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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...
10-year-old Central New York golfer has big dreams to play in college
Ali DeBlois, born into a golf family, qualified for a regional competition in her age group despite only starting tournaments recently.
Five Steps for BYU to Avoid Letdown vs. UCF
Exhale. What a weekend in Provo. From College Gameday to storming the field as the final pass fell incomplete to beat No. 2 Notre Dame, that was perhaps the single most perfect day in the history of BYU sports. The task at hand? Shake off the cobwebs. Get the celebratory Swig out of your system […]
College of Science Honors event celebrates philanthropy and alumni success
Seven alumni and two donors were recognized for their contributions at this year's College of Science Honors event, held at The Alpine in Reno.
UTC student-athletes host Tommie F. Brown Academy students for Sports Camp Day
“Are we going to college today?” a Tommie F. Brown Academy student asked during the walk from the elementary school to UTC’s Aquatic and Recreation Center. The question set the tone Wednesday, Oct. 21, as 46 Brown Academy students in kindergarten through fifth grade spent an hour at the ARC with 14 UTC student-athletes for Sports Camp Day.
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.
Applications Open for County College of Morris Artificial Intelligence and Data Science Apprenticeship
MORRIS COUNTY — County College of Morris (CCM) is accepting applications through Monday, November 2, for the next cohort of its Artificial Intelligence (AI) and Data Science Apprenticeship, offering CCM students and adult learners living in New Jersey an opportunity to gain paid, hands-on experience while preparing for a career in the fast-growing fields of […]
Larry Gies pledges $100M matching gift to Gies College of Business
CHAMPAIGN, Ill. (WICS/WRSP) - Larry Gies has announced a new pledge of $100 million to Gies College of Business in Champaign.
ASU hockey incident raises questions about athletes’ mental health support
The events of Aug. 20 involving Arizona State hockey player Matthew Mayich open the conversation regarding mental health resources and creating an environment where college athletes feel safe seeking support.
Joel Klatt says Big Ten-SEC football challenge is imminent
The Big Ten and SEC run college football, but as the sport tries to chart its future, the two sides haven’t found much in common. Until now? After an exhausting period of negotiations, brinksmanship, and fan unrest, college football is moving towards a 24-team College Football Playoff. The Big Ten had held out against the…
Ohio State names Chandrasekaran dean of Fisher College of Business
The Ohio State University has named Aravind Chandrasekaran (AC) dean of the Max M. Fisher College of Business, pending Board of Trustees approval. Chandrasekaran has served as interim dean of the college since June 2025, building on more than 15 years as a faculty member, scholar and academic leader at the college. He will also continue to ho...
UA-PTC lands $3 million healthcare workforce training grant
The University of Arkansas – Pulaski Technical College (UA-PTC) has been awarded a five-year grant of nearly $3 million to boost the healthcare workforce. The $2,997,621 Strengthening Institutions Program (SIP)...
Sokaogon partners on workforce training for $72M broadband network
A new broadband workforce partnership will launch in spring 2027 to support a $72 million tribally owned fiber network planned for northern Wisconsin. The Sokaogon Chippewa Community, Nicolet College and the Wisconsin Department of Workforce Development’s Bureau of Apprenticeship Standards are developing the one-year broadband service technician apprenticeship. The program combines 2,000 hours of on-the-job […]
College football Week 8 players to watch: Boise State's Dylan Riley could retake the nation's rushing lead against Washington State
Week 8 college football viewer's guide: Can No. 7 Ole Miss hand No. 19 Texas a third consecutive loss?
College Football SEC power rankings entering Week 8
Ranking the top teams in the SEC heading into Week 8 of the college football season.
This modern-day fairy tale invites conversations about mental health - College of Arts and Sciences
Rachel Hynes’ production, “Song of a Sea Witch,” invites intergenerational audiences to confront the power of language and the lasting impact of negative self-talk.
Which college football team is the biggest disappointment of 2026?
Some of college football's biggest preseason contenders have stumbled ... hard. From Texas to Texas A&M and beyond, we want fans to name the biggest disappointment of 2026.
TAMUSA opens new $55M public health and education building
The new academic building is part of the college's growing health education offerings and partnership with University Health.
Zero Republican political science professors found at 4 major Pennsylvania universities, research shows
(The College Fix) — Professors registered as Democrats outnumber colleagues registered as Republicans by a 28 to one ratio in […]
UTA College of Science dean discusses research opportunities, career skills
Morteza Khaledi met with students Wednesday to share resources and ask about their opinions and goals.
Sports/Rec calendar: Oct. 23–Nov. 1, 2026
Upcoming recreation opportunities and college and prep sports
'Connections on the Road': Mental health on campus
During "Connections with Evan Dawson" on Oct. 22, 2026, we're broadcasting live from The Little Theatre with a discussion on how to best support student mental health on college campuses.
'Hamilton' dance workshop celebrates importance of art in politics
On Sunday, the Rutgers Democracy Lab and Livingston Theatre Company hosted "Hamilton: Arts, Democracy & Dance" to commemorate the 250th anniversary of the United States as well as the Eagleton Institute of Politics' 70th anniversary. Held at the College Avenue Student Center, this event was an opportunity to showcase the intersection of arts and democracy, to discuss this serendipitous connection and to learn some choreography from the Broadway hit musical.
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.
Businessman Larry Gies to become U of I's largest donor after pledging $100 million towards business college
The new pledge is in addition to Gies’ $150 million donation to the business school in 2017 and a $100 million donation to the athletics department in 2025.
Bob Huggins' family discloses health battle for college basketball legend
Former college basketball coach Bob Huggins' family released a statement that he's dealing with a progressive cognitive condition. What to know:
Built to Rise - Notre Dame Business Mendoza College of Business
From Heisman glory to business success — and through devastating loss — alum John Huarte’s life has been defined by resilience.
CTC Fall Variety Show promises an evening of entertainment, music and classic theater
The Central Texas College Fine Arts Department invites the community to celebrate the season with its annual Fall Variety Show, a showcase of student talent featuring theatrical performances, music and
Críticas: On bikes and politics
In college, I rode my bike everywhere I went. It was this slick yellow roadster with checkered flag rim tape. I called it el italiano. I’d take it to
CTC’s Fall Variety Show promises an evening of entertainment!
KILLEEN, Texas (FOX 44) – Central Texas College’s Fine Arts Department is inviting the community to celebrate the season with its annual Fall Variety Show! This is a showcase of student talent featuri...
NWACC to build new trail, amenities
NorthWest Arkansas Community College in Bentonville received a $680,000 grant from the Arkansas Natural and Cultural Resources Council to support the development of a campus bike loop and new recreational...
NWACC to build new trail, amenities
NorthWest Arkansas Community College in Bentonville received a $680,000 grant from the Arkansas Natural and Cultural Resources Council to support the development of a campus bike loop and new recreational...
EA Sports Confirms It's Developing an Open-World Football Game
EA Sports is working on a new open-world football game, seemingly separate from Madden and College Football.
Longtime Cargill Exec Takes Reins At K-State Animal Sciences Department
Longtime Cargill executive Scott Eilert will take the helm at Kansas State University’s Department of Animal Sciences and Industry in the College of Agriculture, the school announced. The department is home to Kansas State’s largest degree program and one of the nation’s largest animal science academic centers. Eilert, a 1989... Longtime Cargill executive Scott Eilert […]
Who is Maryland's interim coach after firing Mike Locksley?
With the Maryland Terrapins firing Mike Locksley, co-defensive coordinator Aazaar Abdul-Rahim is serving as interim head coach.
Sporting News 2026 Midseason All-America college football team
The quarterback and one wide receiver come from the nation's No. 1 team.
Misericordia University Announces New Partnership with Northeast College of Health Sciences
Misericordia University recently announced a new educational partnership with Northeast College of Health Sciences designed to provide students with a streamlined pathway toward earning a Doctor of Chiropractic degree.
132 at UNC-Chapel Hill inducted into Phi Beta Kappa
Phi Beta Kappa, the nation’s oldest and most honored college honorary society, has inducted 132 University of North Carolina at Chapel Hill students as new members. The recent induction ceremony... View Article
Rochester colleges expand mental health workforce training amid shortages
Rochester colleges like Nazareth and St. John Fisher expand mental health training programs to address workforce shortages and improve community access.
College football mega boosters used to fund buildings. Now they buy QBs. What’s the payoff?
“It's absolutely a non-sustainable business model," said SMU booster Bill Armstrong. "But nobody can control themselves."
Oct. 21 - SCAD Film Fest to Impact Downtown Traffic
October 21 2026 - Motorists can expect delays in Savannah this coming week as the annual Savannah College of Art & Design (SCAD) Film Fest will be taking place from
Partners, not family: How 3 college buddies built dairy business
Austin Copenhaver and his partners turned a shared dream into three dairy operations, and a model for the next generation of farmers.
Zero Republican political science professors found at 4 major Pennsylvania universities, research finds
ANALYSIS: Democrat professors outnumber Republican colleagues 28 to 1 in Pennsylvania political science departments Professors registered as Democrats outnumber colleagues registered as Republicans by…
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.”
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 […]
Urban Meyer only has one concern about a 24-team College Football Playoff
Urban Meyer won three national titles as a college football head coach, but the game is already very different from his time at Florida and Ohio State. The ways NIL and the transfer portal have shifted the sport’s landscape were hard to predict, and the Fox Sports college football analyst is among those who misread…
14 Organizations Earn CHIME's Highest Digital Health Most Wired Designation for 2026
/PRNewswire/ -- The College of Healthcare Information Management Executives (CHIME), the leading professional organization for digital health leaders, today...
Penn State expected to miss Bowl Games by multiple outlets
Penn State was nearly a consensus College Football Playoff pick earlier this year, and now they are expected to miss out on Bowl Games.
Gravity & Other Myths Bringing Acrobatics Show to Eisenhower Auditorium
An Australian physical theater troupe will bring a performance built around acrobatics, repetition and the pursuit of mastery to Penn State next
Women's college basketball preseason AP poll: South Carolina leads the way, with UConn and USC trailing behind
Dawn Staley and South Carolina once again reign above the rest of the pack.
$5 Million in Maternal Health Research Funding to Support Projects Aimed at Improving Outcomes for Native Mothers
Overview: The University of Oklahoma has received more than $5 million in federal funding for maternal health research, including projects focused on improving outcomes for American Indian and Alaska Native mothers through culturally responsive care, technology and traditional food systems. The University of Oklahoma’s Fran and Earl Ziegler College of Nursing has received more than […]
$5 Million in Maternal Health Research Funding to Support Projects Aimed at Improving Outcomes for Native Mothers
The University of Oklahoma’s Fran and Earl Ziegler College of Nursing has received more than $5 million for maternal health research, including work aimed at improving outcomes for American Indian and...
Larry Gies Pledges Another $100 Million To His Namesake Business School
Larry Gies welcomes Illinois business majors during a signing day ceremony at Gies College of Business at the University of Illinois Urbana-Champaign. (Photo by Fred Zwicky / University of Illinois Ur...
Larry Gies Pledges Another $100 Million To His Namesake Business School
The matching commitment could generate $200M for scholarships, student experiences & faculty support, bringing Gies’ B-school giving to $250M
Going with the Flow - College of Arts and Sciences
Scott Gifford studies the microscopic organisms that shape water quality, ecosystems, and Earth’s climate.
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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