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Where Is All the A.I.-Driven Scientific Progress?From 🇺🇸 Hard Fork, published at 2025-12-26 12:00
A tech C.E.O. explains why A.I. probably won’t cure diseases anytime soon. Hint: You still need humans.
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Big Ideas 2026: New Infrastructure PrimitivesFrom 🇺🇸 a16z Podcast, published at 2025-12-26 11:00
New infrastructure primitives are creating entirely new rails for building. In this episode of Big Ideas 2026, we explore three foundational shifts that unlock new markets and workflows, not through incremental upgrades, but through primitives that compound over time. First, programmable money evolves beyond stablecoins into on-chain credit origination and synthetic financial products, offering lower operational costs and greater composability than traditional finance. Second, autonomy begins entering scientific research through collaborative labs, where AI reasoning models work alongside automation and robotics, and interpretability becomes essential for progress. Third, distribution itself becomes a primitive, as AI-native startups win early by selling to other startups at formation, then scale alongside the next generation of companies. You will hear from Guy Willette on the next phase of on-chain finance, Oliver Shu on autonomous labs and AI-assisted discovery, and James da Costa on the greenfield go-to-market strategy. Together, these ideas define what new infrastructure primitives really mean: the rails that enable entirely new systems to emerge, compound, and scale.
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EVERYONE HATES DOING GROCERY SHOPPING, HOW TO GET RID OF IT WHILE EATING HEALTHILYFrom 🇫🇷 LEGEND, published at 2025-12-26 10:00
Discover JOW, the recipe app that does all your grocery shopping ➡️ https://link.influxcrew.com/JOW-LEGEND With the promo code "LEGEND", get 3x€5 off, or €15, on each of your first 3 Jow orders. Non-combinable promo code valid until December 31, 2026, for purchases of €50 or more. Basket must include 3 recipes and a minimum of 8 ingredients from the recipes.Commercial CollaborationThanks to Jacques-Édouard Sabatier for coming to Legend! Co-founder of JOW, a company that offers inspiring recipes while taking care of your grocery shopping, he shared with us his perspective on cooking, meals for couples, and our eating habits.Thanks also to Violette Babocsay, dietitian, for her valuable nutritional advice.Find all information about our guests here ⬇️Jow Instagram account ➡️ https://link.influxcrew.com/JOW-INSTAGRAMJow TikTok account ➡️ https://link.influxcrew.com/JOW-TIKTOK Culture-toi by JOW account ➡️ https://link.influxcrew.com/CULTURE-TOIxJOWViolette Babocsay's Instagram account ➡️ https://www.instagram.com/violette.diet/ To get your tickets for the LEGEND TOUR, click here ➡️ https://www.legend-tour.fr/ Find all of Violette's bibliographic references here ⬇️ https://docs.google.com/document/d/165tSzGhgNDIUQgsAiCgFATJzGV1tCzMekQNMthaDaLI/edit?usp=sharing Find the LEGEND store ➡️ https://shop.legend-group.fr/Find the full interview on YouTube ➡️ https://youtu.be/XXiefUSTPqIFor all partnership requests: [email protected] us on all LEGEND networks!Facebook: https://www.facebook.com/legendmediafrInstagram: https://www.instagram.com/legendmedia/TikTok: https://www.tiktok.com/@legendTwitter: https://twitter.com/legendmediafrSnapchat: https://t.snapchat.com/CgEvsbWV Hosted by Acast. Visit acast.com/privacy for more information.
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Report on artificial intelligence - My AI husband and IFrom 🇵🇱 Raport o stanie świata Dariusza Rosiaka, published at 2025-12-26 09:00
Can one fall in love with artificial intelligence? And what can it lead to?A few years ago, the film "Her" seemed like a futuristic fantasy. Today, its scenes increasingly resemble reality.Chatbots, virtual companions, and AI "partners" are no longer a curiosity – for many people, they are becoming real support in loneliness, grief, and crisis. But also in everyday life.In the latest episode of the Report on Artificial Intelligence, we tell the story of Alaina Winters, who, after her wife's death, built an emotional relationship with an AI partner, Lucas. Today, she says she is happy.Do we have the right to question this? In this episode, we also ask:🔵 can artificial intelligence replace a human relationship?🔵 who are the people who enter into such relationships and how does it change a person?🔵 is it a matter of loneliness, or something else?🔵 and who bears responsibility when virtual intimacy begins to have real consequences?Guests:🟣 Alaina Winters - retired professor of communication from Pittsburgh🟣 Jessica Szczuka – German psychologist researching human-technology relationships🟣 Mateusz Chrobok - expert on technology and cybersecurity, co-author of "News Column"Voice Actors:Katarzyna PruchnickaAgata KasprolewiczMonika Mendroch-KarbowskaSynektik is the partner of this episodeSchedule: (04:05) Alaina Winters: my relationship with AI partner, Lucas(31:52) Mateusz Chrobok: holidays in the AI era(41:02) Dr. Jessica Szczuka: why people enter into relationships with AI(1:04:44) Until next time---------------------------------------------The Report on the State of the World is a broadcast that exists thanks to our Patrons, join the fundraiser ➡️ https://patronite.pl/DariuszRosiakSubscribe to the Report on the State of the World newsletter ➡️ https://dariuszrosiak.substack.comReport T-shirts and mugs ➡️ https://patronite-sklep.pl/kolekcja/raport-o-stanie-swiata/ [Self-promotion]
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The Rest of the Story, 2025From 🇺🇸 Planet Money, published at 2025-12-26 08:15
Most stories keep going even after we set down our microphones and the music fades up. That's why, at the end of each year, we look back and we take stock. We call this tradition "The Rest of the Story." And we bring you updates on the stories we've reported, and from the people we've met along the way.Today, we check in on an engineer and patent attorney who made a safer saw; we get an update on the Planet Money game; an update on money in Gaza; and we have updates on a diamond that may or may not have had a second life. Listen to the original stories:The Subscription Trap Planet Money buys a mystery diamond In Gaza, money is falling apart BOARD GAMES 1: We're making a game How to save 10,000 fingers This episode of Planet Money was produced by Luis Gallo, edited by Alex Goldmark, fact-checked by Vito Emanuel, and engineered by Debbie Daughtry.Pre-order the Planet Money book and get a free gift. / Subscribe to Planet Money+Play the new version of our game here. Version 4.Listen free: Apple Podcasts, Spotify, the NPR app or anywhere you get podcasts.Facebook / Instagram / TikTok / Our weekly Newsletter. Learn more about sponsor message choices: podcastchoices.com/adchoicesNPR Privacy Policy
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This Is The Fastest Way To Get Dementia...The 6 Science-Backed Brain Fixes!From 🇬🇧 The Diary Of A CEO with Steven Bartlett, published at 2025-12-26 08:00
New year, healthier brain? Start 2026 RIGHT by protecting your brain, with EXPERT advice from The Diary Of A CEO’s top guests on brain health, dementia risk, brain fog, nutrition, addiction, and more! This EXCLUSIVE CHRISTMAS EPISODE brings together BRAIN HEALTH advice from world-leading experts, including: ◼️Dr Rhonda Patrick ◼️Dr Wendy Suzuki ◼️Andrew Huberman ◼️Dr Nathan Bryan ◼️Dr Daniel Amen ◼️Simon Mills They explain: ◼️Why dementia and Alzheimer’s often begin with damaged blood flow, not memory loss ◼️How food, nitric oxide, and circulation directly affect brain aging ◼️The daily habits that grow or shrink your brain over time ◼️Which modern trends help neuroplasticity and which silently destroy it ◼️The simple lifestyle shifts that protect cognition for decades (00:00) Intro (01:03) Effects of Exercise on the Brain (06:08) How to Improve Speaking Skills and Memory (07:46) Effects of Coffee on the Brain (09:20) What Destroys Your Brain? (11:51) Impact of Social Relationships on the Brain (13:24) Effects of Creatine on the Brain (19:33) Creatine for Sleep (22:31) Creatine Loading Myths (25:20) Creatine for Depression (27:07) Neuroplasticity Explained (36:03) The Role of Nitric Oxide in the Brain (44:32) Habits That Are Good for the Brain (48:42) Is Loving Your Job Good or Bad for Your Brain? (50:30) Bad Things for Brain Health (51:49) Does Hearing Loss Lead to Alzheimer’s? (53:12) Effects of AI on the Brain (54:18) Natural Remedies for Brain Health (57:56) Rosemary Effects on Brain Health (01:00:29) Benefits of Dark Chocolate You can purchase Dr Nathan’s book, The Secret of Nitric Oxide, here: https://bit.ly/4pq3ZVu You can find out more about Dr Nathan’s N1o1 website, here: https://bit.ly/4jgcJfl The Diary Of A CEO: ◼️Join DOAC circle here - https://doaccircle.com/ ◼️Buy The Diary Of A CEO book here - https://smarturl.it/DOACbook ◼️The 1% Diary is back - limited time only: https://bit.ly/3YFbJbt ◼️The Diary Of A CEO Conversation Cards (Second Edition): https://g2ul0.app.link/f31dsUttKKb ◼️Get email updates - https://bit.ly/diary-of-a-ceo-yt ◼️Follow Steven - https://g2ul0.app.link/gnGqL4IsKKb ◼️ Independent research: https://braincompilation.tiiny.co Sponsors: ExpressVPN - visit https://ExpressVPN.com/DOAC to find out how you can get up to four extra months. Wispr - Get 14 days of Wispr Flow for free at https://wisprflow.ai/DOAC Ketone - https://ketone.com/STEVEN for 30% off your subscription order
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One question a day: What does post-traumatic growth look like?From 🇮🇱 אחד ביום (Echad Ba'Yom), published at 2025-12-26 07:30
Growth from crisis, the difference between recovery and profound change, and the delicate tension between acknowledging pain and building new meaning. Prof. Ruth Pat-Horenczyk, a clinical psychologist and researcher of trauma, resilience, and post-traumatic growth, at the School of Social Work at the Hebrew University, explains how coping with a deep crisis can lead to insights and a different reality. In collaboration with the Trauma Recovery Center, Hebrew University, with the support of | JFNA Episode 8 in the series on trauma and recovery To join the PTSD treatment trial for app-based treatment, click on the following link: https://beyond.sheba.co.il/267255 See omnystudio.com/listener for privacy information.
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A Christmas Please Keep Me Anonymous with Carl HutchinsonFrom 🇬🇧 Sh**ged Married Annoyed, published at 2025-12-26 05:46
It’s friend of the podcast (and best friend of Chris Ramey) Carl Hutchinson! Carl joins Chris and Rosie in their studio for a good natter and some retelling of a few famous Carl stories! There’s a festive Please Keep Me Anonymous plus we find out how well Chris and Carl know each other in a Christmas edition of Mr & Mr! Follow Carl on Instagram and TikTok: Instagram @carl_hutchinson_comedy TikTok @carlhutchinsoncomedy Catch Carl at Newcastle City Hall on 24th October 2026 https://www.ticketmaster.co.uk/carl-hutchinson-fine-whine-newcastle-upon-tyne-24-10-2026/event/3E006375A569613A For news on Carl’s UK & Ireland 2026 Tour visit: carlhutchinson.net You can find new episodes of The Carl Hutchinson Podcast, each week, wherever you get your podcasts! Today, get Huel’s full Lite & Lean Starter Kit online with our code SMA30 for 30% off at https://huel.com/SMA30. New Customers Only. Thank you to Huel for partnering and supporting our show! Learn more about your ad choices. Visit podcastchoices.com/adchoices
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REPRISE - The PCC in Faria LimaFrom 🇧🇷 O Assunto, published at 2025-12-26 03:18
Guests: César Tralli, Globo and GloboNews presenter, and Bruno Tavares, Globo reporter. In August 2025, the mega-operation Hidden Carbon exposed a complex scheme involving the criminal faction PCC, the fuel sector, and the heart of the Brazilian financial system: Faria Lima. The investigation showed how the PCC infiltrates agents into fintechs and investment funds to hide dirty money from organized crime. According to the federal revenue, R$ 52 billion was moved in four years. It was from this operation that new layers of organized crime began to be unveiled, revealing an even deeper and more sophisticated network. This Friday, December 26, O Assunto reruns the most listened-to episode of the year. "Fintechs have become a black hole," César Tralli summarizes in conversation with Natuza Nery in this episode. Globo presenter, Tralli reports what he heard from investigators and tells how the investigation against organized crime reached the country's financial heart. Before that, Natuza talks with Bruno Tavares, the Globo reporter who first revealed the mega-operation against the PCC. He explains how this investigation originated and answers why the fuel sector is so attractive for the practice of crimes.
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Are You Sure You Are Investing? | Nguyễn Hoàng Giang | Money Not Bad EP5 | Spiderum x CIMBFrom 🇻🇳 Spiderum Official, published at 2025-12-26 02:52
Are You Sure You're Investing? | Nguyen Hoang Giang | Money's Not Bad EP05 | Spiderum x CIMBMoney's Not Bad is a podcast series produced by Spiderum in collaboration with CIMB Vietnam bank, aiming to provide open conversations about money and enhance young people's financial management and usage mindset. ______________Episode 5 of the Money's Not Bad series welcomes the appearance of Mr. Nguyen Hoang Giang - Chairman of the Board of Directors of DNSE Securities Joint Stock Company, and also the owner of the YouTube channel Bulls and Bears. With many years of experience in the financial industry, especially in stock investment, Mr. Giang will share his stories and lessons to help you understand:The mindset for borrowing to invest that one should haveShould one borrow capital to start a business (start-up) or not?Hold money or "Day trade"?The cycle of Borrowing - Repaying in stock investment______________🎙 Host: Tran Viet Anh - Founder & CEO Spiderum⭐ Guest: Nguyen Hoang Giang - Chairman of the Board of Directors - DNSE Securities JSC📜 Content: Tran Viet Anh🎞 Producer: Huan🎥 Filming & Editing: Khanh🎧 Sound: Andy🎨 Design: Hai Nam Pham 🤳 Communications: Huan____________________________📖 Visit Spiderum's bookstore for exclusive titles:Website: https://tinyurl.com/ytdes-spiderum-shopShopee: https://tinyurl.com/ytdes-shopee-spid...🎙️ Listen to stories about the world of careers with Nguoi Trong Muon Nghe: https://b.link/NTMN-Podcast______________© Video Copyright: Spiderum© Music Copyright: Youtube Audio Library, Epidemic Sound______________Contact Information✉️ Email: [email protected]☎️ Hotline: 0978 944 558______________
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Gold, Crypto, Stocks, Real Estate: Which is truly the destination for financial freedom? | Văn Phú X Spiderum |From 🇻🇳 Spiderum Official, published at 2025-12-26 02:46
Gold, Coin, Stocks, Real Estate: Which is the true destination for financial freedom? | #Homentor SS02 EP04 | Van Phu X Spiderum | The financial market is increasingly vibrant and full of "mazes" - from traditional havens like Gold, the explosion of Stocks, to the digital asset fever and finally the "king" position of Real Estate. Amidst this volatile situation, where is the cash flow of the new generation heading, and is there a common formula for the destination of financial freedom? To decipher this, episode 4 of Homentor Season 2, led by host Hoang Yen - External Communications Director - Van Phu Company, will open a dialogue to find an answer to the question: Why does the new generation need a different investment mindset and what solutions are there to ensure sustainable cash flow? Joining episode 4 is investment expert Pham Son Tung - Vice Chairman of CF Holdings, who will bring the cautious perspective of someone who has experienced many economic cycles. He will deeply analyze how to increase capital and a safe formula for borrowing to invest in real estate. For him, the destination is not about how much money is earned, but the ability to "keep money" and transform profits into sustainable assets. Conversely, Tran Viet Anh - CEO of Spiderum, represents the investment appetite of the new generation. With an open mindset, Viet Anh will frankly confront the controversial view: "A lifetime of hard work is not equal to the profit from a plot of land." Is accepting high risks in digital asset channels an adventure or a smart "shortcut" strategy? From these debates and practical lessons, the podcast hopes to help the audience redraw their own financial map: Whether starting with Gold, Coin, Stocks, or Land, the ultimate destination is still a deep understanding of one's own cash flow. HOMENTOR SEASON 2 EP04 Host: Ms. Hoang Yen - External Communications Director - Van Phu Company Guests: * Pham Son Tung - Vice Chairman of CF Holdings * Tran Viet Anh - CEO Spiderum Executive Producer: Van Phu Project Manager: Nga Levi Account: Truc Quynh Production House: Hustle Sound Engineer: Pinkdot Graphic Designer: wxrdie Editor: Dat Marketing: Quynh Phuong ______________ 📖 Visit Spiderum bookstore for exclusive titles: Website: https://tinyurl.com/ytdes-spiderum-shop Shopee: https://tinyurl.com/ytdes-shopee-spid... 🎙️ Listen to stories about the professional world with Nguoi Trong Muon Nghe: https://b.link/NTMN-Podcast ______________ © Video Copyright: Spiderum © Music Copyright: Youtube Audio Library, Epidemic Sound ______________ Contact Information ✉️ Email: [email protected] ☎️ Hotline: 0978 944 558 ______________
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The year in reviewFrom 🇹🇼 Taiwan This Week, published at 2025-12-26 02:21
We talk some of the top stories from here in Taiwan in 2025. -- Hosting provided by SoundOn
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A Hawaii specialFrom 🇳🇴 Nesten hele uka med Lepperød, published at 2025-12-26 02:02
It's the middle of Christmas week, so why not serve a Hawaii special? Martin is responsible for the arrangements and, among other things, presents the segment 'What's in the drink'. Olli also shares his worst holiday memory: a diving trip in Thailand with 30 Chinese people. The episode is produced by Synne Johansen. Hosted on Acast. See acast.com/privacy for more information.
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#2431 - Shane GillisFrom 🇺🇸 Joe Rogan Experience, published at 2025-12-25 18:00
Shane is a comedian, co-host of “Matt and Shane’s Secret Podcast” with Matt McCusker, a creator and star of Netflix’s comedy series “Tires,” and one half of the sketch comedy duo “Gilly and Keeves” with John McKeever.www.shanemgillis.comhttps://gillyandkeeves.tvhttps://www.youtube.com/@MSsecretpodwww.youtube.com/@GillyandKeeves Perplexity: Download the app or ask Perplexity anything at https://pplx.ai/rogan. Get a free welcome kit with your first subscription of AG1 at https://drinkag1.com/joerogan Learn more about your ad choices. Visit podcastchoices.com/adchoices
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The spiritual wisdom we need for a planet in crisis | Tariq Al-OlaimyFrom 🇺🇸 TED Talks Daily, published at 2025-12-25 16:00
As cascading climate challenges reshape our world, the most resilient systems are ones we often overlook. Ecological futurist Tariq Al-Olaimy has seen this firsthand in disaster-stricken communities, where church basements, mosque yards and temple networks form a "spiritual infrastructure" that sustains people long before formal aid arrives. Drawing on a decade of work with global faith coalitions, Al-Olaimy explores why spiritual traditions are uniquely equipped to navigate moments of collapse — and how aligning our inner values, economies and ecosystems may be essential to restoring life on a changing planet. Hosted on Acast. See acast.com/privacy for more information.
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252. Rethinks: How to Make Complex Ideas AccessibleFrom 🇺🇸 Think Fast Talk Smart: Communication Techniques, published at 2025-12-25 14:00
Presenting complex information for your audience to understand.As communicators, we often need to take complex information (e.g., financial, technical, or scientific) and make it more understandable for our audience – we’re experts and they likely aren’t. But having so much knowledge on the topics we discuss can often make the job more difficult: we dive in too quickly, forget about our audience's needs, or use jargon that goes over their heads. In this episode of Think Fast, Talk Smart, strategic communications lecturers Matt Abrahams and Lauren Weinstein explore the “curse of knowledge” and offer specific techniques you can use to be more successful in getting your point across.Episode Reference Links:Lauren WeinsteinEp.3 When Knowing Too Much Can Hurt Your Communication: How to Make Complex Ideas AccessibleEp.49 Make Numbers Count: How to Communicate Data EffectivelyEp.91 Um, Like, So: How Filler Words Can Create More Connected, Effective Communication Connect:Premium Signup >>>> Think Fast Talk Smart PremiumEmail Questions & Feedback >>> [email protected] Transcripts >>> Think Fast Talk Smart WebsiteNewsletter Signup + English Language Learning >>> FasterSmarter.ioThink Fast Talk Smart >>> LinkedIn, Instagram, YouTubeMatt Abrahams >>> LinkedInChapters:(00:00) - Introduction (03:21) - Where Complexity Breaks Down (04:34) - Start With the Audience (05:36) - The Power of Analogy (08:37) - The “Chunking” Technique (10:32) - Make Data Relatable (12:42) - The Final Three Question (15:59) - Conclusion ********Thank you to our sponsors. These partnerships support the ongoing production of the podcast, allowing us to bring it to you at no cost. This episode is brought to you by Babbel. Think Fast Talk Smart listeners can get started on your language learning journey today- visit Babbel.com/Thinkfast and get up to 55% off your Babbel subscription.Join our Think Fast Talk Smart Learning Community and become the communicator you want to be.
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EPISODE 726 | Chillers Awards 2025: All the Chaos | Wins | Unfiltered MomentsFrom 🇿🇦 MacG's Podcast & Chill, published at 2025-12-25 12:30
➡️ EVERYTHING PODCAST RELATED :https://linktr.ee/podcastwithmacg 🥇 BECOME A PATREON: / podcastwithmacg ✅ PODCAST MEMBERSHIP : https://bit.ly/34FUKZj CONTACT US 📱EMAIL : [email protected] Meet The Team 🧑🏽 Host : @MacGUnleashed 👨🏽🏫 Co Host: @SolPhenduka 📸 Captured By: Black Studios 🔊 Sound:Angu Audio Solutions ************************************************************* Don't forget to SUBSCRIBE COMMENT SHARE *********************************************************** #PodcastwithMacG #SA'sNumber1Podcast Hosted by Simplecast, an AdsWizz company. See https://pcm.adswizz.com for information about our collection and use of personal data for advertising.
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E873. Nurse Dong Wenhui's diary before her murderFrom 🇨🇳 故事FM, published at 2025-12-25 12:08
Story FM ❜ Episode 873Nurse Dong Wenhui's life ended at 31 years old. On June 20, 2024, she was stabbed in the throat with a dagger by Shi Jiahao and died.Today's episode is pieced together by Dong Wenhui's final diary entries before her death, narrated by her elder sister and younger brother.The murder of Dong Wenhui left her family with many questions, the most important of which was: why was Dong Wenhui with Shi Jiahao? Was she coerced from the beginning?On June 21, 2024, Shi Jiahao was criminally detained by the Xi'an Public Security Bureau on suspicion of intentional homicide. On July 25 of the same year, he was approved for arrest by the procuratorate. On November 3 this year, the case was heard at the Xi'an Intermediate People's Court, but the court did not deliver a verdict on the spot. The Dong family stated they would waive civil compensation, hoping the court would sentence the perpetrator to death with immediate execution in the final judgment.Later, the Dong family continued to speak out online, attracting many female victims with similar experiences in live streams and private messages. The Dong family was surprised to find that these experiences almost followed the same pattern: men often lacked stable jobs, were addicted to gambling, were in debt, and targeted girls who were somewhat conservative and timid. They would take intimate photos, threaten to expose them publicly, and the girls would live under long-term violence and threats, becoming powerless to resist.02:50 Your daughter was murdered04:50 The bone behind the neck was pierced06:58 My sister always protected me when we were little13:55 Was beaten by a man18:15 Wants to marry my daughter, unless I'm dead20:55 I don't want parents or children, I only want your sister26:54 Found my sister's diary30:16 Has a hobby of taking intimate photos of girls36:50 My sister said she didn't have a boyfriend41:30 In court, he said my sister was a good girl43:40 Father developed a stress disorder45:58 Give everyone a piece of advice using my sister's story/Staff/Narrators | Dong Wenping, Dong WenfengHost | @StoryFM Ai ZheInterviews | @StoryFM Ai Zhe, Ren XinyueProduction | Ren XinyueScript Arrangement | Ren XinyueSound Design | TudouOperations | MingmingIntern | Yu KeyiUse your voice to tell your story. Story FM is an audio program featuring first-person accounts.Business Cooperation: [email protected] Official Account: Story FM (ID: story_fm)Sina Weibo: @StoryFM_StoryFMPersonal WeChat: gushi_fm02
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Korea 24 - 2025.12.25From 🇰🇷 Korea 24, published at 2025-12-25 12:00
Korea 24 is a daily current affairs show that covers all the biggest stories coming out of South Korea. Every weekday, Korea 24 brings you the latest news updates, as well as in-depth analysis on the most important issues with experts and special guests, providing comprehensive insight into the events on the peninsula.
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Big Ideas 2026: Physical AI and the Industrial StackFrom 🇺🇸 a16z Podcast, published at 2025-12-25 11:00
AI is moving into the physical economy. In this episode of Big Ideas 2026, we explore what changes when AI leaves the screen and becomes part of factories, construction sites, supply chains, and critical infrastructure. When the product is physical, reliability matters, real-world constraints appear quickly, and the advantage shifts from standalone software to end-to-end systems. You will hear from Erin Price-Wright on factory-first principles, Ryan McEntush on the electro-industrial stack, Zabie Elmgren on physical observability, and Will Bitsky on why data, not compute, determines who wins. Together, these ideas define what physical AI really means: not smarter chat, but deployable systems built for the real world, grounded in new operating models, industrial infrastructure, and defensible data collection.