle](https://tuber.guzus.xyz/video/97Vjc7xMLBY/summary)
Productive struggle means students are challenged but still engaged, unlike unproductive frustration, where they guess, rush or give up. Khan Academy's Tim explains how teachers can support the first with classroom culture and with Khanmigo, an AI tutor that responds with guiding questions instead…
Markdown: https://tuber-api.guzus.xyz/api/video/97Vjc7xMLBY/summary.md

### [A Gold Relief Rally on the Horizon?](https://tuber.guzus.xyz/video/mAfHaq9Vz4c/summary)
Carley Garner (DeCarley Trading) remains long-term bearish on gold, expecting another one to two years of failed rallies after this year's parabolic blow-off top. She still argues that seasonality, a key trend line, and falling crude oil set up a short-term relief rally in gold and Treasuries, and…
Markdown: https://tuber-api.guzus.xyz/api/video/mAfHaq9Vz4c/summary.md

### [Celebrating success & identifying challenges](https://tuber.guzus.xyz/video/PM6Fyz-fnkQ/summary)
A successful Khan Academy implementation comes from consistent, predictable practice paired with acting on the data, not just viewing it. Rachel from Khan Academy gives teachers a short end-of-term reflection framework: signs of success, warning signs, and four questions to answer. - **0:02-0:24**…
Markdown: https://tuber-api.guzus.xyz/api/video/PM6Fyz-fnkQ/summary.md

### [Saudi-backed Yemeni forces begin offensive against Iran-backed Houthis](https://tuber.guzus.xyz/video/9lcBNw6xUig/summary)
Yemen's internationally recognized government, backed by Saudi Arabia, has launched a campaign to retake Houthi-held territory, including the Bab al-Mandab strait area, and the conflict looks set to widen. A CNN analyst says the government's first priority is holding Taiz, and he is skeptical that…
Markdown: https://tuber-api.guzus.xyz/api/video/9lcBNw6xUig/summary.md

### [Schoolwide discussions](https://tuber.guzus.xyz/video/aEtJWeVHEJE/summary)
Khan Academy's Rachel explains how teachers who lead the Khan Academy conversation in PLCs or content teams can make those meetings useful. The advice is to move from "is practice happening?" to "how well is it happening?", using one shared data indicator, and to give school leaders a goal,…
Markdown: https://tuber-api.guzus.xyz/api/video/aEtJWeVHEJE/summary.md

### [Trump Could Ease Restrictions on a Variety of Diesel](https://tuber.guzus.xyz/video/XeScE3Q_bTk/summary)
Trump is reportedly considering making dyed (tax-exempt) diesel available to more buyers. This could spare them the roughly 24¢/gallon federal excise tax, as the administration tries to ease high fuel costs ahead of a Nebraska appearance. No action has been taken yet, and the details are thin. -…
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### [Tutorial Cari 100jt Dari AI untuk Pemula](https://tuber.guzus.xyz/video/8Lz530r09WU/summary)
Menghasilkan Rp100 juta dari AI bukan soal punya produk AI yang canggih. Kuncinya menguasai salah satu dari empat level skill AI, lalu menjual dampak bisnisnya (solusi atas masalah pelanggan), bukan AI-nya. Pasar Indonesia lebih mau membayar jasa daripada software. - **0:01-1:40** — Pembicara…
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### [How to Use AI in Microsoft Power BI? Microsoft Power BI with AI Assistance Simplilearn](https://tuber.guzus.xyz/video/VtwI2uI2-QU/summary)
This Power BI course session builds the conceptual base first (data roles, ETL vs ELT, database vs warehouse, Power BI licensing) and then covers hands-on data connection and cleaning in Power Query Editor. It ends by starting a DAX use case with a calculated income-level column. - **0:00-5:00** —…
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### [All Core Devs - Testing ACDT #99, October 5, 2026](https://tuber.guzus.xyz/video/E7Ix7U9lFEw/summary)
The ACDT #99 call (Oct 5, 2026) was mainly a readiness check for the Sepolia Glamsterdam fork, scheduled for the next day at 13:53 UTC. All clients reported ready, with a few last-minute patches. The CL breakout then settled how `eth_call` should handle gas limits above the 16M transaction cap. -…
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### [ACDT #99 CL Breakout , October 5, 2026](https://tuber.guzus.xyz/video/Qi8-oOvANIY/summary)
This Ethereum consensus-layer breakout call spent most of its time on a proposal to let validator clients pick builder bids directly, which drew skepticism and no merge. The group did agree to merge Nico's fix (PR 5695) for the builder-exit and missed-epoch problem, and it reviewed a batch of…
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### [PARBOR: Test of Time Award Talk at DSN 2026](https://tuber.guzus.xyz/video/wTuvpvqWaAI/summary)
The talk presents a paper on DRAM data-dependent failures. Its main idea is a fast, system-level "parallel recursive testing" method that finds which cells are physically adjacent despite scrambled addresses. That makes online detection and mitigation of these failures practical, and it cuts…
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### [Thought Crimes, Cults, and Propaganda: The System’s Evolution Into Nazi Totalitarianism](https://tuber.guzus.xyz/video/1yKxFGhyDFE/summary)
CJ Hopkins, a former leftist playwright living in Berlin, argues that the COVID measures were a "lockdown" meant to remind populist-leaning citizens who holds power. He says the West is evolving into a new, consumer-friendly form of global-capitalist totalitarianism. He describes being prosecuted…
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### [Lyn Alden: Nothing Stops This Train - BTC, AI Equities, Bond Market Analysis](https://tuber.guzus.xyz/video/g7ZRC7Bhc3I/summary)
Lynn Alden argues that US fiscal deficits (her "train") are locked in by polarization, demographics, and high debt. She expects the eventual "default" to come through lost purchasing power. In her view that favors holding scarce, high-quality assets like Bitcoin and gold, even while AI deflates the…
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### [RPC Standards # 36, October 05, 2026](https://tuber.guzus.xyz/video/IMRx4guFBJs/summary)
The Ethereum execution-APIs call settled one long-running dispute: the new positive, grouped error codes will apply everywhere, and the legacy negative codes used by `simulate v1` will stay as they are. The rest of the call was status updates. The go-ethereum and Hive PRs are still blocking the…
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### [Skip Lists Explained: How Coin Flips Make Search Fast](https://tuber.guzus.xyz/video/2JJIqJ31oSo/summary)
Skip lists give you the fast O(log n) search of a sorted array and the cheap pointer-based insert and delete of a linked list. They do it by building "express lanes" over a linked list, and the lane heights come from random coin flips instead of fixed positions. - **0:02-1:42** — The problem: a…
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### [NVIDIA Stock Outlook The Most Expensive Company is the Cheapest it's Been in 10 Years? Earnings...](https://tuber.guzus.xyz/video/n-fJBedbRDs/summary)
Nvidia 주가는 사상 최고가를 다시 찍었지만, 이 영상은 현재 가격이 대략 '기본 시나리오'만 반영하고 있다고 분석합니다. 더 오르려면 회사가 처음 제시한 내년(FY2028) 약 70% 매출 성장이 실제 숫자로 확인되어야 합니다. 성장률 둔화, 마진 하락, 현금 흐름 부담, 빅테크 고객 집중이 핵심 변수이고, 차트 방향은 11월 실적이 가를 가능성이 큽니다. - **0:00-2:30** — 네 가지 핵심 결론과 면책 조항. 전년 대비 성장률이 106%에서 89%로 둔화되고, 회사가 처음 낸 FY2028 가이던스는 약 70%…
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### [Why Tiktok is the WORST social media platform](https://tuber.guzus.xyz/video/ZAjamR03198/summary)
A creator with over a million TikTok followers argues that TikTok is a bad platform for established creators. He says it barely pays, offers little support, and takes aggressive rights over your data. He still concedes it is the best place for a newcomer to get exposure. - **0:01-2:00** — He opens…
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### [Microsoft AI's 2 New Speech Models, Do They Sound Human?](https://tuber.guzus.xyz/video/auffUDCMkoE/summary)
Microsoft AI's two new speech models, MAI Transcribe 2 (streaming speech-to-text) and MAI Voice 2.1 Flash (expressive text-to-speech), are combined on LiveKit to build a voice agent that listens in real time and answers naturally. The video demos a customer-support call and shows the pipeline…
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### [Why Do Children Ask "WHY"? - Let Them Keep Asking Șerban Borda TEDxAristide Demetriade Street](https://tuber.guzus.xyz/video/hxgFSjFwA_M/summary)
Wonder ("Wow!") is the starting point of all learning. Culture and science should be taken to the people who rarely get access to them, so that children, and adults, learn to ask questions rather than only answer them. The speaker is a theater actor and science communicator who works with children.…
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### [The Marketing DNA Code: Why We Ask Why Haitham Katranji TEDxAl Wady](https://tuber.guzus.xyz/video/hwVWPzBAug4/summary)
Personal marketing, the speaker argues, is something everyone does instinctively, and presentation can outweigh information. He offers a "DNA of Two Markets" model, a pyramid of information, need and packaging, and ties it to Simon Sinek's Golden Circle (What, How, Why). - **0:06-1:05** — The…
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### [Science Isn't Taught: It's Contagious Erick Rojas TEDxAntofagasta](https://tuber.guzus.xyz/video/5cSd-q7YsjY/summary)
The speaker argues that science should be "spread" like an infection, through emotion, curiosity and everyday analogies, rather than just taught through memorization. She backs this with her own path from a student who felt science wasn't for her to a young teacher who helps others lose their fear…
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### [The Primordial Soup of the Andes: Where Life Begins Martha Hengst López TEDxAntofagasta](https://tuber.guzus.xyz/video/1xvXwnR-Qh4/summary)
A scientist argues that Chile's volcanic hot springs host extremophile microbes close to the origin of life. These organisms hold survival "superpowers" that could yield new antibiotics and agricultural biotechnology, and the speaker concludes that life doesn't need perfect conditions, only an…
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### [Acéptalo como es, pero transfórmalo como quieras Karen Araya Acosta TEDxAntofagasta](https://tuber.guzus.xyz/video/VFJUuCF6t8g/summary)
Karen, a sports coach, explains how exercise helped her work through grief after repeated pregnancy losses. She argues that accepting pain, working to transform it, and persisting can turn it into energy, and that exercise should complement medicine, not replace it. - **0:13-1:12**: Karen opens by…
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### [Antofagasta’s Image Problem Alessandra Rossetti TEDxAntofagasta](https://tuber.guzus.xyz/video/AjlF6SN1Su4/summary)
The speaker, a biotechnology scientist, argues that Antofagasta (Chile) can't become a global energy-transition capital on natural resources alone. Its people also have to project confidence and a professional image, because first impressions decide trust, trust drives decisions, and a lack of…
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### [Creativity in the Age of Excess Hema Thakur TEDxAntofagasta](https://tuber.guzus.xyz/video/Y9kjqZT1eSo/summary)
The talk argues that in an age of infinite availability (streaming and AI), the thing that makes creative work meaningful is the limits a creator chooses, and that life's own finitude is what gives everything meaning. The speaker moves from a nostalgic cassette story to a question for AI-era…
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### [Anthropic’s IPO Leak, OpenAI’s Dots vs. Meta’s Muse, Visual Turing Test](https://tuber.guzus.xyz/video/ZOu7NQandGI/summary)
Anthropic's leaked pre-IPO numbers (via Reuters) show hypergrowth alongside enormous, largely non-cancellable compute commitments. The hosts debate whether that is a company-specific risk or a market-wide one, given how much of the S&P 500 now rides on the AI trade. The transcript ends at 29:52,…
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### [Speed is useless if everyone can't move forward Laurie Mariani TEDxESTIA](https://tuber.guzus.xyz/video/1Y4WzAEii94/summary)
A speaker from Estia's Composite Adour platform argues that success isn't only speed and results from the most competent few. Her experience with Joëlette trail running (a single-wheel chair that lets a team carry a person with a disability) showed her that inclusive, human-centered teams…
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### [Colin Guillarmou: Virasoro conformal blocks and modular functor from Liouville CFT](https://tuber.guzus.xyz/video/WkyEQp-nFsY/summary)
The talk constructs conformal blocks of the Virasoro algebra with central charge c > 25 (the Liouville case, γ ∈ (0,2)) on general Riemann surfaces. The blocks are built by gluing three-point sphere blocks along a pair-of-pants decomposition. They are L² with respect to the DOZZ measure, which…
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### [Trump-Xi Summit, USTR's G20 trade ministers meeting, and EU-China Trade Updates](https://tuber.guzus.xyz/video/FkuPR1Au9CE/summary)
The Trump–Xi summit mostly lowered tensions and extended the trade truce to January 10 without resolving anything substantive. The hosts then preview the G20 trade ministers' meeting in Milwaukee, where the US wants to attack MFN and excess capacity, and explain why the EU is pressing China for…
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### [No es mi cuerpo el que tenía límites, era el concepto Kathleen Reinike TEDxAntofagasta](https://tuber.guzus.xyz/video/hSR8UYrU6pg/summary)
Carmen Reinique, a 27-year-old clinical engineer with a rare disease who uses a wheelchair, tells how she went from exclusion in school and university admissions to graduating, teaching and leading inclusion projects. Her argument is that disability is not the problem: the environment and the…
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### [Trishen Gunaratnam: The $phi^4_3$ Hamiltonian](https://tuber.guzus.xyz/video/rO51A5IX2Nk/summary)
The talk shows how the Φ⁴₃ (543) quantum field theory can be built as a Hamiltonian system in finite volume. It does this by proving the Markov property and gluing of amplitudes for rough boundary conditions. The second half sketches the Glimm–Jaffe approach to getting an infinite-volume…
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### [Morning News NOW Full Episode – Oct. 5](https://tuber.guzus.xyz/video/xtqvuQgkq6w/summary)
This Monday NBC "Morning News Now" broadcast leads with the US pulling its bombers from RAF Fairford after an alleged Iran-linked plot, and with Trump's midterm push, which is clouded by an NBC/Telemundo poll showing Latino voters swinging to Democrats. It also covers the Cornell assault case, a…
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