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Middle East Conflict Puts F1’s Season Finale at Risk
F1 assures that Qatar and Abu Dhabi will be held according to the calendar, but it has already activated a contingency plan with Imola as an alternative venue.
Pete Ricketts’s Wealth Puts Class at the Center of Nebraska’s Senate Race
In a year when the wealth of the rich soared while workers lost ground to inflation, class has become political, especially in the Nebraska Senate race.
Nonprofits warn online sports betting initiatives put vulnerable Nebraskans at risk
The Open Door Mission hosted Gambling with the Good Life this morning to speak out against Initiatives 440 and 441, two measures that would amend the Nebraska Constitution to legalize online sports gambling.
Jack Clark: a billion virtual scientists are coming
Anthropic co-founder Jack Clark told the IMF the singularity has begun and AI could put a billion virtual scientists to work if labs can test the results.
City College’s computer science department adapts to AI technology
City College’s computer science courses and instructors have had to adapt to AI as they teach students how to use it properly and create a future curriculum for a potential AI major. Since 2022, schools have been concerned with the use of AI by students to cheat or plagiarize their assignments. In the last four...
CBS Sports puts Florida among top national title contenders
CBS Sports placed No. 1 Florida among four legitimate national title favorites in its preseason Final Four tiers.
Refusal of Care Laws: A Threat to Both Patient Health and States’ Protection of Abortion Access
What You Can Do To Put Patients First In Your State Across the country, people are being denied the health care they want or need, not for medical or professional reasons, but because of the personal beliefs of the health care provider or the institution’s affiliation. Denials range from abortion care (including miscarriage care), to […]
Besiktas 2-2 Crystal Palace: Jean-Philippe Mateta and Yermey Pino strike but Palace forced to settle for Europa League draw in Istanbul
Match report as Crystal Palace end two-game losing run with a 2-2 Europa League draw away at Besiktas; Wilfred Ndidi put Besiktas ahead before goals from Yeremy Pino and Jean-Philippe Mateta; Junior Olaitan equalised before Umit Akdag was sent off for a bad tackle on Jorgen Strand-Larsen
Computer Science Is Bleeding Students. It’s Not the First Time.
Reports of the discipline’s crisis might be an exaggeration, experts say.
Canva releases its first image generation model
Canva is making its new image model available to all users, promising better, more customizable performance at lower costs.
Analysis-Ex-Prosecutor’s Killing Puts Guatemala’s Crime-Politics Nexus Back in Focus
By Sofia Menchu and Diego Oré GUATEMALA CITY, Oct 22 (Reuters) - Former Guatemalan anti-corruption prosecutor Juan Francisco Solorzano Foppa was one of the country's most high profile voices denouncing alleged links between politicians and business leaders and the country's increasingly powerful ...
Libertarianism Is Equality of Permission
“Without shared standards of right and wrong, it’s impossible to settle disputes; it’s impossible to maintain social cohesion and trust. Every healthy society rests on some shared conception of the sacred.”
Stony Brook Researchers David Miloschewsky and Supartha Podder Resolve a Decades-Old Puzzle About the Limits of Quantum Computing
Finding a path through a maze is hard, even for quantum algorithms. A quantum computer can find the exit of a certain kind of maze far faster than a classical computer. But can it also give you directions? David Miloschewsky and Supartha Podder of Stony Brook University’s Department of Computer Science have proven that finding
Statistician Susan Murphy to present 2026 Chemerda Lectures in Science Nov. 4, 5
Susan Murphy, Mallinckrodt Professor of Statistics and of Computer Science, and associate faculty in the Kempner Institute for the Study of Natural and Artificial Intelligence at Harvard University, will present the 2026 John M. Chemerda Lectures in Science on Nov. 4 and 5 at Penn State University Park. The free public lectures are sponsored by the Penn State Eberly College of Science.
Tulane Standard and Season Face Massive Test Against UTSA Roadrunners
This weekend could put a lot in perspective for the Tulane Green Wave and what this season can truly look like.
Witkoff faces backlash for praising Putin as a ‘humanitarian’
The comments were swiftly condemned by U.S. lawmakers who view Russian President Vladimir Putin as responsible for the brutal war in Ukraine.
Judi Dench reveals heartbreaking health update amid worsening eye condition: ‘I have to put up with it’
“Aging? Rubbish,” the 91-year-old said of living with macular degeneration.
Judge blocks DHS investigations of noncitizen voting, citing flawed data
The judge put her order on hold until 5 p.m. Friday, giving the Trump administration time to appeal.
New Coros Dura 2 Solar features ultra-modern design and huge battery life, but it's the smaller bevel I love
Hands-on with the sharp-looking new bike computer from Coros
Call for Abstracts — 2027 Petrie-Flom Center Annual Conference: Generative AI in Healthcare: Law & Regulation - Petrie-Flom Center
The Petrie-Flom Center for Health Law Policy, Biotechnology, and Bioethics at Harvard Law School is pleased to announce our 2027 Annual Conference, Generative AI in Healthcare: Law and Regulation. Generative AI –- artificial intelligence designed to produce output, such as text or images, that normally require human intelligence — has become a…
J.J. Watt gets permanent role as top NFL game analyst with CBS
Watt took over the No. 1 game analyst role after CBS put longtime analyst Tony Romo on a hiatus this summer.
COROS DURA 2 SOLAR Review: Big Upgrade, Bigger Price
Neil's latest review digs into his experience with the COROS DURA 2 Solar, a new bike computer that claims to improve on the first model...
79% of Small Business Owners Put Personal Money Into Their Business in the Past Year, New Flute Report Finds
Flute, the payments platform for the everyday economy, released "The Cost of Waiting To Get Paid," a report finding that 79% of small business owners put personal money into their businesses in the past year.
Introspection required if EU Inc fails, says start-up lobbyist
European start-ups have a new voice in Brussels. Startups for Europe, created from the merger of lobby groups Allied for Startups and the European Startup Network, is hoping to harness the momentum behind EU-Inc, a campaign that united start-ups and investors behind demands for a new pan-European company regime.At a launch event for the new association in Brussels on October 1, the mood was remarkably upbeat compared to a typical Eurobubble gathering, more Silicon Valley than Schuman roundabout.When asked whether this reflects a feeling that Europe is on the right track, chief executive Serena Borbotti-Frison said it’s a “scary” moment as the continent looks to boost its competitiveness amid a new technological arms race.“What is at stake is quite intense, and the way we can answer is by delivering, but also with hope,” she told Science|Business. “It’s what our industry does. It’s not about identifying a pain point and then saying it’s too hard.”For many in the start-up community, that sense of hope is dwindling. In March, the European Commission presented its proposal for EU Inc, naming its initiative after the grassroots campaign.EU Inc was meant to be a gamechanger: the ability to incorporate within 48 hours for less than €100 and scale up across Europe; a harmonised stock option regime enabling start-ups to compete for talent; and simplified insolvency procedures for innovative start-ups to reduce the cost of failure.However, haggling by EU governments has raised concerns that EU Inc will be stripped of the very features, including stock option harmonisation, that are meant to make it attractive for companies.“I fear we are proving to ourselves that the model doesn’t work,” Borbotti-Frison said of the policymaking process. “Everyone agrees we should have EU Inc. Everyone agrees it’s hard to scale and we need to scale to answer the competitiveness [challenge], and still we cannot deliver? [. . .] What does that say about ourselves?”The Commission has made EU Inc a cornerstone of its single market reform, and has agreed with the European Parliament and the Council of the EU to target an agreement by the end of 2026. However, several points are currently holding up an agreement, including national rules around employee participation in management decisions, and the provision that employee stock options always be taxed at the point of sale. Some EU governments have reportedly pushed back on the Commission’s choice of legal basis, contending that anything related to taxation requires unanimity in the Council.Trade unions have also protested against EU Inc, fearing it will be exploited by companies looking to undermine workers’ rights.“If this doesn’t work, it’s introspection time, on the way our institutions work, maybe the way our lobbies work, and maybe the way the cooperation between them works,” Borbotti-Frison said.“Is it in the national interest? Is it a gap between political will and technical ability to operate? Is it speed? I don't know, but something needs to be fixed.”Ahead of last week’s European Council meeting, EU-Inc campaigners tried a new strategy: appealing directly to EU presidents and prime ministers. In an open letter, they urged EU leaders to “step in and give your negotiating teams a clear mandate to change course and reverse their objections to the Commission’s original proposal.”Lessons from EU-IncLike its predecessors, Startups for Europe will represent national start-up associations, but it is also targeting investors. The founding sponsors are venture capital firm Atomico and EQT, the investor selected earlier this year to manage the €5 billion Scaleup Europe Fund.It also wants to harness the knowledge and cross-border experience of European success stories. “Take the list of the 100 biggest unicorns in Europe. We are speaking to all of them,” Borbotti-Frison said. The association plans to publish a full list of supporters following the Slush tech conference in Helsinki in November.Andreas Klinger and Simon Schaefer, two key figures in the EU-Inc campaign, are both on the board of the new association, and Startups for Europe wants to take the lessons from their campaign.What was unprecedented about EU-Inc was “how rooted it was, and how strong it was in bringing everyone on board behind one clear pain point and solution to fix it,” Borbotti-Frison said. “This is an inspiration for us, and then we need to turn it into something more systematic, more bridged in Brussels, more connected to the policymaking game, and to scale it.”If it’s possible to unite such a broad coalition, it’s because the European start-up ecosystem is now mature, she said. “Maybe it was not ten years ago. Maybe it was not five years ago. But now, it’s mature to speak with one voice.”Open and liberal EuropeThe association plans to campaign on files related to three “pain points,” Borbotti-Frison said: “start and scale in Europe, fundraise and invest in Europe, and making Europe the most innovative continent.”As well as EU Inc, she cited public procurement, the EU’s simplification push, the Savings and Investments Union, and files related to AI adoption and technological sovereignty as priorities for the coming months.What these files have in common is that they relate not to subsidies but to the framework conditions influencing the availability of mostly private, or in the case of procurement, public, funding.Related articlesEmployee participation disagreement delays MEPs’ vote on EU IncCommission urges EU governments not to water down EU IncEU’s ‘ultra-fast’ €5B scale-up fund is set up to win, says its fund managerThe budget dispute over the next Horizon Europe programme will also impact start-ups, which are supported notably through the European Innovation Council. But EU innovation funding is a drop in the ocean compared to venture capital and public procurement budgets.“If competitiveness and innovation are a priority, then the [EU budget] should reflect it,” Borbotti-Frison said. However, she added that the main question is not how much public money is invested, but “how do we create the right conditions for the market to solve the problem?”The Scaleup Europe Fund mixes both approaches, using €1 billion in EU funding to crowd in private investors and address Europe’s lack of large-scale, late-stage growth funds. “It’s a proof of concept. Ideally, then the market will do it itself,” Borbotti-Frison said.Startups for Europe is also focused on bringing an alternative political narrative. Amid competing visions for open, global markets on the one side and a protectionist Europe on the other, it wants to offer “a third voice, to say we can be proudly European and build a strong continent in a liberal economy, open to the world, and global.”It can be tempting, when thinking about how Europe can better support innovation, to look across the Atlantic. But while it’s important to compare statistics to see where Europe needs to catch up, that’s where the comparison should stop, Borbotti-Frison said. “On everything else, we need to do it our own way. We don't have the same history. We don't have the same political model. We don't have the same way of life.”Many of the key files that could benefit the start-up community, including EU Inc and the Savings and Investments Union, rely on closer integration within Europe, making it easier to operate across borders.While the Commission has made deepening the single market a political priority, support at national level is more precarious. The coming months will see pivotal elections in Spain and France, while the German government has also been coming under pressure domestically. In each country, far-right parties have been gaining ground.When asked if she was concerned the political situation could jeopardise this progress, Borbotti-Frison responded: “Of course. I would be lying if I said I wasn’t.” However, she continues to believe that cooperation is the only way forward. “Doing it alone is not the solution. It’s also not who we are, it’s not the model we are building, and it’s not the scale we need.”
Argonne welcomes Chicagoland mayors to campus for meeting and tours of user facilities
Argonne hosted the Metropolitan Mayors Caucus for its quarterly meeting, where dozens of Chicagoland leaders learned about the lab’s work in super intelligence and resilience planning and toured the Advanced Photon Source and Aurora supercomputer.
Dal researcher Dr. Rita Orji named Fellow of the International Science Council
Latest international recognition caps a remarkable stretch of honours and recognition for the Dal computer scientist, who has emerged as a global leader in responsible and human-centred AI.
'Many national leagues have become boring', Germany's Bierhoff says
Domestic football leagues have lost their appeal because they are dominated by the same teams like Bayern Munich or Paris Saint-Germain, former German Football Federation (DFB) director Oliver Bierhoff has said. "The Champions League is an outstanding competition, but many national leagues have become boring, to put it simply," Bierhoff told the German edition of Sports Illustrated magazine.
Small Business Owners Putting up Personal Assets to Keep Businesses Afloat, New Equifax Canada Survey Finds
One in four business owners have been required to personally guarantee business financing with their own home and assets; younger entrepreneurs show greater reliance on credit as a financial safety netTORONTO, Oct. 22, 2026 (GLOBE NEWSWIRE) -- The financial pressures facing Canadian small businesses are extending beyond the business itself, with some owners relying on personal credit and assets to support their companies, according to a new Equifax Canada survey. One in four surveyed business ow
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.
The iPhone Duo’s crease gets a lot more visible after 10,000 folds.
YouTuber Tim Pan put the new Apple foldable through a total of 11,500 folds, a thousand of which were in freezing conditions. Like Joanna Stern, he found the hinge holds up well, but like any other foldable, the crease gets a lot more visible (and a bit more even after only 500), matte display or not. [Image: https://platform.theverge.com/wp-content/uploads/sites/2/2026/10/Screen-Shot-2026-10-22-at-09.09.47-AM.png?quality=90&strip=all]
Money in politics puts residents on the backburner
Endless outside spending in L.A. elections disenfranchises voters.
Sundar Pichai explains how AI agents help him run Google
Sundar Pichai's AI agents summarize internal discussions and monitor Google's compute usage, helping him keep up without having to read every update.
Montgomery leaders still weighing new health care authority to protect hospitals, taxpayers
Montgomery city and county leaders are laying the groundwork for a new health care authority they say is intended to keep hospital doors open without putting taxpayers on the hook for hospital debt.
Proposed business district would put the Arts District’s future in property owners’ hands
The once-niche creative refuge of Downtown Las Vegas has transformed into a busy local hangout, but the neighborhood’s business owners, residents and artists are asking a familiar question: Is this place still for us?
Mexican Mafia member found dead in California state prison cell
Richard Buchanan, a reputed Mexican Mafia from the San Diego area, died in prison Tuesday morning, authorities said. Guards found Buchanan unresponsive in his cell at Kern Valley State Prison,
Lou Gramm to reunite with Foreigner for concerts, retire with a 'bang'
Former Foreigner vocalist Lou Gramm shared plans to retire: 'The second most important thing to putting your heart and your mind and your body into ... a great band is knowing when to walk away.'
YouTube says it isn’t testing hiding the dislike button
The dislike button is staying put, for the most part.
New England RetroFest celebrates vintage computers and techn...
New England RetroFest debuts in Concord on Saturday, bringing vintage computer displays, parts and a flea market for enthusiasts across the region.
Trump’s growing list of campaign pledges: From the Politics Desk
Plus, Witkoff’s praise for Putin draws bipartisan backlash.
Agency as a New Organizing Abstraction for Computer Science
Considering agency is a candidate for organizing abstraction for structuring and reasoning about autonomous computational systems.
Your Voice, Your Vote: Stanley Langlow, Chelan County sheriff candidate
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Your Voice, Your Vote: Adam Musgrove, Douglas County sheriff candidate
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Your Voice, Your Vote: Tyler Caille, Douglas County sheriff candidate
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Cherokee Nation commits $470,000 to UCLA filmmaking exchange
Cherokee Nation has committed $470,000 over four years to a partnership with the UCLA School of Theater, Film and Television that will support an annual filmmaking exchange, Cherokee‑language media production and student training. Principal Chief Chuck Hoskin Jr. and Deputy Chief Bryan Warner joined tribal leaders and UCLA film school officials in Los Angeles on […]
Casper mobile auto repair business puts down roots on Beverly
CASPER, Wyo. –– About a year ago, James Sullivan was employed by an oilfield contractor doing work he enjoyed. There was one problem, however: there
Wellington mayor crosses party lines to endorse Democrat Pia Dandiya for Congress
Wellington's Republican mayor is crossing party lines to endorse Democrat Pia Dandiya in her bid for Congress, saying she would put people ahead of politics.
Greater Newport Chamber of Commerce to conduct Seventh Annual Business Walk on Friday, October 23rd, 2026
The Greater Newport Chamber of Commerce, with Connect Greater Newport, the regional economic development division of the chamber, will be hosting its seventh annual Business Walk on Friday, October 23rd from 10:00am to 1:00pm to meet with business owners in Newport County and gather their input on the region’s business climate. Erin Donovan-Boyle, President and
The science and politics behind the panic over ultraprocessed foods
There’s no doubt that the modern food environment needs to be healthier. But are ultraprocessed foods as evil as their reputation suggests?
The science and politics behind the panic over ultraprocessed foods
There’s no doubt that the modern food environment needs to be healthier. But are ultraprocessed foods as evil as their reputation suggests?
Report: Inadequate Child Care Costs Lancaster County $288.8 Million in Annual Business Output
Inadequate child care costs Lancaster County an estimated $288.8 million annually in business output, accordin...
How Lucille Ball Saved ‘Star Trek’ to Become a Six-Decade Juggernaut Franchise
Roddenberry Entertainment COO Trevor Roth on Wednesday told the MIA Market in Rome how the comedy legend and her Desilu Productions put the quirky sci-fi series into reruns after an NBC cancellation.
Google CEO Admits Cloud Business Is Sacrificing Revenue to Win AI Race
Alphabet Inc. (NASDAQ:GOOGL) CEO Sundar Pichai says Google is giving up potential Cloud revenue to prioritize AI research, even as customers struggle to secure computing capacity. Google Cloud revenue surged 82% to $24.8 billion in the second quarter, while its...
Why Brewers Must Put May on World Series Roster
Despite recent struggles, the veteran reliever brings the only championship ring to the Milwaukee Brewers clubhouse.
Florida State University computer scientist wins $100,000 grand prize at Discovery Days event
A Florida State University computer scientist won a $100,000 grand prize from cybersecurity company ReliaQuest after delivering a winning pitch for Sage,
New US drug launches need price check to counter access impediments, ICER, West Health urge
As policies from the last two presidential administrations put heightened focus on drug affordability in the United States, a new report suggests much work remains to be done when it comes to the l | As policies from the last two presidential administrations put heightened focus on drug affordability in the United States, a new report suggests much work remains to be done when it comes to the launch prices of novel medicines.
Billionaires turned life insurers into cash machines. Now comes the reckoning.
A lucrative Wall Street strategy has funneled billions from life insurers into their owners' other ventures. Now tougher rules and questions about investment risks are putting the model to the test.
RayNeo Announces Canadian Retail Rollout for Its Next-Generation AR Entertainment and AI Glasses
GT MAX brings a virtual screen of up to 307 inches, while RayNeo iO Smart Glasses puts everyday AI in view, as part of a full Canadian lineup with glasses...
RayNeo Announces Canadian Retail Rollout for Its Next-Generation AR Entertainment and AI Glasses
GT MAX brings a virtual screen of up to 307 inches, while RayNeo iO Smart Glasses puts everyday AI in view, as part of a full Canadian lineup with glasses starting at $429 RayNeo GT MAX RayNeo GT MAX AR glasses pair a 59° field of view with virtual screens of up to 307 inches. Built-in audio is co-tuned by Bang & Olufsen, and Dolby Vision is supported when paired with the separately sold Pocket TV Pro.* MSRP $629 CAD. Screen image simulated. Photo: RayNeo RayNeo iO RayNeo iO AI glasses put live
<b>Doctors, engineers and computer scientists leave Israel.</b> Researchers sound alarm
The number of Israelis leaving the country has jumped by dozens of percent over the last three years, while the number of those returning has fallen. Researchers warn of a collapse of the Israeli economy if the trend continues
More output isn’t better business: Workday’s CFO Zane Rowe on how finance chiefs should really measure AI
Zane Rowe discusses the company’s approach to AI agents, finance transformation, and measuring the impact of new technologies.
Australia urged to put biodiversity at the heart of planning as global targets slip out of reach
The world is falling short of its biodiversity commitments because nature is still treated as an afterthought in decisions about housing, infrastructure, agriculture, energy, mining and conservation, ...
UTC computer science team’s AI research paper accepted to NeurIPS 2026
A research team in the University of Tennessee at Chattanooga Department of Computer Science and Engineering has had a paper accepted to the main track of NeurIPS 2026, one of the world’s leading conferences in artificial intelligence and machine learning.
Lightest-ever neutron star system proves Einstein right about relativity yet again
Einstein's theory of relativity just got put to the test by the lightest binary neutron star system ever discovered.
TikTok pivots ad dollars to YouTube and Pinterest after Meta ban
Meta doesn't want TikTok's ads. ByteDance is putting its money toward YouTube and Pinterest instead.
Jefferson Health-Independence contract dispute worries Jefferson patients with IBX Medicare Advantage plans
IBX Medicare Advantage customers who are Jefferson Health patients have a choice: switch plans or risk losing access to their Jefferson doctors next year.
PSG licking their wounds, despite Barcelona win
Paris Saint-Germain’s win over Barcelona came at a cost. Once again, the reigning European champions put on a spectacle as they look to defend their UEFA Champions League crown. The 4-2 win will lik...
Computer science student takes engineering skills to Neuralink
A challenging classroom project helped Mateo McKee land an internship developing software that supports the manufacturing and testing of Neuralink’s brain implants.
Australian Politician Who Was Hit by Car Has Lost Both Legs
MELBOURNE, Australia (AP) — Doctors have amputated both of Australian federal lawmaker Helen Haines ' legs as she remains in critical condition after being repeatedly hit by a car in an apparent act of political violence, her husband said Wednesday. The 65-year-old independent politician is ...
Free Agent Centers Put Bronny James Lakers Future in Doubt
The Los Angeles Lakers cutting Dalton Knecht over Bronny James sees the current roster finalized for opening night. However, there are rumors that the team would like to add another center to have flexibility in today’s NBA. Most other teams have a noteworthy center who the Lakers will have to defend. Walker Kessler’s injury history […] The post Free Agent Centers Put Bronny James Lakers Future in Doubt appeared first on HEAVY.
TWICE’s Jihyo Departs JYP Entertainment After 21 Years + Launches New Agency EMITHAUS
Jihyo is beginning a journey with a new company! On October 21, the TWICE member took to her Instagram to share the following handwritten letter: Hello, this is Jihyo. I’m writing today because there’s something I’d like to share with you. After 21 years, my journey with JYP Entertainment, which began when I was just a child, has come to an end. Trying to put 21 years into just a few words is harder than I thought it would be.From childhood through my teenage years and into adulthood, I’ve spent most of my life at JYP.There were good days and difficult ones, but one thing I know for certain is that every one of those moments has shaped who I am today.I want to express my sincere gratitude to everyone at JYP who has been by my side and helped me grow over the years.I will always cherish the time we shared and the memories we made together. To me, independence is not so much a conclusion about the time that has passed, but a choice about how I want to live going forward.As the first step in this new chapter, I have established my own company, EMITHAUS.Just as “EMIT” means to “express or release,” I hope this will be a place where I can freely explore and bring to life even the possibilities within me that I have yet to discover.As I step away from a familiar environment and begin working in new ways, I will approach every decision and every endeavor with even greater thoughtfulness and responsibility. I also want to make it clear that this decision does not mean saying goodbye to the team I’ve been part of for so long.TWICE is an irreplaceable part of my life.Just as I cherish all the years we’ve shared, I look forward to all the moments still ahead of us.I will continue to stand on stage with my members and keep building more memories together for many years to come. Above all, I want to thank ONCE for believing in me and standing by my side for the past 11 years.I know that watching someone grow and change through so many stages of life and continuing to support them along the way is never something to be taken for granted.Thank you for giving me the courage to keep moving forward through your unwavering trust, love, and support.I will continue to fill the years ahead with choices and efforts that stay true to who I am and keep growing as an artist who lives up to all the love and support you’ve given me. Thank you. https://www.instagram.com/p/DevZGTkmTD2/ Jihyo is the third TWICE member to officially leave JYP Entertainment following Jeongyeon and Chaeyoung. Wishing Jihyo all the best on her new start!
Student-produced film captures Ireland sports experience | UNC Hussman School of Journalism and Media
The documentary created by a UNC Hussman School of Journalism and Media team premieres on campus Oct. 22 and Oct. 23. — This story, written by UNC Hussman alumnus Michael Lananna ’14, was originally published at unc.edu. — Carolina senior Anna Laible came up with the idea about a year ago. At the annual UNC Sports and Entertainment Summit, the journalism student walked up to then-athletic director Bubba Cunningham and took a chance. “Hi, Bubba, I’m not sure if you remember me, but I’m part of the student broadcast team from the Olympics,” Laible told him. “I have this idea to do an Ireland documentary on the football team.” Encouraged by the enthusiastic response to the proposal, Laible and a team of students from the UNC Hussman School of Journalism and Media worked diligently to turn that vision into reality. In August, Laible and seven peers traveled to Dublin, Ireland, with the Carolina football team and women’s soccer team. Equipped with video cameras, the student journalists covered both teams during their international games — both wins — and filmed scenes throughout Dublin, interviewing Irish locals, Tar Heel fans and key Carolina figures who helped make the trip possible. Back home, Laible’s team put the finishing touches on the documentary, with its first screening at 6:30 p.m. Oct. 22-23 in Carroll Hall room 111. The project is the latest in a long line of sports documentaries produced under the guidance of C.A. Tuggle, John H. Stembler Jr. Distinguished Professor. Since the 2008 Beijing Olympics, Tuggle and the Hussman school have sent journalism students to cover each of the Summer Games, and Tuggle’s students have also produced documentaries on Carolina teams that win national championships. But this Ireland excursion presented a new kind of opportunity. “This trip is really unique,” Tuggle said. “Bubba liked the idea, so we started working on it, and it’s all because Anna was forward-thinking and assertive.” Laible’s team worked to create a holistic depiction of the Dublin trip, billed as “Much More Than a Game.” The documentary’s 12 chapters cover Irish culture, music, trips to the Guiness Storehouse and the myriad connections between Tar Heels and Ireland. “Our main focus was to make sure we gave a whole encompassing idea of what this experience was like,” Laible said. “We wanted to show not just the student-athletes, but other students, other Carolina fans, Carolina alumni, the music and really incorporate that all in the documentary.” Joining Laible in Dublin were juniors Emily Brietz, Cooper Hall, Eliza Jennings and Katherine McCullough and seniors Molly Malek, May Proctor and Merrily Tew. Those students also traveled to Milan for the 2026 Olympic Winter Games in February. Those kinds of opportunities wouldn’t be possible without the support of UNC Hussman and, in the case of the Ireland trip, the Carolina athletic department. UNC Hussman students create Ireland trip documentary. (Submitted photo) “Never in a million years did I think I would have the opportunity to go to the Olympics or to the Aer Lingus College Football Classic, and now I’m even being presented with potential opportunities go to the Super Bowl,” said Malek, who served in a leadership role with Laible in Dublin. “I think that Carolina does a terrific job of connecting us to these opportunities that almost no other university does. This is a university where you have the opportunity to have an interdisciplinary education and to learn and experience a lot of things all at once.” With the support of UNC Hussman, Tuggle and fellow students like Malek, Laible turned a spur-of-the-moment idea into a documentary. When the film screens, Laible said she’s not quite sure what emotions to expect. “I’m a little worried that I might cry — not that crying is a bad thing,” Laible said, laughing. “But I’m really grateful for so many people helping, and I’m excited for everyone to see it.”
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SpaceX’s Musk Lauds Its Soaring Cloud Business and Possible Tesla Merger
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New Richland Lab Could Transform How Scientists Study Microbes and Boost Regional Jobs
The BriefGroundbreaking held Tuesday: PNNL officially began construction on the M2PC lab, a 30,800-square-foot facility funded by the U.S. Department of Energy's Office of Science that will study soil microbes to improve crop productivity and develop new biotechnology applications. The facility will be open to researchers from around the nation and the world.Research timelines could shrink dramatically: The facility's automation and AI capabilities could reduce experiments that currently take six months to just 72 hours, allowing scientists to explore more possibilities faster than ever before.New jobs coming to the Tri-Cities: The project is expected to create positions for automation engineers, AI experts, roboticists, technicians, and skilled craftspeople, with the facility opening in 2029.RICHLAND, Wash. — Pacific Northwest National Laboratory broke ground Tuesday on a first-of-its-kind facility that could accelerate scientific discoveries about the microscopic organisms living in soil—organisms that may hold the key to growing more food and developing new energy technologies.The Microbial Molecular Phenotyping Capability, or M2PC, represents a significant investment in automation and artificial intelligence to speed up research that traditionally takes years to complete. The 30,800-square-foot facility will house more than 100 connected automated instruments designed to study microbes at a pace and scale never before possible.Reshaping Agriculture's FutureThe M2PC facility will not put a new tool directly into a farmer's hands tomorrow morning, but it is actively reshaping the commercial pipeline to solve agriculture's biggest headache with biologicals: inconsistent field performance. For years, PNNL researchers have explored how microbes work and how they might help produce useful materials, advance energy technologies, and address challenges involving critical materials and minerals. But those experiments have been limited by what researchers could accomplish by hand."They can be used to provide nutrients to a plant so that the plant would grow more. So, like increasing your crop productivity, for example," said Douglas Mans, PNNL's Associate Laboratory Director for Integrated Discovery Sciences.PNNL's own research shows soil microbes can help plants access nutrients and withstand drought—benefits that could prove crucial as farmers face growing environmental pressures. The M2PC facility will allow scientists to identify and optimize useful microbes faster than ever before, accelerating the development of biological solutions that actually work consistently in the field.What Makes M2PC UniqueThe Microbial Molecular Phenotyping Capability differs from traditional research labs because it operates as a first-of-its-kind, AI-enabled autonomous laboratory designed to shrink experimental timelines from years down to months or weeks. The M2PC lab will connect more than 100 automated instruments to grow microbes, prepare samples, measure their behavior, and link observations to the molecular processes behind them. Artificial intelligence will help analyze results and guide the next experiments, allowing scientists to explore more questions faster.Deb Gracio, PNNL Director, emphasized the transformative potential during Tuesday's groundbreaking ceremony: "Research that has taken years will become possible in months and hopefully in weeks."That acceleration is already being demonstrated. PNNL's smaller automated lab, called the Anaerobic Microbial Phenotyping Platform or AMP2, completed three experimental cycles in just 72 hours—a process that normally would have taken about six months."That normally would have taken us about six months … and we were able to do that in 72 hours," Mans said.The AMP2 laboratory is not being closed or replaced. Instead, the current 1,800-square-foot laboratory serves as an active prototype and precursor for the much larger M2PC facility. AMP2 will continue operating as a separate lab designed to run anaerobic experiments—those conducted in the absence of oxygen—while M2PC will focus on aerobic research.Broader Applications Beyond AgricultureWhile improving crop productivity is one important application, the M2PC facility is designed to support research into multiple areas critical to national priorities. The lab will advance research into biofuels, manufacturing materials, and energy technologies. It will also help researchers understand how microbes respond to environmental changes and how to design biological systems for biotechnology applications.As a flagship component of the Department of Energy's Genesis Mission, M2PC represents a significant investment in using artificial intelligence and automation to accelerate U.S. scientific discovery. Dorothy Koch, Associate Director of the DOE Office of Science Biological and Environmental Research program, highlighted the facility's importance during the groundbreaking."M2PC will accelerate biological discovery and design," Koch said, noting that the facility is expected to conduct a minimum of 500 strain experiments per week, 100 microbiome experiments per week, and take a million measurements per month.Economic Opportunity for the RegionBeyond the scientific breakthroughs, the M2PC project represents significant economic opportunity for the Tri-Cities region. The facility will require hiring automation engineers, AI experts, technicians skilled in operating robotics, and specialized craftspeople to build and maintain the sophisticated equipment."We're anticipating that type of hiring," Mans said when asked about job creation.PNNL has already begun recruiting talent nationally and internationally for positions related to the smaller AMP2 lab, bringing automation engineers from cities like Boston and San Francisco to work in the region. The M2PC facility is expected to accelerate that trend."This capability won't really exist anywhere else in the world," Mans said, suggesting the facility could become a draw for scientific talent seeking to work on cutting-edge biotechnology research.Timeline and Next StepsThe M2PC facility is expected to open in 2029. Between now and then, construction crews will level and prepare the ground, while the building takes shape. Simultaneously, Ginkgo Bio Works, the automation contractor, will build the facility's automation components off-site so they can be installed as the building is completed.In the interim, PNNL researchers and the broader scientific community will begin planning the first experiments to be conducted in the facility, ensuring research is lined up and ready to begin as soon as the doors open.The groundbreaking ceremony included representatives from the Department of Energy, PNNL leadership, and elected officials at the federal, state, and local levels, underscoring the project's significance to the region and the nation's biotechnology future. News The U.S. Department of Energy Secretary tours Pacific Northwest National Laboratory Dan Hanson, Apple Valley News Now News Beyond DNA: Scientists Explore New Frontiers in Biology Research Dan Hanson, Apple Valley News Now News TRIDEC optimistic that Hanford, PNNL will see funding in national budget Robert Desaulniers News Big picture science: monitoring the Yakima River Basin News PNNL research could shape the future of fighting fentanyl COPYRIGHT 2026 BY APPLE VALLEY NEWS NOW. ALL RIGHTS RESERVED. THIS MATERIAL MAY NOT BE PUBLISHED, BROADCAST, REWRITTEN OR REDISTRIBUTED.
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Toy Story 5, Backrooms and The Breadwinner Vie to Become the Second Biggest Film This Year...
(Welcome to my weekly streaming ratings report, the single best guide to what’s popular in streaming TV and what isn’t. I’m the Entertainment Strategy Guy, a former streaming executive who now analyzes business strategy in the entertainment industry. If you were forwarded this email, please subscribe to get these insights each week.) Often, people blame “data” for ruining Hollywood, when I’d argue that hype (which can often be debunked by data) is often worse, as you can see in these two headlines. To use a common meme, here’s how it started: and how it’s going: Earlier this year, I read countless (and I mean countless) articles (in almost every mainstream media outlet) about how Heated Rivalry was a huge hit and that it “heated” interest in hockey. But Heated Rivalry wasn’t a huge viewership hit compared to the hype: [ ](https://entertainment.substack.com/p/you-cant-eat-buzzdid-heated-rivalrys) [ You Can’t Eat Buzz…Did Heated Rivalry’s Buzz Translate into Actual Viewership? ](https://entertainment.substack.com/p/you-cant-eat-buzzdid-heated-rivalrys) Entertainment Strategy Guy · Jan 22 [ Read full story ](https://entertainment.substack.com/p/you-cant-eat-buzzdid-heated-rivalrys) In this case, the hype (Heated Rivalry is really popular) belied the data (It didn’t make the top ten charts, meaning it wasn’t a huge hit.1) Even worse, every time I write about this, I get a lot of negative feedback, hence why I only sparingly mention the show these days or add lots of caveats when I write about it, but this just further cements the hype. But companies, and the executives leading them, have to determine strategy based on reality, not media coverage. The NHL committed real marketing dollars to a campaign that didn’t work. Sure enough, the latest NHL season opened to under a million viewers. At some point, you have to focus on what the data says, because real dollars are at stake. And that’s why we have the Streaming Ratings Report! To provide and analyze cold, hard data. Luckily, this week, I can be positive and take a look at a huge opening on streaming, along with a very buzzy horror film that customers kind of like, but don’t really love. And a comedy that tried to rebound on streaming. Today, I’m covering two weeks—21-Sep and 28-Sep—so we have a lot to discuss (nearly 5,000 words worth), including a series of film misses for Netflix, another argument for weekly-released TV shows on streaming, another sitcom tries to avoid the comedy curse, Netflix has two new game shows (one powered by AI), Reacher falling off the charts after a huge run, Prime Video tries its hands at the romcom game**,** a look at the WNBA’s big season, a big night for the VMAs on CBS and MTV, all the flops, bombs and misses, and a whole lot more. (Reminder: The streaming ratings report focuses on the U.S. market and compiles data from Nielsen’s weekly top ten viewership ranks, Luminate’s Top Ten Data, JustWatch and Reelgood interest data, Samba TV household viewership, company datecdotes, Netflix hours viewed data, Google Trends, and IMDb to determine the most popular content. While most data points are current, Nielsen’s data covers the weeks of September 14th to October 4th, 2026. You can find a link to my terminology here.) Subscribe Film - Two Hits and a Miss Come to Streaming… Three very interesting films came to streaming in one week, and I like comparing them since they show the range of theatrical films. One was a huge blockbuster, one was popular, and one was neither. One is a horror film, a buzzy genre; one is a comedy, a struggling genre; and one is an animated family film, the king of the box office. One went to a tiny streamer (HBO Max), one went to a second-tier streamer (Disney+), and one went to the biggest (Netflix). So… If you just went by box office, you’d expect Backrooms—the $197 million grosser, and partner of Obsession for “YouTube Horror Summer”—to dominate on streaming. If you read this report, though, you know that horror films don’t do great on streaming, and that’s the case again. Backrooms opened at 3.8 million hours according to Nielsen, and had 3.9 million hours in its second week. Here’s how that stacks up to other HBO Max films: We’re just getting started with this issue, but the rest is for paid subscribers of the Entertainment Strategy Guy, so if you’d like to find out… ...why I don’t buy Backrooms budget… …two new games shows arrive on streaming… …another sitcom struggles… ...another argument for putting out shows weekly on Netflix... ...and a whole lot more, nearly 5,000 words more... ...please subscribe! We can only keep doing this great work with your support. If you want an idea of just how much content you’d get in a full issue, check out this older issue. Coming Soon! Next week, I’ll be taking a look at the eighth season of Hulu’s The Kardashians, answering the question: will this show ever make the charts? If Mormon wives can make it, surely one of social media’s most popular families can as well. Also, Prime Video has a new horror show based on popular IP, Carrie, Netflix has a horror show starring Josh Hartnett, Below, and Apple TV has a UK import, Small Prophets. Plus a bunch of movies like Disclosure Day heading to Peacock, The Housemaid coming to HBO Max, Ben Affleck’s latest on Apple TV, Animals, and Matchbox the Movie on Apple TV, a John Cena action comedy inspired by Hasbro’s toy cars. The week after is even busier! I’ll look at another IP-based horror show, Crystal Lake, a new MCU show on Disney+, VisionQuest, season two of The Lowdown on FX/Hulu, the fourth seasons of The Diplomat on Netflix and Tulsa King on Paramount+, another season of Love is Blind, and four straight-to-streaming films: Netflix’s Sacrifice (starring Chris Evens, Anya-Taylor-Joy, Vincent Cassel, John Malkovich, Salma Hayek. Charlie XCX), Apple TV’s Tenzing (starring Tom Hiddleston and Willem Defoe), Prime Video’s Love of Your Life (Margaret Qualley) and Masterplan (Stanley Tucci) and a whole lot more, somehow. Long term, here’s some huge IP news: a Game of Thrones movie is coming to theaters, Game of Thrones: Aegon’s Conquest in 2029, while Jon Watts (who helmed three of the most recent Spider-Man movies) is directing the next Star Wars trilogy, to be written by Simon Kinberg. I’m cautiously optimistic for both. It feels obvious to say that making good movies matters, but for bets this big (Star Wars is on a swoon, Game of Thrones hasn’t been to theaters yet), the quality has to be there.
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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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