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SAM 3: The Eyes for AI — Nikhila & Pengchuan (Meta Superintelligence), ft. Joseph Nelson (Roboflow)From 🇺🇸 Latent Space: The AI Engineer Podcast, published at 2025-12-18 21:08
as with all demo-heavy and especially vision AI podcasts, we encourage watching along on our YouTube (and tossing us an upvote/subscribe if you like!) From SAM 1's 11-million-image data engine to SAM 2's memory-based video tracking, MSL’s Segment Anything project has redefined what's possible in computer vision. Now SAM 3 takes the next leap: concept segmentation—prompting with natural language like "yellow school bus" or "tablecloth" to detect, segment, and track every instance across images and video, in real time, with human-level exhaustivity. And with the latest SAM Audio (https://x.com/aiatmeta/status/2000980784425931067?s=46), SAM can now even segment audio output! We sat down with Nikhila Ravi (SAM lead at Meta) and Pengchuan Zhang (SAM 3 researcher) alongside Joseph Nelson (CEO, Roboflow) to unpack how SAM 3 unifies interactive segmentation, open-vocabulary detection, video tracking, and more into a single model that runs in 30ms on images and scales to real-time video on multi-GPU setups. We dig into the data engine that automated exhaustive annotation from two minutes per image down to 25 seconds using AI verifiers fine-tuned on Llama, the new SACO (Segment Anything with Concepts) benchmark with 200,000+ unique concepts vs. the previous 1.2k, how SAM 3 separates recognition from localization with a presence token, why decoupling the detector and tracker was critical to preserve object identity in video, how SAM 3 Agents unlock complex visual reasoning by pairing SAM 3 with multimodal LLMs like Gemini, and the real-world impact: 106 million smart polygons created on Roboflow saving humanity an estimated 130+ years of labeling time across fields from cancer research to underwater trash cleanup to autonomous vehicle perception. We discuss: What SAM 3 is: a unified model for concept-prompted segmentation, detection, and tracking in images and video using atomic visual concepts like "purple umbrella" or "watering can" How concept prompts work: short text phrases that find all instances of a category without manual clicks, plus visual exemplars (boxes, clicks) to refine and adapt on the fly Real-time performance: 30ms per image (100 detected objects on H200), 10 objects on 2×H200 video, 28 on 4×, 64 on 8×, with parallel inference and "fast mode" tracking The SACO benchmark: 200,000+ unique concepts vs. 1.2k in prior benchmarks, designed to capture the diversity of natural language and reach human-level exhaustivity The data engine: from 2 minutes per image (all-human) to 45 seconds (model-in-loop proposals) to 25 seconds (AI verifiers for mask quality and exhaustivity checks), fine-tuned on Llama 3.2 Why exhaustivity is central: every instance must be found, verified by AI annotators, and manually corrected only when the model misses—automating the hardest part of segmentation at scale Architecture innovations: presence token to separate recognition ("is it in the image?") from localization ("where is it?"), decoupled detector and tracker to preserve identity-agnostic detection vs. identity-preserving tracking Building on Meta's ecosystem: Perception Encoder, DINO v2 detector, Llama for data annotation, and SAM 2's memory-based tracking backbone SAM 3 Agents: using SAM 3 as a visual tool for multimodal LLMs (Gemini, Llama) to solve complex visual reasoning tasks like "find the bigger character" or "what distinguishes male from female in this image" Fine-tuning with as few as 10 examples: domain adaptation for specialized use cases (Waymo vehicles, medical imaging, OCR-heavy scenes) and the outsized impact of negative examples Real-world impact at Roboflow: 106M smart polygons created, saving 130+ years of labeling time across cancer research, underwater trash cleanup, autonomous drones, industrial automation, and more — MSL FAIR team Nikhila: https://www.linkedin.com/in/nikhilaravi/ Pengchuan: https://pzzhang.github.io/pzzhang/ Joseph Nelson X: https://x.com/josephofiowa LinkedIn: https://www.linkedin.com/in/josephofiowa/ [FLIGHTCAST_CHATPERS]
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The Battle Over a Church Worth MillionsFrom 🇺🇸 The Journal, published at 2025-12-18 21:00
After a historic church in the heart of Nashville was taken over by a businessman, the family of the church’s original founder, including Christian pop star Amy Grant, says the building was “steeple-jacked.” The businessman leading the church denies the allegations. WSJ’s Cameron McWhirter explains to Ryan Knutson why many American churches are vulnerable to a hostile takeover. Further Listening: - ‘Exmo’ Influencers Are Taking On Mormonism - The Financial Mess Facing the Vatican - Why the New Pope Is Taking on AI Sign up for WSJ’s free What’s News newsletter. Learn more about your ad choices. Visit megaphone.fm/adchoices
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La Zanzara of 18 December 2025From 🇮🇹 La Zanzara, published at 2025-12-18 20:45
La Zanzara of 18 December 2025
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Treasury freezes funds for 75 municipalities; Zimbali unveils R20bn Marina & eco-living planFrom 🇿🇦 The Money Show, published at 2025-12-18 18:48
Stephen Grootes speaks to Miyelani Holeni, Municipal Governance Expert about Treasury withholding funds from municipalities over alleged financial mismanagement, the revenue consequences for municipalities and the effects of service delivery. In other interviews, Neil Cocker, Vice President of Operations, Zimbali Lakes talks about the bold R20 billion Zimbali Vision 2030 development. The Money Show is a podcast hosted by well-known journalist and radio presenter, Stephen Grootes. He explores the latest economic trends, business developments, investment opportunities, and personal finance strategies. Each episode features engaging conversations with top newsmakers, industry experts, financial advisors, entrepreneurs, and politicians, offering you thought-provoking insights to navigate the ever-changing financial landscape. Thank you for listening to a podcast from The Money Show Listen live Primedia+ weekdays from 18:00 and 20:00 (SA Time) to The Money Show with Stephen Grootes broadcast on 702 https://buff.ly/gk3y0Kj and CapeTalk https://buff.ly/NnFM3Nk For more from the show, go to https://buff.ly/7QpH0jY or find all the catch-up podcasts here https://buff.ly/PlhvUVe Subscribe to The Money Show Daily Newsletter and the Weekly Business Wrap here https://buff.ly/v5mfetc The Money Show is brought to you by Absa Follow us on social media 702 on Facebook: https://www.facebook.com/TalkRadio702 702 on TikTok: https://www.tiktok.com/@talkradio702 702 on Instagram: https://www.instagram.com/talkradio702/ 702 on X: https://x.com/CapeTalk 702 on YouTube: https://www.youtube.com/@radio702 CapeTalk on Facebook: https://www.facebook.com/CapeTalk CapeTalk on TikTok: https://www.tiktok.com/@capetalk CapeTalk on Instagram: https://www.instagram.com/ CapeTalk on X: https://x.com/Radio702 CapeTalk on YouTube: https://www.youtube.com/@CapeTalk567 See omnystudio.com/listener for privacy information.
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#2428 - Michael P. MastersFrom 🇺🇸 Joe Rogan Experience, published at 2025-12-18 18:00
Michael P. Masters, PhD, is a professor of biological anthropology at Montana Technological University and the author of several books exploring the hypothesis that alien visitors may be human time travelers from the future. The most recent titles are "The Extratempestrial Model," a work of nonfiction, and the novel "Revelation: The Future Human Past." www.idflyobj.com/books-%26-merchwww.youtube.com/@MichaelPMasterswww.idflyobj.com Download the app or ask Perplexity anything at https://pplx.ai/rogan. This video is sponsored by BetterHelp. Visit https://BetterHelp.com/JRE This episode is brought to you by Monster Ultra. Zero Sugar, Flavor Unleashed. Visit https://monsterenergy.com to learn more. Learn more about your ad choices. Visit podcastchoices.com/adchoices
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Why are people starting to sound like ChatGPT? | Adam AleksicFrom 🇺🇸 TED Talks Daily, published at 2025-12-18 16:00
Algorithms and AI don't just show us reality — they warp it in ways that benefit platforms built to exploit people for profit, says etymologist Adam Aleksic. From ChatGPT influencing our word choices to Spotify turning a data cluster into a new musical genre, he reveals how new technology subconsciously shapes our language, trends and sense of identity. "These aren't neutral tools," he says, encouraging us to constantly ask ourselves: How am I being influenced?(After the talk, Aleksic sits down with Elise Hu, host of TED Talks Daily podcast, to discuss how he became interested in language and its evolution — from writing on leaves, clay and stone to AI models like ChatGPT.) Hosted on Acast. See acast.com/privacy for more information.
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Dust, a silent threat in the home that we breathe in every day | MM EP.2567From 🇹🇭 Mission To The Moon, published at 2025-12-18 13:00
We're familiar with outdoor PM2.5, but how clean is the "indoor air" we breathe every day? Tiny dust particles, chemicals, and gases emitted by household appliances can accumulate in areas we consider safest, deteriorating air quality without us even realizing it. That's why air purifiers have become an essential part of modern homes, particularly those that can tackle dust, gases, and tiny pollutants, much like Dyson designs technology to improve "indoor air" through filtration, air circulation, and the management of invisible pollutants. In this episode, we'll take a closer look at where indoor air problems originate and why truly clean indoor air is a fundamental aspect of health that we cannot afford to overlook.
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EPISODE 724 | Chillers All Black Party | Google Year In Search | Sip n Chill game | Is Sfiso Emotional?From 🇿🇦 MacG's Podcast & Chill, published at 2025-12-18 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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Korea 24 - 2025.12.18From 🇰🇷 Korea 24, published at 2025-12-18 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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Do Revenue and Margins Still Matter in AI?From 🇺🇸 a16z Podcast, published at 2025-12-18 11:00
In this episode, we’re sharing a conversation with David George, General Partner at a16z on the firm’s growth investing team. David has been involved in backing many of the defining companies of this era and is now investing behind a new wave of AI startups. This discussion goes deep into how the a16z growth practice operates: how the team hires and develops a “Yankees-level” culture, how investment decisions get made without traditional committees, and how they build long-term relationships with founders years before investing. A major focus is AI. David talks through how the team is investing across the stack and why he believes this period could create some of the largest companies ever built. He also walks through the models that guide his thinking: why markets often misprice consistent growth, what makes “pull” businesses so durable, why many important markets become winner-take-all, and what he’s learned from studying exceptional founders — especially the “technical terminators” he’s drawn to.
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Everything is about raw materialsFrom 🇳🇱 Boekestijn en De Wijk, published at 2025-12-18 10:21
How much stronger is Defense now? | If the US invades Venezuela | The time after TrumpSee omnystudio.com/listener for privacy information.
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The Salesforce CFO who left to save livesFrom 🇺🇸 Masters of Scale, published at 2025-12-18 10:00
After serving as Chief Legal Officer and then CFO at Salesforce, Amy Weaver sought a new challenge. She is now CEO of Direct Relief, which she tells host Jeff Berman is "the largest, most efficient, most effective, and most impactful global humanitarian group that you may never have heard of.” Weaver reveals scale lessons from Salesforce and how she's now applying them to amplify Direct Relief's vital work.Learn more about Direct Relief: directrelief.orgSubscribe to the Masters of Scale weekly newsletter: https://mastersofscale.com/newsletter/See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
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E871. The person who creates with timeFrom 🇨🇳 故事FM, published at 2025-12-18 09:04
Story FM ❜ Episode 871I am currently at an art space in Beijing 798, watching an exhibition. The exhibition is named "Qingye" and features the works of artist Ma Yujiang. For Ma Yujiang, time is a one-way river flowing from "loss." His creative starting point is like a child in the long river of time, attempting to retrieve a moon that never truly belonged to him.However, art is a kind of magic; it can create another kind of time. There, absence can become presence, memories can be reshaped, and embraces that never happened can also gain warmth on canvas.Today, let's step into the world of artist Ma Yujiang. His creation, starting from that three-year-old twilight, has extended to the present day, a long reunion.Today's episode will be a little different. In the past, I always invited storytellers into our recording studio, but this time, I want to try a different approach – letting the storyteller take me, and you, into his home ground, his exhibition. To experience an art exhibition about "time" through sound./Staff/Narrator｜Ma YujiangHost | @StoryFM_AizheInterview | @StoryFM_AizheProducer | XiaochengScript Editor丨XiaochengSound Design | XiaochengOperations | MingmingUse your voice to tell your story.Story FM is an audio program featuring first-person narratives. You can listen to our program on the following platforms:Apple Podcasts | NetEase Cloud Music | XimalayaQingting FM | Lizhi FM | Lanren TingshuXiao Universe | QQ Music | Kugou Music | Kuwo MusicSpotify | YouTube MusicBusiness Cooperation: [email protected] Official Account: Story FM (ID: story_fm)Sina Weibo: @StoryFM_StoryFMPersonal WeChat ID: gushi_fm02
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82 Jo Jin-woong retires from the industry: After his juvenile offender record was exposed, why is everyone dissatisfied?From 🇨🇳 正文三台, published at 2025-12-18 09:04
-This Episode's Lineup-Phil Chang, Host of podcast "Zhengwen Santai"Zhang Zhihua, Honorary President of the Association of Chinese Lawyers in Korea, Standing Director of the Korean Criminal Procedure Law Society-Timeline--Production-Phil Chang-Listener Group-If the QR code has expired, please check the latest episode of "Zhengwen Santai" for the most current QR code below, or message Phil Chang on Xiaohongshu or Douyin (ID: Phil Chang) to join the listener group*This program welcomes more interesting and high-quality content. Friends with relevant experience and interest can join the listener group to contact Phil Chang. "Zhengwen Santai" looks forward to your contributions!
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Essentials: How to Set & Achieve GoalsFrom 🇺🇸 Huberman Lab, published at 2025-12-18 09:00
In this Huberman Lab Essentials episode, I explain how to use science-based tools to better set and achieve goals. I discuss the neuroscience of goal pursuit and how dopamine and visual attention shape motivation and effort. I explain whether visualizing success or failure better supports goal pursuit, how to choose goals at the right level of difficulty and evaluate progress. I also share a short “space-time bridging” protocol that helps train long-range, goal-directed behavior. These tools will help you stay motivated and reach goals more effectively. Read the episode show notes at hubermanlab.com. Thank you to our sponsors AG1: https://drinkag1.com/huberman David: https://davidprotein.com/huberman LMNT: https://drinklmnt.com/huberman Timestamps (00:00:00) Goal Setting (00:00:23) Brain & Goal Pursuit (00:03:32) Goal Value, Action Steps (00:05:49) Sponsor: David (00:07:07) Peripersonal vs Extrapersonal Space (00:08:34) Tool: Visual Focus & Pursuing Goals (00:13:04) Visualization & Goal Pursuit, Tool: Visualize Failure (00:15:25) Sponsor: AG1 (00:16:48) Tool: Goal Setting & Difficulty Level (00:18:27) Dopamine & Goal Pursuit, Reward Prediction Error, Tool: Weekly Goal Assessment (00:23:39) Dopamine & Vision; Importance of Behavioral Tools (00:25:37) Recap of Tools for Goal Setting & Pursuit (00:26:49) Sponsor: LMNT (00:28:21) Goal Pursuit, Time; Tool: Space-Time Bridging (00:35:49) Recap, Key Takeaways Disclaimer & Disclosures Learn more about your ad choices. Visit megaphone.fm/adchoices
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Tucker Carlson on the Somali Invasion and the Self-Loathing Ideology Destroying AmericaFrom 🇺🇸 The Tucker Carlson Show, published at 2025-12-18 06:03
Why would you decide to import primitive Somali tribes and encourage them not to assimilate? The only possible explanation is that you’re trying to destroy the country. @lizcollinLiz Collin Alpha News Journalist Paid partnerships with: GCU: Find your purpose at Grand Canyon University. Learn more at https://GCU.edu Pure Talk: Go to https://PureTalk.com/Tucker and save 50% off your first month. Preborn: To donate please dial #250 and say keyword "BABY" or visit https://preborn.com/TUCKER Learn more about your ad choices. Visit megaphone.fm/adchoices
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#1034 - 23 Lessons from 2025From 🇺🇸 Modern Wisdom, published at 2025-12-18 06:00
It’s the end of 2025 and to celebrate I thought I’d run through some of the best lessons I’ve picked up over the last 12 months. This year has had over 10,000 minutes of episodes produced so there was a lot to choose from but I ended up settling on 23 insights from some of my favourite conversations, both inside and outside of the podcast. Expect to learn why I try to stay out of internet drama, how not to care about what other people think of you, why you shouldn't have shame in small fears, how to use vulnerability to your advantage and show true strength, why procrastination is often about fear, what the Atlas Complex, Input-Output Delusion and The Anorexic Hermit Crab is, and much more... Sponsors: See discounts for all the products I use and recommend: https://chriswillx.com/deals Sign up for a one-dollar-per-month trial period from Shopify at https://shopify.com/modernwisdom Get up to $50 off the RP Hypertrophy App at https://rpstrength.com/modernwisdom Get the brand new Whoop 5.0 and your first month for free at https://join.whoop.com/modernwisdom Extra Stuff: Get my free reading list of 100 books to read before you die: https://chriswillx.com/books Try my productivity energy drink Neutonic: https://neutonic.com/modernwisdom Episodes You Might Enjoy: #577 - David Goggins - This Is How To Master Your Life: https://tinyurl.com/43hv6y59 #712 - Dr Jordan Peterson - How To Destroy Your Negative Beliefs: https://tinyurl.com/2rtz7avf #700 - Dr Andrew Huberman - The Secret Tools To Hack Your Brain: https://tinyurl.com/3ccn5vkp - Get In Touch: Instagram: https://www.instagram.com/chriswillx Twitter: https://www.twitter.com/chriswillx YouTube: https://www.youtube.com/modernwisdompodcast Email: https://chriswillx.com/contact - Learn more about your ad choices. Visit megaphone.fm/adchoices
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Creator of AI: We Have 2 Years Before Everything Changes! These Jobs Won't Exist in 24 Months!From 🇬🇧 The Diary Of A CEO with Steven Bartlett, published at 2025-12-18 06:00
AI pioneer YOSHUA BENGIO, Godfather of AI, reveals the DANGERS of Agentic AI, killer robots, and cyber crime, and how we MUST build AI that won’t harm people…before it’s too late. Professor Yoshua Bengio is a Computer Science Professor at the Université de Montréal and one of the 3 original Godfathers of AI. He is the most-cited scientist in the world on Google Scholar, a Turing Award winner, and the founder of LawZero, a non-profit organisation focused on building safe and human-aligned AI systems. He explains: ◼️Why agentic AI could develop goals we can’t control ◼️How killer robots and autonomous weapons become inevitable ◼️The hidden cyber crime and deepfake threat already unfolding ◼️Why AI regulation is weaker than food safety laws ◼️How losing control of AI could threaten human survival [00:00] Why Have You Decided to Step Into the Public Eye? [02:53] Did You Bring Dangerous Technology Into the World? [05:23] Probabilities of Risk [08:18] Are We Underestimating the Potential of AI? [10:29] How Can the Average Person Understand What You're Talking About? [13:40] Will These Systems Get Safer as They Become More Advanced? [20:33] Why Are Tech CEOs Building Dangerous AI? [22:47] AI Companies Are Getting Out of Control [24:06] Attempts to Pause Advancements in AI [27:17] Power Now Sits With AI CEOs [35:10] Jobs Are Already Being Replaced at an Alarming Rate [37:27] National Security Risks of AI [43:04] Artificial General Intelligence (AGI) [44:44] Ads [48:34] The Risk You're Most Concerned About [49:40] Would You Stop AI Advancements if You Could? [54:46] Are You Hopeful? [55:45] How Do We Bridge the Gap to the Everyday Person? [56:55] Love for My Children Is Why I’m Raising the Alarm [01:00:43] AI Therapy [01:02:43] What Would You Say to the Top AI CEOs? [01:07:31] What Do You Think About Sam Altman? [01:09:37] Can Insurance Companies Save Us From AI? [01:12:38] Ads [01:16:19] What Can the Everyday Person Do About This? [01:18:24] What Citizens Should Do to Prevent an AI Disaster [01:20:56] Closing Statement [01:22:51] I Have No Incentives [01:24:32] Do You Have Any Regrets? [01:27:32] Have You Received Pushback for Speaking Out Against AI? [01:28:02] What Should People Do in the Future for Work? Follow Yoshua: LawZero - https://bit.ly/44n1sDG Mila - https://bit.ly/4q6SJ0R Website - https://bit.ly/4q4RqiL You can purchase Yoshua’s book, ‘Deep Learning (Adaptive Computation and Machine Learning series)’, here: https://amzn.to/48QTrZ8 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 Sponsors: Wispr - Get 14 days of Wispr Flow for free at https://wisprflow.ai/DOAC Pipedrive - https://pipedrive.com/CEO Rubrik - To learn more, head to https://rubrik.com
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Advent Calendar #18: Red CardFrom 🇩🇪 Verbrechen, published at 2025-12-18 05:00
Boys go to the football club to learn team spirit. But sometimes there they only learn to survive.
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News: The murder of the journalist Kim WallFrom 🇸🇪 P3 Dokumentär, published at 2025-12-18 05:00
Inventor Peter Madsen invites journalist Kim Wall on a trip in his self-built submarine. She is going to do an interview but never comes home. Listen to all episodes in Sveriges Radio's app. In 2017, a space race is underway in Denmark. Two competing amateur space societies want to be the first to launch a privately built rocket above the Earth's atmosphere. Journalist Kim Wall is working on an article about the unusual competition. She is invited aboard inventor Peter Madsen's self-built submarine to interview him there. But the submarine disappears from radar, and when it resurfaces, only the inventor remains onboard. Peter Madsen says he dropped Kim off the same evening they went out, but the police believe he is lying. Kim is not on board the submarineDays pass and Kim is gone without a trace. The media follows the case closely, and for Kim's family, the situation is unbearable. – When I last spoke to Kim, there was no talk about any damn submarine, it wasn't even on the map. It feels like a strange fever dream, says Kim's younger brother Tom.Participants:Ingrid Wall, Kim's mother.Tom Wall, Kim's brother.Jens Møller Jensen, then head of the Copenhagen Police Homicide Department.Jakob Buch-Jepsen, then special prosecutor at the department for violent crimes within the Copenhagen Police.Emma Sullivan, documentary filmmaker who followed Peter Madsen's work on the space race at the time of the murder.Viola Gad, Kim's friend and classmate at the journalism program at the University of Columbia.Johan Esbjörnsson, police officer and dog handler who, together with the dog Ben, searched for Kim's body parts.A documentary by Ida Lundqvist.Producer: Tove Palén.The documentary is produced in 2025.