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  Captaining IMO Gold, Deep Think, On-Policy RL, Feeling the AGI in Singapore — Yi Tay 2

  From 🇺🇸 Latent Space: The AI Engineer Podcast, published at 2026-01-23 15:22

  From shipping Gemini Deep Think and IMO Gold to launching the Reasoning and AGI team in Singapore, Yi Tay has spent the last 18 months living through the full arc of Google DeepMind's pivot from architecture research to RL-driven reasoning—watching his team go from a dozen researchers to 300+, training models that solve International Math Olympiad problems in a live competition, and building the infrastructure to scale deep thinking across every domain, and driving Gemini to the top of the leaderboards across every category. Yi Returns to dig into the inside story of the IMO effort and more! We discuss: Yi's path: Brain → Reka → Google DeepMind → Reasoning and AGI team Singapore, leading model training for Gemini Deep Think and IMO Gold The IMO Gold story: four co-captains (Yi in Singapore, Jonathan in London, Jordan in Mountain View, and Tong leading the overall effort), training the checkpoint in ~1 week, live competition in Australia with professors punching in problems as they came out, and the tension of not knowing if they'd hit Gold until the human scores came in (because the Gold threshold is a percentile, not a fixed number) Why they threw away AlphaProof: "If one model can't do it, can we get to AGI?" The decision to abandon symbolic systems and bet on end-to-end Gemini with RL was bold and non-consensus On-policy vs. off-policy RL: off-policy is imitation learning (copying someone else's trajectory), on-policy is the model generating its own outputs, getting rewarded, and training on its own experience—"humans learn by making mistakes, not by copying" Why self-consistency and parallel thinking are fundamental: sampling multiple times, majority voting, LM judges, and internal verification are all forms of self-consistency that unlock reasoning beyond single-shot inference The data efficiency frontier: humans learn from 8 orders of magnitude less data than models, so where's the bug? Is it the architecture, the learning algorithm, backprop, off-policyness, or something else? Three schools of thought on world models: (1) Genie/spatial intelligence (video-based world models), (2) Yann LeCun's JEPA + FAIR's code world models (modeling internal execution state), (3) the amorphous "resolution of possible worlds" paradigm (curve-fitting to find the world model that best explains the data) Why AI coding crossed the threshold: Yi now runs a job, gets a bug, pastes it into Gemini, and relaunches without even reading the fix—"the model is better than me at this" The Pokémon benchmark: can models complete Pokédex by searching the web, synthesizing guides, and applying knowledge in a visual game state? "Efficient search of novel idea space is interesting, but we're not even at the point where models can consistently apply knowledge they look up" DSI and generative retrieval: re-imagining search as predicting document identifiers with semantic tokens, now deployed at YouTube (symmetric IDs for RecSys) and Spotify Why RecSys and IR feel like a different universe: "modeling dynamics are strange, like gravity is different—you hit the shuttlecock and hear glass shatter, cause and effect are too far apart" The closed lab advantage is increasing: the gap between frontier labs and open source is growing because ideas compound over time, and researchers keep finding new tricks that play well with everything built before Why ideas still matter: "the last five years weren't just blind scaling—transformers, pre-training, RL, self-consistency, all had to play well together to get us here" Gemini Singapore: hiring for RL and reasoning researchers, looking for track record in RL or exceptional achievement in coding competitions, and building a small, talent-dense team close to the frontier — Yi Tay Google DeepMind: https://deepmind.google X: https://x.com/YiTayML Chapters 00:00:00 Introduction: Returning to Google DeepMind and the Singapore AGI Team 00:04:52 The Philosophy of On-Policy RL: Learning from Your Own Mistakes 00:12:00 IMO Gold Medal: The Journey from AlphaProof to End-to-End Gemini 00:21:33 Training IMO Cat: Four Captains Across Three Time Zones 00:26:19 Pokemon and Long-Horizon Reasoning: Beyond Academic Benchmarks 00:36:29 AI Coding Assistants: From Lazy to Actually Useful 00:32:59 Reasoning, Chain of Thought, and Latent Thinking 00:44:46 Is Attention All You Need? Architecture, Learning, and the Local Minima 00:55:04 Data Efficiency and World Models: The Next Frontier 01:08:12 DSI and Generative Retrieval: Reimagining Search with Semantic IDs 01:17:59 Building GDM Singapore: Geography, Talent, and the Symposium 01:24:18 Hiring Philosophy: High Stats, Research Taste, and Student Budgets 01:28:49 Health, HRV, and Research Performance: The 23kg Journey

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  4 dumb ideas that made people rich

  From 🇺🇸 My First Million, published at 2026-01-23 14:34

  Get a list of 100+ side hustle ideas to make $: https://clickhubspot.com/dha Episode 788:  Sam Parr ( ⁠https://x.com/theSamParr⁠ ) and Shaan Puri ( ⁠https://x.com/ShaanVP⁠ ) talk about simple $1M businesses that anyone could do.  Show Notes: (0:00) Fun Party Hats (7:58) Star Registry (18:29) 10-hr fireplace (26:39) Don't get bored of greatness (36:23) Receiving feedback (42:46) Billy of the Week: John Catsimatidis, Supermarket Baron (55:14) the billionaire tax (1:00:18) Shaan takes his son courtside — Links: • Foam Party Hats - https://foampartyhats.com/  • Star Naming - https://star-naming.com/  • Brain.fm - https://www.brain.fm/  — Check Out Shaan's Stuff: • Shaan's weekly email - https://www.shaanpuri.com  • Visit https://www.somewhere.com/mfm to hire worldwide talent like Shaan and get $500 off for being an MFM listener. Hire developers, assistants, marketing pros, sales teams and more for 80% less than US equivalents. • Mercury - Need a bank for your company? Go check out Mercury (mercury.com). Shaan uses it for all of his companies! Mercury is a financial technology company, not an FDIC-insured bank. Banking services provided by Choice Financial Group, Column, N.A., and Evolve Bank & Trust, Members FDIC • I run all my newsletters on Beehiiv and you should too + we're giving away $10k to our favorite newsletter, check it out: beehiiv.com/mfm-challenge — Check Out Sam's Stuff: • Hampton - https://www.joinhampton.com/ • Ideation Bootcamp - https://www.ideationbootcamp.co/ • Copy That - https://copythat.com • Hampton Wealth Survey - https://joinhampton.com/wealth • Sam’s List - http://samslist.co/ My First Million is a HubSpot Original Podcast // Brought to you by HubSpot Media // Production by Arie Desormeaux // Editing by Ezra Bakker Trupiano /

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  Has the Greenland crisis been averted?

  From 🇳🇱 Boekestijn en De Wijk, published at 2026-01-23 14:09

  Uncertainty about Greenland deal | Security guarantees for Ukraine | France boards Russian tankerSee omnystudio.com/listener for privacy information.

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  How Mintlify Is Rebuilding Documentation for Coding Agents

  From 🇺🇸 a16z Podcast, published at 2026-01-23 14:00

  Mintlify is a documentation platform built by cofounders Han Wang and Hahnbee Lee to help teams create and maintain developer docs. In this episode, Andreessen Horowitz general partners Jennifer Li and Yoko Li speak with Han and Hahnbee about how coding agents are changing what “good docs” mean, shifting documentation from a human-only resource into infrastructure that powers AI tools, support agents, and internal knowledge workflows. They share Mintlify’s early journey, including eight pivots, the two-day prototype that landed their first customer, and the “do things that don’t scale” sales motion that helped them win early traction. The conversation also covers why docs go out of date, what “self-healing” documentation requires to actually work, and how serving fast-moving customers has shaped both their product priorities and their pace.

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  What 'emotional wound' is hidden beneath addiction? | MM EP.2591

  From 🇹🇭 Mission To The Moon, published at 2026-01-23 13:00

  Even though we know it's bad, why can't we stop? Many times we blame ourselves for being undisciplined or not strong enough. But in Carl Jung's psychology, addiction might not just be a matter of habit, but an attempt to "heal unseen emotional wounds." Because beneath the behaviors we hate, there might be some hidden pain. And this clip will take you to explore the 'Shadow' to unlock yourself from a cage you didn't create. If you are stuck in a loop of self-destructive behavior, try to stop blaming yourself and instead 'face your emotional wounds' for once. #Psychology #Addiction #Psychology #MissionToTheMoon #missiontothemoonpodcast

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  Will ChatGPT Ads Change OpenAI? + Amanda Askell Explains Claude's New Constitution

  From 🇺🇸 Hard Fork, published at 2026-01-23 12:00

  “The question is not are these first couple of ads that we're seeing from OpenAI going to be good or not? It's whether two or three years from now, ChatGPT is being steered toward ad-friendly topics.”

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  Korea 24 - 2026.01.23

  From 🇰🇷 Korea 24, published at 2026-01-23 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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  Why are Indians scared to invest in the stock market?

  From 🇮🇳 Finshots Daily, published at 2026-01-23 11:58

  In today's episode on 23rd June 2026, we have reviewed the SEBI Investor Survey 2025 and found out what causes some Indians to stay away from the stock market.⁠Book a FREE call with Ditto⁠

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  DOCTOR: HE REFUSED TENS OF MILLIONS OF EUROS TO PROTECT OUR MEDICAL RECORDS!

  From 🇫🇷 LEGEND, published at 2026-01-23 10:00

  Galeon is launching its public bonds; to invest, click here ➡️https://link.influxcrew.com/galeon-LEGENDCommercial partnershipThanks to Loïc Brotons for coming on Legend Loïc Brotons is a doctor and founder of Galeon, a French company dedicated to improving patient care.Galeon is a shared patient record platform for hospitals, designed to restructure health data and optimize the care pathway.This software aims to simplify the daily lives of healthcare professionals while ensuring the structuring and security of medical information.Find all information about our guest here ⬇️Galeon website ➡️ https://link.influxcrew.com/galeon-LEGENDGaleon Instagram account ➡️ https://www.instagram.com/galeoncare/ Loïc's Instagram account ➡️ https://www.instagram.com/loic_ceo/To get your tickets for the LEGEND TOUR, click here ➡️ https://www.legend-tour.fr/  Find the LEGEND shop and our offers during the sales ➡️ https://shop.legend-group.fr/Find the full interview on YouTube ➡️ https://youtu.be/AU0p6LbFjhIThis video is provided for informational purposes only.It does not constitute investment advice, nor a recommendation to buy or sell financial securities.All investments carry risks, including a risk of partial or total loss of the invested capital.This video does not constitute a public offering of financial securities or a solicitation to invest.The information presented is valid as of the publication date and is subject to change.The author of the video cannot be held responsible for decisions made based on this information.For all partnership requests: [email protected] us on all LEGEND networks!Facebook: https://www.facebook.com/legendmediafr Instagram: https://www.instagram.com/legendmedia/ TikTok: https://www.tiktok.com/@legend Twitter : https://twitter.com/legendmediafr Snapchat: https://t.snapchat.com/CgEvsbWV Hosted by Acast. Visit acast.com/privacy for more information.

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  Most Replayed Moment: How To Talk About Money With Your Partner! The Mistakes Most Couples Make!

  From 🇬🇧 The Diary Of A CEO with Steven Bartlett, published at 2026-01-23 06:00

  Ramit Sethi is a personal finance expert and bestselling author who’s helped millions build a “Rich Life”. In this Moment, Ramit shares the money truths couples avoid, the biggest conversation most people won’t have, and why financial stress in relationships is rarely about the bank balance - it’s about psychology, expectations, and trust. Listen to the full episode here! Spotify: https://g2ul0.app.link/oauqs52HTZb Apple: https://g2ul0.app.link/m5eOYF6HTZb Watch the Episodes On YouTube: ⁠⁠https://www.youtube.com/c/%20TheDiaryOfACEO/videos Ramit Sethi: https://www.iwillteachyoutoberich.com/

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  Soft play beef, a public apology and some sibling trolling

  From 🇬🇧 Sh**ged Married Annoyed, published at 2026-01-23 05:29

  On this week SMA, Chris has some Soft Play beef, he makes a public apology to friend of the pod, Carl Hutchinson and he reveals why he begrudges Nana Bridget the leftovers! Rosie hears from Kev with some low level (unintentional) trolling and she explains her love of clingfilm. All of this plus some fantastic WhatsApp messages 💨 and questions from the public...mint anyone?? If you want to get involved and have your stories and voice notes included on the podcast then get in touch! 📧: [email protected] 📱: 07874 406650 Enjoy all these episodes on the Shagged Married Annoyed YouTube channel: ⁠⁠⁠youtube.com/@shagged.married.annoyed 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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  Inside America's AI Strategy: Infrastructure, Regulation, and Global Competition

  From 🇺🇸 All-In with Chamath, Jason, Sacks & Friedberg, published at 2026-01-23 04:38

  (0:00) Introducing David Sacks and Michael Kratsios, moderated by Maria Bartiromo (1:21) The cost of infrastructure build-out, energy challenges (12:41) Where AI will be most impactful (22:39) The China Threat, globalization strategy (39:12) America's entrepreneurial AI outlook Follow Michael: https://x.com/MichaelKratsios Follow Maria: https://x.com/MariaBartiromo Follow the besties: https://x.com/chamath https://x.com/Jason https://x.com/DavidSacks https://x.com/friedberg Follow on X: https://x.com/theallinpod Follow on Instagram: https://www.instagram.com/theallinpod Follow on TikTok: https://www.tiktok.com/@theallinpod Follow on LinkedIn: https://www.linkedin.com/company/allinpod Intro Music Credit: https://rb.gy/tppkzl https://x.com/yung_spielburg Intro Video Credit: https://x.com/TheZachEffect

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  The Secret Agent and the most Brazilian of the Oscars

  From 🇧🇷 O Assunto, published at 2026-01-23 04:11

  Guest: Waldemar Dalenogare, film critic, PhD in History, and the first South American to join the Critics Choice Association, the largest organization of film and television critics in the USA and Canada. The 2026 Academy Awards register a record for Brazilian cinema: five nominations at the awards. "The Secret Agent," a film written and directed by Kleber Mendonça Filho, competes for four statuettes. And cinematographer Adolpho Veloso was nominated for "Train Dreams" – a work filmed almost entirely with natural light, which has been highly praised by international critics. "The Secret Agent" is the Brazilian film with the most nominations of all time, tied with "City of God" in 2004. The feature film competes in the categories Best Ensemble Cast (created by the Academy this edition), Best International Feature Film (the same one "I'm Still Here" won in 2025), Best Actor (with Wagner Moura, who is the first Brazilian actor to make the final list), and in the main category, Best Picture. With this, Brazil reinforces its position as a rising force on cinema screens and at international awards – earlier this year, Kleber Mendonça Filho's feature film had already won two Golden Globe statuettes. In an exclusive report for O Assunto, the filmmaker talks about the power of memory in his work. Regarding Brazil's chances of winning at the Oscars, Natuza Nery speaks with Waldemar Dalenogare, film critic and PhD in History. He, who was the first South American to join the Critics Choice Association, also comments on why Brazilian films have started to attract international attention and assesses what needs to be done for our film industry to take advantage of this moment.

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  Salary 20 million, how to buy a house? | #Homentor SS02 EP04 | Van Phu X Spiderum |

  From 🇻🇳 Spiderum Official, published at 2026-01-23 03:50

  Gold, Coin, Stocks, Real Estate: Which is truly the destination for financial freedom? | #Homentor SS02 EP04 | Van Phu X Spiderum |The financial market is increasingly vibrant and full of "matrices" – from the traditional safe haven of Gold, the boom of Stocks, to the digital asset fever, and finally the "king" status of Real Estate. Amidst this volatile situation, where is the cash flow of the new generation heading, and is there a common formula for achieving financial freedom?To decipher this, episode 4 of Homentor Season 2, led by host Hoang Yen – Director of External Communications – Van Phu Company, will open a dialogue to find answers to the question: Why does the new generation need a different investment mindset and what solutions are there to ensure sustainable cash flow?Accompanying 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 "hold onto 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 viewpoint: "A lifetime of hard work doesn't compare to the profit from a single plot of land." Is accepting high risks in digital asset channels a gamble or a smart "shortcut" strategy?From these debates and practical lessons, the podcast hopes to help the audience draw their own financial map: Whether starting with Gold, Coin, Stocks, or Land, the ultimate destination remains understanding one's own cash flow.HOMENTOR SEASON 2 EP04Host: Ms. Hoang Yen – Director of External Communications – Van Phu Company Guests:Pham Son Tung – Vice Chairman of CF HoldingsTran Viet Anh – CEO of SpiderumExecutive 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-shopShopee: 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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  Classified defense materials and free milk

  From 🇹🇼 Taiwan This Week, published at 2026-01-23 02:17

  We talk a briefing to lawmakers on weapons procurement plans, Taiwan's trade negotiating team meeting the press and more. -- Hosting provided by SoundOn

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  When Jonis was partially wanted by Interpol

  From 🇳🇴 Nesten hele uka med Lepperød, published at 2026-01-23 02:00

  Olli and substitute Jonis are back in the studio to celebrate yet another Friday! The betas think it's fun that Martin has gone hard against Alexander Rybak on Instagram in the middle of his vacation. Martin has also sent another travel dispatch, but Jonis and Olli are a bit unsure how credible the story actually is. Jonis tells about the time he tried to get an emergency passport he could use as ID on the town - and how the passport situation escalated until he was eventually semi-wanted by Interpol. Fuck, marry, kill is back, and this time it's familiar and beloved household objects that get put through their paces. And during this week's beer, Jonis does something that gives him a very bad conscience towards Olli. Do you have criticism, praise or contributions to the digital drunk pipe? Send us an email at: [email protected]. Have a good weekend!The episode is produced by Karoline Fjelldal. Hosted on Acast. See acast.com/privacy for more information.

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  Should Europe Boycott the World Cup? (Question Time)

  From 🇬🇧 The Rest Is Politics, published at 2026-01-23 00:05

  Could Trump’s continued Greenland threats spark international boycotts of the World Cup? Does Robert Jenrick’s chaotic defection to Reform strengthen or weaken the Conservatives? How stable is the ceasefire in Syria, and should it be celebrated as a major victory for Trump? Join Rory and Alastair as they answer all these questions and more. __________ The Rest Is Politics is powered by Fuse Energy. To sign up and for terms and conditions, visit fuseenergy.com/politics. Get our exclusive NordVPN deal here ➼ https://nordvpn.com/restispolitics It's risk-free with Nord's 30-day money-back guarantee ✅ Join The Rest Is Politics Plus: Start your free trial at ⁠therestispolitics.com⁠ to unlock exclusive bonus content – including Rory and Alastair’s miniseries – plus ad-free listening, early access to episodes and live show tickets, an exclusive members’ newsletter, discounted book prices, and a private chatroom on Discord. __________ Instagram: @restispolitics Twitter: @restispolitics Email: [email protected] __________ Social Producer: Celine Charles Video Editor: Adam Thornton Assistant Producer: Daisy Alston-Horne Producer: Evan Green Senior Producer: Callum Hill General Manager: Tom Whiter Learn more about your ad choices. Visit podcastchoices.com/adchoices

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  304. Double assholes at JLC & Edvin's 30th birthday party

  From 🇸🇪 ursäkta, published at 2026-01-22 23:00

  Head over to Podme to listen to the full episode! Use code FLYTT30 for 30 days free!

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  The Woman Behind SpaceX

  From 🇺🇸 The Journal, published at 2026-01-22 21:22

  Gwynne Shotwell, president of SpaceX, has overseen the rise of the rocket and satellite company. She’s also maintained a long relationship with the company’s CEO Elon Musk. Now, with a potential IPO looming, WSJ’s Micah Maidenberg reports on how expansive Shotwell’s role is, and explains the big year ahead. Jessica Mendoza hosts.  Further Listening: - When Elon Musk Moves In Next Door- Elon Musk’s Unusual Relationships With Women at SpaceXSign up for WSJ’s free What’s News newsletter. Learn more about your ad choices. Visit megaphone.fm/adchoices

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  The Mosquito, January 22, 2026

  From 🇮🇹 La Zanzara, published at 2026-01-22 20:45

  La Zanzara of January 22, 2026

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