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Forgotten record review: Painless jazz
Jazz is a niche market, and the folks who love jazz really love jazz. Their passion, and the cult-like nature of jazz, has given rise to a certain snobbery regarding jazz music. That snobbery is limited almost exclusively to the years 1947-1967.
Up the greasy pole of politics to the Supreme Court
The most expensive election for Supreme Court positions has also become the most partisan
Nebraska soccer draws USC for a record-breaking fifth straight scoreless draw
Nebraska soccer drew 0-0 against USC on Thursday, Oct. 22, at Hibner Stadium. This was the Huskers’ fifth straight scoreless draw and 10th of the season. The Huskers haven’t scored in 452 minutes and haven’t given up a goal in over 540.
Justice Department asks appeals court to intervene in California ballot case
WASHINGTON, Oct 22 (Reuters) - The US Justice Department asked an appeals court to intervene on Thursday in its lawsuit seeking to temporarily block California from counting more than 20,000
DOJ charges 15 for $2 billion in fraudulent health care claims in California
The largest of the cases involved $1.6 billion in billings for what the DOJ described as “sham substance abuse treatment” in Southern California.
Science Matters: Protecting Lake Memphremagog’s Health
NEWPORT CITY- A panel of scientists brought surprising news questioning the conclusions of a study of melanoma lesions infecting Brown Bullheads in Lake Memphremagog, PFAS levels in the food you
Palmetto Sports Daily: Bryce Young gears up for 50th career start
PSD returns with a preview of the Panthers looking to stay hot against the Buccaneers.
Dementia risk may be linked to seemingly harmless daily habit, new research suggests
Even naps under 30 minutes raised dementia risk 40% in a Johns Hopkins Bloomberg School of Public Health study of nearly 1,000 older adults.
In New Mexico governor’s race, Deb Haaland’s historic bid tests Democrats’ political hold
Republican contender Gregg Hull says the state is “primed for a shift.”
Jenna Ortega on moving beyond her 'Wednesday' image and embracing optimism
If Jenna Ortega ever enthusiastically shows you a stick, there's a meaningful life philosophy behind it.
'Looksmaxxing' influencer Clavicular pleads not guilty to rape charge
"Manosphere" streamer Clavicular has pleaded not guilty in his Massachusetts rape case.
Kristen Bell opens up about motherhood struggles
Raising kids is never easy, but Kristen Bell is going through the terrible teens.
Artist of bird at center of Kelly Clarkson feud speaks out
Bliss Kolb, the creator behind the now-$15 million wooden singing bird at the center of Kelly Clarkson's feud with a New York City specialty shop, is speaking out.
James Patterson is writing a romantasy with this Scottish author
Like millions of readers worldwide, James Patterson loves Sarah J. Maas' "A Court of Thorns and Roses" and Rebecca Yarros' "Fourth Wing."
Everett's Music Barn to host fall fundraiser this weekend
If you enjoy bluegrass music, Suwanee is the place to be this weekend.
Study Connects Caffeine, Sleep And Mental Health In Children
By HealthDay Staff HealthDay ReporterTHURSDAY, Oct. 22, 2026 (HealthDay News) — Could just one caffeinated drink a week make a difference in your child's brain development? "Caffeine is such a normal part of daily life that it's easy to forget young people are consuming it too," said senior author
Why Katseye's Victoria's Secret Fashion Show performance is causing uproar
Katseye delivered the tunes at the Victoria's Secret Fashion Show, but their performance is striking a sour note off the runway.
A revolutionary new microscope could reveal the hidden machinery of life
Researchers have developed a revolutionary microscope that uses an incredibly powerful laser to make previously invisible cellular structures easier to see. The technology dramatically improves image clarity, allowing scientists to examine small proteins that conventional electron microscopes struggle to capture. It could eventually reveal how tiny molecular machines interact inside cells, providing an unprecedented look at the hidden workings of life.
Oxford scientists discover how viruses build themselves without a blueprint
Scientists have captured virus-like particles assembling themselves step by step, revealing how a surprisingly simple process of trial and error produces complex structures with remarkable precision. The discovery uncovers a crucial molecular turning point that speeds up assembly and could lead to new ways to disrupt viruses and develop vaccines.
Birds are more afraid of women than men. Scientists have no idea why
Scientists have uncovered a strange pattern in urban bird behavior: Across five European countries and 37 species, birds consistently fled sooner when approached by women than men. Researchers have no clear explanation for the difference, raising intriguing questions about how birds recognize and respond to humans.
Judi Dench says worsening eyesight means she can no longer act
LONDON, Oct 22 (Reuters) - British actress Judi Dench said her eyesight had deteriorated to the point that she could no longer act on stage or in films.
‘Of course’ Vinicius agent explains he was tempted by Arsenal
Michael Yormark says Arsenal were “very aggressive” in their pursuit, and has now explained how seriously the Real Madrid winger viewed the approach.Photo by Tullio M. Puglia/Getty ImagesVinícius...
The Daily Mauling: 10/22/26
Kansas Jayhawks News Kansas hosted Louisville for an exhibition last night. The KC Star has a write up on how it went 247’s Michael Swain takes you through everything Bill Self and the players said at media day Tre White made it very clear exactly why he came back to Kansas. He wants to win […]
Elanco Animal Health Appoints Jamie Preston as Chief People Officer
Elanco Animal Health Incorporated (NYSE: ELAN) today announced the appointment of Jamie Preston as Executive Vice President and Chief People Officer, effective November 3rd. Preston's appointment follows an extensive and competitive search as part of the company's commitment to attract, develop and retain an engaged global workforce while embedding inclusion, well-being and purpose into daily operations. Preston succeeds Dave Kinard, who intends to retire at the end of the year. Kinard will work
Polymarket, Kalshi expand political donations as firms face state, federal scrutiny
By Douglas Gillison WASHINGTON, Oct 22 (Reuters) - Prediction market operators Kalshi, Polymarket and their founders have given at least $5 million combined to Republican and Democratic political
Patrick’s Politics: The West Bank and Israel’s (not so) consequential election
On Oct. 16, a little more than 10 days before Israel’s upcoming elections, a Washington Post press photographer was run down and beaten by Israeli settlers in the West Bank. The act soon earned hea…
Minors account for half of complaints against 'academy-style' entertainment agencies
A total of 366 dispute resolution requests involving 'academy-type' entertainment agencies, those that train their clients, provide auditions or even guarantee certain opportunities for a cost, were filed between 2023 and June this year.
Welcome to Strands: Sports Edition, The Athletic’s newest daily game
Strands: Sports Edition, our newest daily game, asks you to find hidden sports-themed terms in a grid.
Mobile science lab
Billy Roden, left, Seattle Children’s Mobile Science Program manager, takes answers to a question he posed to Rasa Conklin’s fifth-grade science class on Wednesday inside the mobile science classroom at Salish Coast Elementary School in Port Townsend. Dr. Noelle Machnick, rear, in lab coat, helped moderate the class.
Money in politics puts residents on the backburner
Endless outside spending in L.A. elections disenfranchises voters.
Local election coverage - Illinois Times, the capital city's source of news, politics, arts, entertainment, culture
From congressional races to contested Sangamon County Board seats and the sheriff’s race, here’s a look at who’s on the Nov. 3 ballot locally. We also have an overview of the landlord registry referendum that Springfield voters will be asked to consider. Sign up for our daily digital newsletter (https://www.illinoistimes.com/get-it-in-your-inbox/) to get timely information about […]
‘Politics will care about you’: Osborn’s message to young voters
Nebraska’s independent candidate for U.S. Senate Dan Osborn encourages young voters to get involved with politics as election day approaches.
Sports/Rec calendar: Oct. 23–Nov. 1, 2026
Upcoming recreation opportunities and college and prep sports
Bad interpretation of the Bible creates stupid conflicts between science and religion. (It’s poetry, not a textbook.)
Scripture functions best when it stays in its lane. The authors of the Christian scriptures were writing the gospel. The gospel was meant to be “good news” for all, not bad news for most. But somehow…
Scientists discover a surprising secret behind the human brain’s wrinkles
Scientists have discovered why common marmosets have unusually small, smooth brains despite starting development much like other primates. The secret lies in subtle changes to brain-building cells that slow neuron production, revealing new clues about how the large, folded human brain evolved.
Area establishments announce Halloween entertainment
IRON MOUNTAIN — Halloween is the perfect excuse to dress up, dance the night away and enjoy some spooky-season fun. Area establishments are embracing the holiday with a lineup of Halloween-themed entertainment. — Lakeside Bed & Breakfast of Florence, Wis., will host “Murder at the Costume Ball” on Friday and Saturday, featuring a four-course dinner, […]
Comcast plans significant job cuts, Bloomberg News reports
Oct 21 (Reuters) - Comcast Corp is planning a significant number of job cuts as part of a restructuring of its cable-TV, broadband and wireless businesses, Bloomberg News reported on
Campus political groups engage the student vote ahead of midterms
The UNC Young Democrats, UNC College Republicans and You Can Vote UNC are encouraging voter engagement across campus.
Peninsula business leaders say tariffs’ impact unpredictable
Congresswoman: Cost to American families an extra $4K per year
Palmetto Sports Daily: What connection does James Franklin have to Clemson?
PSD returns to dive into the connection Virginia Tech head coach James Franklin has with Clemson before the Tigers and Hokies kick off this weekend.
Jackson museum to hold ribbon cutting
JACKSON — The Jackson Historical Society will hold a ribbon cutting Saturday at 10 a.m. for its Town Hall relocation, renovation and restoration project, with an open house from 10
Grant will aid SC small businesses competing for federal research contracts
SC’s state-run small business incubator will help startups develop new technologies and land government contracts.
Introducing Strands: Sports Edition, a New Daily Sports Puzzle From The Athletic | The New York Times Company
The Athletic today announced the launch of Strands: Sports Edition, a new sports-themed daily word search game crafted in collaboration with New York Times Games. Strands: Sports Edition is a sports…
The Daily Roundup: Kalispell Business Improvement District Looks to Replace Street Furniture Downtown
On Friday, we officially published our 2026 Election Guide, linked here, at the bottom of this newsletter and in the “Editor’s Picks” section of our website, where it will live throughout the rest of the election cycle.
Bold Science, Big Questions, a Defining Moment for Cancer Immunotherapy - Agenus
Bold Science, Big Questions, a Defining Moment for Cancer Immunotherapy - Agenus / Agenus, BOTBAL, Cancer research, esmo 2026, Garo Armen, Jennifer S. Buell,
Goodbye obesity, hello Ozempic: GLP-1 politics
The rise of Ozempic and GLP-1 drugs reveals how body politics, beauty standards, class and desirability shape ideas of the American body.
Trump’s Odd Interaction Sparks Fresh Health Concerns
The president is facing fresh concerns about his health after he made a peculiar move.
One Movie Later: Buddy Finds the Nightmare Lurking in Childhood Nostalgia — Entertainment & Lifestyle
One Movie Later: Buddy Finds the Nightmare Lurking in Childhood Nostalgia by James Coulter Barney the Dinosaur needs no introduction to anyone raised in the '90s or early 2000s. His bubbly, saccharine cheer made him beloved by toddlers and hated by older kids and adults, so much so that "I hate you, you hate me..." — Local reporting from Polk County, Florida.
Mixing Politics and Perceptions of AI and Data Centers: Results from the Gardner Food & Agricultural Policy Survey
With an eye towards the rapidly approaching 2026 midterm elections, this article further reviews survey results from the Gardner Food and Agricultural Policy Survey, but through the lens of political…
'Doctor Who' actor Noel Clarke pleads not guilty to sexual assault
"Doctor Who" and "Kidulthood" star Noel Clarke has pleaded not guilty to several sex crimes.
‘Glee’ to return in reboot for Disney+ and Hulu
By Danielle Broadway LOS ANGELES, Oct 21 (Reuters) - "Glee," the hit musical comedy-drama television series, is set to return in a reboot, streaming services Disney+ and Hulu announced on
Patriots News: Pats field backup bandaid brigade vs. Bears
Daily news and links for Wednesday, 10/21/26
'Glee' is officially coming back – What we know about the reboot
And here's what you missed on "Glee."
Calinos Entertainment Celebrates New Season with 21 New Series
The new slate includes the dramas Love in the Ashes and Salted Love; the limited series Between the World and Us, Runaway, and The Choice; daily drama
Too much RNA can starve cells of energy, scientists discover
Scientists have uncovered an unexpected danger lurking inside cells: too much RNA can damage the structures responsible for producing energy. A new study found that excess RNA, including the normally essential messenger RNA (mRNA), can directly disrupt mitochondria without relying on the immune system. The discovery could help explain how viral infections and certain aging-related diseases damage cells.
Astronauts’ hearts just passed a surprising test for Mars
A new study tracking 13 astronauts suggests that the human heart may be surprisingly well equipped for a journey to Mars, especially with regular exercise during spaceflight. Researchers found that astronauts' hearts adapted to months of weightlessness and handled simulated Martian gravity without major problems, offering new hope for future missions to the Red Planet.
A train was delayed by a solar storm. But something didn't add up.
Scientists have cracked a 178-year-old mystery surrounding a train delayed by a solar storm, revealing that the famous incident happened in 1848 rather than 1841. The discovery rewrites the early history of space weather and highlights a threat that still endangers modern power grids, satellites, and communication systems.
Trump to tout crackdown on overseas crypto scams
By Courtney Rozen WASHINGTON, Oct 21 (Reuters) - President Donald Trump will highlight his administration’s efforts on Wednesday to crack down on foreign criminal networks that lure Americans into
How the Republican redistricting gambit faltered under Trump slump
By Joseph Ax Oct 21 (Reuters) - At President Donald Trump's urging, Republicans pursued an unprecedented mid-decade redistricting campaign ahead of November's midterm elections, redrawing dozens of US
Netflix slides as weak profit, ad outlook intensify investor anxiety
Oct 21 (Reuters) - Netflix shares dropped 6% in premarket trading on Wednesday after the company cut its full-year advertising forecast and issued a tepid fourth-quarter profit outlook, deepening
Trump, in North Carolina, says Republicans will defy midterm odds
By Jacob Bogage GREENVILLE, North Carolina, Oct 20 (Reuters) - With his approval rating at record lows, President Donald Trump attempted to defy political gravity in a pep rally in
Tyler Cameron fiancée Tate Madden reveals pregnancy on 'DWTS' Dedication Night
Tyler Cameron and fiancée Tate Madden are expecting their first child together!
How 'DWTS' Dedication Night addressed Val Chmerkovskiy's suspension
For the first time in "Dancing with the Stars" history, a pro was not allowed to dance with their celebrity partner.
Tyler Cameron reveals fiancée Tate Madden is pregnant during 'DWTS' dance
Tyler Cameron and fiancée Tate Madden are expecting their first child together!
For young voters, political engagement is easier said than done
It’s a comfortably crisp Friday in October, and desperate for a win, University of Iowa fourth-year student Kasey Ludlow ambles up the creaky steps of one of Iowa City’s many historic homes. It’s one of 35 doors he’s knocked on that day, a tall task anywhere in such a politicized America, but perhaps even more...
Matthew McConaughney urges voters to ditch two-party system
Matthew McConaughey is making a case for Americans to break up the two-party system.
'High Potential' star Matthew Lamb, 14, reveals his mom has died
"High Potential" star Matthew Lamb is coping with the death of his mom. The 14-year-old actor wrote in an Oct. 19 Instagram post that his mother died on Saturday, Oct.
A massive asteroid slammed into the North Sea and unleashed a 330-foot tsunami
A decades-long mystery beneath the North Sea has finally been solved. Scientists have confirmed that the Silverpit Crater, buried 700 meters below the seabed, was created when a 160-meter-wide asteroid struck Earth roughly 43 to 46 million years ago. The violent collision blasted a towering curtain of rock and water 1.5 kilometers into the air and triggered a tsunami more than 100 meters high.
Area school business managers recognized
BISMARCK – The North Dakota School Boards Association (NDSBA) recognized Velva School District Business Manager Skyler Helseth and Powers Lake School District Business Manager Shayna Johnson as graduates of the North Dakota School Business Managers Certification Program (NDSBMCP) during its annual convention on Oct. 8 in Bismarck. The certification program offers 20 college level courses […]
UCLA experts give warnings about declining vaccination rates
Amid the Trump administration’s efforts to overhaul childhood immunization policy, UCLA experts cautioned that declining vaccination rates could increase the risk of disease outbreaks on campus.
AP Entertainment SummaryBrief at 7:35 p.m. EDT
Christina Applegate says her doctor told her she was misdiagnosed with MS
Natasha Lyonne sparks controversy with 'prefer Trump' social media post
Natasha Lyonne's recent social media activity has upset some fans, who are accusing her of supporting President Donald Trump.
Judi Dench shares regret about 'Cats' movie flop
There's one movie in Judi Dench's catalogue that she won't be watching any time soon.
40 Years of Superconductor Science Just Got Turned Upside Down by a Stunning Discovery
A material that carries electricity without resistance may be held back by its own structure, challenging 40 years of assumptions about copper-based superconductors.
Hickory Tavern Announces New Daily Specials and Refreshed Entertainment Calendar
With football season in full swing, Hickory Tavern, the modern American tavern and neighborhood gathering spot with 16 locations across North and South Carolina, has introduced new daily food and drin...
Palmetto Sports Daily: Big tests ahead for Gamecocks, Tigers
PSD returns with plenty from another “Talkin’ Tuesday” as Clemson and South Carolina prep for huge conference matchups this weekend.
USA TODAY Entertainment reporter Anna Kaufman goes behing the scenes at "Dancing with the Stars" to train with professional dancer Brandon Armstrong.
USA TODAY Entertainment reporter Anna Kaufman goes behing the scenes at "Dancing with the Stars" to train with professional dancer Brandon Armstrong.
AP Entertainment SummaryBrief at 3:58 p.m. EDT
Christina Applegate says her doctor told her she was misdiagnosed with MS
AP Entertainment SummaryBrief at 1:50 p.m. EDT
Christina Applegate says her doctor told her she was misdiagnosed with MS
Sundar Pichai: Google’s Frontier Imperative, Compute Scarcity Dilemmas, Future AI Products and Businesses
Alphabet CEO Sundar Pichai has little patience for doubts about Google’s willingness or capacity to compete at the frontier of AI. His company’s latest Gemini 4 Argon model — long-promised and recently delivered — beats OpenAI and Anthropic’s latest public models on coding, math, science, and knowledge-work benchmarks and has placed Google’s AI back among the world’s best. Amid chatter that Google was fine with good-enough lightweight ‘Flash’ models, Pichai pushed back hard against any suggestion that company is limiting its research ambitions. “We won’t do it any other way,” he told me in a Big Technology Podcast interview recorded this week at Google’s Mountain View headquarters. Pursuing cutting-edge research is costly for Google, requiring compute and chips that otherwise could be sold at a high markup by its cloud business. But Pichai said allocating resources to frontier AI development is “ground zero” for Google. “Our cloud business is at any given moment in time forgoing short-term revenues because we are making compute trade-offs to support frontier AI development,” Pichai told me. In our conversation, we discussed Argon (which Pichai says processed three times as many tokens as Gemini 3 in the 72 hours after launch), AI’s role in developing better models, the AI interface of the future, competition with OpenAI, Google’s partnerships with Anthropic and Apple, data centers in space, and the nature of his optimism. You can read the full conversation, lightly edited for length and clarity, below, or listen to it on Apple Podcasts, Spotify, YouTube, or your podcast app of choice. Alex Kantrowitz: Google is back at the frontier with Gemini 4 Argon, which beats OpenAI’s and Anthropic’s public models on benchmarks spanning coding, math, science, and knowledge work. The conventional wisdom was that Google had given up on the frontier to focus on fast, good-enough models for its products. That was wrong? Sundar Pichai: Very wrong. Look, we are so committed to being at the frontier. It’s in our DNA. We won’t do it any other way. We’ve been thinking about the AI frontier for well over a decade now. The frontier is very dynamic. It’s very competitive. It’s very exciting. I couldn’t be more pleased with how Argon has come together. We took our time with it. We made sure we tested it safely and deployed it carefully. We took a bit longer than our other models, given its capabilities. Across the board, be it for agentic work, knowledge work, coding, creative tasks, Argon is one of the really good frontier models. The first 72 hours since we launched, it’s almost up to 25 trillion tokens used, which is about three times what Gemini 3.0 had in the first 72 hours. And we are capacity constrained as we are serving it. Excited, but there are always areas….. You know, the frontier is very dynamic, and you have to keep evolving the models. There are areas which we can see we need to improve as well. We’ll be at work on all of that as well. Which areas? On any given model, Argon would be across the board better at everything if you just look even two months back. But the space is so evolving. Even on coding, for example, there are pockets where we know we need to do better, and there’s clear feedback. We’ll make it better. The argument for standard models is that they’re already good enough to build great products, with the frontier valuable only for certain tasks. Meta built Muse with good models rather than the best, and Google could put standard models into Maps, Gmail, and Search. Why isn’t that sufficient? It’s definitely not how I have thought about it at all. We are deeply committed to driving the state of the art and actually pushing where this technology can go, all the way from transformers. That’s a journey we’ve been on. You will see us continue to do that. When you’re at the frontier, you get an earlier look into the emerging capabilities, earlier than others, which helps you better prepare for the future. We are fortunate to have a wide set of opportunities across consumer and enterprise. Some of our cloud customers, for sure, want the model at the frontier. The frontier models will be better at developing the next set of models in an era of recursive self-improvement. I would argue it matters there. Internally, we have definitely seen a steep point of inflection by deploying Argon to our developers. It definitely tackles problems which our previous models could not do. Being at the frontier puts you at the innovation frontier and helps you drive that as well. There is room for models of all sizes and capabilities. That’s why we did Flash, Flash-Lite, etc. I agree with you that you can develop very good product experiences with not necessarily the most frontier model, because they tend to be slower and more expensive too. But we care about the Pareto frontier, and we’re committed to doing all of that. You said developing frontier models gives you a look at what’s coming. What do you see on the horizon? What makes this moment so exciting is you build something which you think is a culmination of months of work, and you put it out. You already see clear headroom ahead. We’ve all been working on these agentic, long-horizon capabilities, but clearly the frontier is going to have multiple of these agents working together to do things. That’s an example of an exciting paradigm underway. It’s also clear to me that users, both in consumer and enterprise, will have access to some multi-agent framework for them, working all the time doing things. It feels like a moment of infinite possibilities. Sergey Brin said one of Argon’s core innovations was relying more on the model to help develop the model. Yet incidents involving OpenAI’s bots breaking containment and Google’s bots accessing a site they shouldn’t have suggest these systems still aren’t perfectly aligned. Isn’t there reasonable cause for concern about accelerating toward recursive self-improvement? There are three parts to your question. Let’s first talk about RSI itself. You’re right, Sergey mentioned RSI being a critical contributor as we are developing Argon. But to be very clear, today, in a continuum, we are pretty far from the end state of RSI or something like that. The right way to describe it is you have RSI loops along with AI researchers in various aspects of model development. You almost have agents helping AI researchers in some automated way work together to build these models. It’s good to at least understand where we are today, and it’s super exciting. I expect that continuum to keep making progress as we go into next year. The second question is around safety. Security comes from defense in depth. You’re talking about alignment, obviously. We all are doing a lot of work to make sure the models are as aligned as possible. But it’s an active area of research, and there are clear gaps. That’s not the only thing we rely on. You have the work you do on alignment, but beyond that, we put a lot of effort into real-time monitoring as these models are working. Making sure you have good telemetry into what’s happening so that you can intervene in real time if you see unexpected behaviors. How you do that, the architecture with which you do that, how you make sure it’s all sandboxed and isolated in a way that it can continue doing its job during real-time monitoring — these are all areas of investment. Obviously, when we deploy these models, giving customers, enterprises, control, both with real-time monitoring, but their ability to decide where they deploy, what type of data which models ever have access to, etc. All that work is very, very important, and we are doing a lot of that. As an industry, we need to constantly up our game and take the time to do all this stuff, including dedicating the compute required to make sure you can safely deploy these models. The third part is: Is it all enough? This is why there are a lot of conversations in the industry, and I think it’s reasonable to be worried. The right way to approach something you worry about is early on thinking about what more we can do. As an industry, you’re definitely seeing increased levels of work on alignment, testing for safety, etc., as we deploy these models. The next step would be developing better standards so there are cross-industry standards of how we do these things, including the ability to evaluate using independent evaluators. If you look at areas like financial controls, we have accounting standards, we have independent auditors. Those are all the next natural steps for us as an industry to work toward, and regulation will end up playing a role as we go through all of that as well. Google pursues both language models and world models, while some other AI companies like OpenAI have focused more heavily on LLMs as the path to AGI. Why is world-model research important to you? As humans, you obviously perceive the world around you, and you’re taking all those inputs. Making sure these models are able to understand the laws of physics, simulate the world in high fidelity. All that, I think, are key enabling blocks for intelligence. We are working across all possible applications of this. Take an area like robotics. It’s not an accident: If you look at embodied reasoning benchmarks, Argon is state of the art. That all comes from our experience building world models. Inherently, I would expect there will be architectures which will converge all of this in the future. But for us, we view this as, today, this jagged frontier that is intelligence. We want to be at the frontier of all the possible approaches, and that will help us both drive better research, better insights, and develop a much better AGI model, is how we think about it. Some people argue Google should focus on selling its computing resources rather than using them for AI research. Cloud wants to sell compute at a high markup, while researchers need a very big computer to build the best models. How do you balance those demands? Ground zero for us is making sure we are investing in the compute that’s needed to be at the AI frontier. In 2015, I set the company to be AI-first. AI is that key horizontal ingredient across everything we do, all the way from Search to Cloud to Waymo. That is ground zero for us, making sure both for research and developing the models that we have enough compute needed. Beyond that, we have these independent businesses which each have their own long-range plans. They’re using those long-range plans to project forward, and we plan for compute for all of them. The cloud team, they have a business and they have a projection and they have demand signals. They have committed contracts. With that help, we can plan on a long-term compute trajectory for them. We’re fortunate to have this wide set of opportunities. There’s no company in the world which isn’t making trade-offs at any given moment in time. But the first principles we operate on is making sure we have enough compute to invest in the frontier, and that’s non-negotiable, and everything else works on top. Remember, we are building our own compute, our own data centers. There are long lead times. The compute we have today is a function of decisions I made in 2024. Even if you think back to a year from today, last year the agentic coding takeoff hadn’t happened. Today, obviously, when you sit and look at anything, everyone is short—not just us, other companies—and everyone wishes you had two times what you had planned for. That comes with the territory. At any given moment in time, we are planning for what we would need two to three years out in the future. You’re going to find some decisions you make may look suboptimal two years out, depending on where the state of the art is. I don’t spend too much time thinking about it. The way I think about compute allocation is making sure Google DeepMind, both for research and frontier model development, is cutting edge in terms of compute access. After that, we plan for all our businesses. It’s great we can provide our compute to other people too, like we have done. It allows us to scale that up, get real tests for it in the widest application set possible, test it in the real world, and make sure we are at the cutting edge of technology at every layer of our AI stack as well. Ben Horowitz relayed on a podcast that Andy Jassy had said compute was sold out until 2028. Are you seeing the same thing? If today a customer is coming out and asking us for compute in ’27, that is incredibly difficult to do. Even last year we went out and leased some short-term compute to accommodate some customers and help them out. But yes, we are all dealing with similar timelines. Every major technology shift seems to involve overbuilding, from railroads to fiber. Do you think that’s happening here? It depends on the time frames you’re looking at. This level of build, if I take a long enough time frame, it makes complete sense to me. We are at early stages of the most consequential technology ever, and this is not like fiber. It’s not dark. We are using it. We are capacity constrained on a daily basis. The applications, the underlying technology is improving rapidly. But running a company, the way I work through the moment is you look at your demand signals. You look at your committed revenue opportunities that you’re getting in the form of contracts. You balance that with the underlying technical capability, or internally you balance how we are using it internally, the model trajectories. Based on all that, you take a disciplined approach—a confident, aggressive, but disciplined approach—to plan out compute. But when you talk about the broader economy as a whole, you’re having people operate with various levels of risk. I focus on what I can control as a company and plan through it. If your question is, can there be an overbuild? Yes, because you can have some constrained components. Remember, what matters is a set of everything you need to build out that compute. Memory, electricity, electricians…. Land. Like 2,000 components or more. You could get constrained at some point. There could be things which cause bottlenecks, and then you could have overbuilds. There could be external shocks to the economy. There are macro risks. All that is possible at any given time. But am I confident that the compute we are planning for, we will have uses for it given enough time? Absolutely, yes. I was in the room when you said AI would be as profound as fire and electricity. If you believe that, shouldn’t you give researchers the biggest possible computer, even at the expense of today’s cloud profits? We’re all doing some form of that. Our cloud business is at any given moment in time forgoing short-term revenues because we are making compute trade-offs to support frontier AI development. What you’re seeing is true already. But you want to be thoughtful. Even our AI researchers have some constraints, which are also good. That’s what inspires creativity. That’s what helps you come up with a more efficient algorithmic breakthrough, maybe to use less memory. What we are committed to is to invest what’s needed to stay at the frontier. OpenAI President Greg Brockman told me a few months ago that the ideal AI product might have no interface at all—just as natural as conversation. What do you think the interface looks like in the age of AI? Computing historically has been humans adapting to computing. With AI, it’ll be the other way around. The technology will adapt seamlessly to how humans live and go about their day-to-day life. You want to be able to speak to that AI when you want to. It has context. It can be persistently running somewhere, give you continuity. You’re not dealing with a lot of complexity. It’s natural. All that makes sense to me. That doesn’t mean it won’t have any interface, however. Nowadays, even on my phone, Gemini voice models are so good. I can just press the microphone button. I can just ramble. That’s why we call it Rambler. I can ramble. It intelligently corrects with my personal context. Even my friends’ names, weird names, it gets it right, even if it first guesses it wrong. It’s amazing. I’m not going in, backspacing, editing once I finish saying it. It’s remarkable how good it’s gotten. But there are going to be moments you will need an interface. You may want to entertain yourself. You may want to watch a video. You may ask your AI to create something, and you want to watch it, consume it. The way I think about it is, you want it to be as seamless and as natural as possible, and that you are not doing the hard work adapting to whatever the interface is. The technology is adapting to how you’re working at any given moment in time. When I asked Sam Altman about competition from Google, he argued that OpenAI was building AI-native products and implied Google was bolting AI onto existing ones. Do you accept that framing, and can a “bolt-on” compete with an AI-native product? First of all, it’s a very dynamic moment. We are all pushing each other. OpenAI has pushed us as a company too. This is not just we are doing something to them. Far from it. Yes, Google went into its own version of a code red too. In the AI moment, all of us have to respond with varying levels of urgency at any given moment in time. We are constantly building new products as well. Gemini was built from the ground up as a product—the Gemini app I’m talking about. Or tomorrow, as all of us are adapting to agents, are you bolting agents onto ChatGPT, or are they building it natively? How would you think about that? You can always put these questions back. I don’t think of it that way. I think of it as you want to build world-class product experiences that are AI-native and they are winning. Some of it is adapting products, some of it is rethinking new experiences. They will all be part of how you approach this moment. How do you expect to make money from these AI interfaces? If an agent recommends a product and I buy it, should it take a cut of the sale, even if that’s disclosed? I’m going to put enterprise aside. Consumers are going to increasingly value this technology. Take software developers today. Developers are willing to pay for these coding models because it really helps make them more productive. Nobody would want to code the way they were coding three years ago, or even the same time last year. When you’re delivering value, there’s value to be had. I’ve never seen examples where consumer products really scale to billions of users, where people are using it intensely, and haven’t had monetization to go along with it. If you’re providing value to people, there is inherent value to be had. The nature of it may change. You’re asking a scenario in which agents are doing stuff for you. At the end of the day, you will have commercial needs. The agents need to fulfill those commercial needs. The providers on the other side are going to see value in that. There’s going to be some mechanism by which it gets fleshed out. That’s what an efficient system does. But what matters is that you’re building those world-class consumer experiences. I promised myself one product feature request: Can you make Gemini-powered search in Gmail as good as searching Gmail through ChatGPT? What’s going on here? One of the exciting things we announced recently is the unified Gemini agent for enterprise, and we’re bringing that to consumers. These are persistent agents which run 24/7 in the cloud. We’re spinning up a micro VM effectively for every query, and from the runtime, the harness, the model—it’s all a headless service. It’ll work everywhere, and it has your context with you. You can address this agent whether you’re in Workspace, in Search, in Gemini. Agents are going to drive this unification from a customer experience, which people are looking for. When you have a broad product portfolio and you’re moving forward fast, there are always areas where you’re moving forward faster than some other areas. That’s valid feedback. But we are putting a lot of time and effort into making sure, as we build out our agentic experience, that unification and that capability works well across all these services. People have asked where Google’s equivalent of Muse or Dots is. Do you anticipate creating a new product to compete with them? Our goal with Gemini is to be a personal, proactive, and powerful assistant. That’s what we are working toward. You saw us describe the early versions of it at Google I/O this year with Spark. Effectively, already, if you open the Gemini app as a Pro or an Ultra user, you see Chat and Task, and they start giving you that agentic experience. With Argon now, that capability is dramatically accelerated. What we announced recently in our enterprise event, we are bringing that to consumers as well. Soon in Gemini, you will be able to ask something, and it’s a continuum. You don’t need to think about whether you’re asking a chat or an agentic task. It’ll just automatically do the right thing, and it can work persistently in the background securely and get things done for you. Already, empirically, when I look at what’s coming into Gemini in our app, last year you would have tagged them and most of them would have been chats. But a steadily growing percentage is already agentic tasks in Gemini. Yes, we are going to bring personal agents to our consumers. It’ll work in the Gemini app. It’ll work in Google Search. It’ll work in Gmail. You can address it, call it, etc. We want to make sure we’re getting it right. It’ll be powered by Argon, and we are very excited to bring it to our users. Google has invested and committed tens of billions of dollars to Anthropic. What do you see in Dario Amodei that makes you want such a deep investment and partnership? Very early on, when we looked at the founding team of Anthropic, it was very clear to us this was a world-class team which was involved in some of the earliest GPT models. We were quickly able to assess that they would be at the frontier. We’ve always tried to identify and partner with companies which would be at the cutting edge of technology. We’ve done that with SpaceX. We’ve done that with Anthropic. That’s what we saw, and we had a chance to partner. Is your partnership with Apple to license Gemini for Siri expanding, contracting, or standing still? For both us and Apple, that partnership was about translating the capabilities of AI into better experiences for users. I thought Apple has done a phenomenal job of incorporating—they customize these models and build it into Siri—and it’s been great to see the reception. We are committed to doing more. You’re going to do more with them? There’s nothing specific to comment, but it’s a partnership. It’s working well. What have you learned so far about the feasibility of data centers in space? It’s a very exciting project. Projects like this remind me—I still recall that moment in the desert for the DARPA Grand Challenge, watching the Stanley car compete in it, which ended up being the basis for Waymo. With all these technologies, you’re at a moment in time where it looks a bit like sci-fi, but 10 to 20 years down the line, it’s actually working in a meaningful way. I feel the same in space. We’ve always believed in betting big on these technologies. Quantum has been a great example of it. We’re probably 10 years into the journey. Waymo, we are almost 20 years into the journey. Space, we are two to three years into the journey. It’s clear to me that it’s an approach which will make a lot of sense in the future. Being in sub-synchronous orbits with 24/7 access to the most abundant form of energy we have access to will make a lot of sense for this exponential increase in compute that we are going to need. Having said that, this is a challenging project. The team has disciplined milestones. It was a super exciting milestone to send the TPUs up to space. Sometime, as we are speaking, we are expecting a “hello world” moment from them. I look forward to seeing that happen, and we’ll continue investing here too. You previously said 25% of the code written within Google was written by AI. What’s the number today? That number in our world today is meaningless in the sense that every part of what we now touch is influenced by AI deeply. What we are tracking with Argon, for example, it’s been a point of inflection. People are using Argon to really go tackle complex projects, including projects which affect millions of lines of code. In the four weeks since we have launched Argon, we have seen a 30% increase in CLs, and more importantly, almost a similar increase—a one-third decrease in rollbacks. People are writing code more productively and better code with it. We are tracking it with newer metrics now. How are you dealing with opposition to data centers? If you can’t build in the U.S. the way you want to, where else do you go? We’re very committed to building our data centers very responsibly. When I look at our largest data centers in some of the communities where we have been the longest, I visit them, I talk to people. There are people who come and tell us their kids have gone to college because of our investments in these communities, and we’ve grown in those communities. To me, this is about doing it right. Engaging with the communities early, doing it transparently. We are committed to making sure we are bringing incremental power, and we cover 100% of the cost of our power needs for these projects. It’s understanding the impact on neighborhoods and making sure you’re working thoroughly to address them. Done rightly, you can continue making progress. But we are constantly taking feedback into account. I do worry not everyone operates the same way. People have been surprised by data centers showing up in their backyard. Those are all important. As an industry, we should continue to do better. But part of the reason, in a 20-year time frame, we are thinking about things like data centers in space is making sure we are able to put these data centers where maybe the trade-offs will be different. What unproven area of AI is Google working hardest to crack? Is it continual learning—getting models to keep updating after release—or something else? There are multiple parallel paths. You saw with Argon we have a million output tokens. With our Gemini models early on, we had a one-million context window on the input side. These are all examples of breakthroughs we are constantly working on. How do you think about synthetic data? How do you think about continual learning? How do you think about more efficient architectures? We do dedicate a meaningful percentage of our compute to these research bets too. It always goes hand in hand, including our world models. Those are all bets we are placing. Sometimes, as part of these bets, there are ideas that emerge which just make their way into the mainline models. Maybe we don’t fully talk about it, but we have multiple steps in these areas. Working in technology requires optimism that building something will improve the world, but those bets can leave real consequences when they fail. I recently returned to a town in El Salvador where enthusiasm for Bitcoin had given way to unfinished construction and something resembling a ghost town. How do you maintain the optimism you spoke about in your Stanford commencement address while accounting for those risks? I genuinely have a deep conviction that improving technology and improving access to technology makes people’s lives better. It’s been my personal experience in my life, out of which comes that deep conviction, optimism. But with that, I’ve always felt humanity’s journey is always about working hard to harness that technology to make it work well for society. The optimism is not an optimism that you just build whatever you want, whenever. You work hard to make sure you’re building technology in the service of humanity, to make the human condition better. That’s got to be the defining goal as we are approaching it. With that framework, I’m very, very optimistic. We are in very early stages of the kind of progress that we are going to see on many areas. We’re all talking about areas like healthcare. A lot of the progress is ahead. The ability to make things in a fundamentally cheaper way on many things where things have been getting expensive for a long, long time, discovering new materials, etc., which really bend the curve—it’s tough to step today and understand the impact of all that, but they’re going to be very profound. I’m very optimistic, but we have to be rightfully concerned about all the ways this technology can go wrong. Sundar, I know you don’t do many of these. Thank you. Thanks, Alex. Appreciate it.
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