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Larry Ellison, Oracle’s chairman and technology chief, speaks at the Oracle OpenWorld conference in San Francisco on September 16, 2019.

Justin Sullivan | Getty Images

Every tech company is talking up its AI opportunity. Oracle is no exception. But during an earnings call in March, Oracle’s Larry Ellison laid out a future market opportunity focused on a major customer that investors may think about less often that Fortune 500 companies.

The Oracle founder, former CEO and current chairman and chief technology officer, sees national and state government applications being run on platforms like Oracle Cloud Infrastructure to a much greater degree than today, and indicated that it’s starting to happen in a variety of ways.

“We talk about, you know, winning business with companies. For the first time, we’re beginning to win business for countries,” Ellison said. “We have a number of countries where we’re negotiating sovereign regions with the national government.”

Major tech companies vying for massive government contracts in the cloud are nothing new. Microsoft and Amazon had a lengthy battle over a cloud deal with the Department of Defense, and both those AI players as well as Oracle and Google ended up all in on a $9 billion DoD contract in 2022.

But Ellison went further in his prediction when speaking with analysts on the recent earnings call, saying “Every government, pretty much every government, is going to want a sovereign cloud and a dedicated region for that government.”

Oracle, which works with Nvidia and Microsoft on generative AI capabilities, has already helped use cloud tech to cut red tape for countries. One example Ellison gave was Albania. It is trying to ascend to the European Union with the help of chatGPT, with the generative AI helping to decipher and summarize its laws and aid the country in what it needs to change in order to be compliant with E.U. regulations.

“It took Serbia eight years to harmonize their laws to be able to join the E.U.,” Ellison said. “Albania is facing the same thing, but with generative AI, we can read the entire corpus of the Albanian laws and actually harmonize their laws with the EU in probably more like 18 months to two years.”

Some analysts are skeptical of Ellison’s talk as being anything more than typical C-suite rallying for a key business unit. Oracle shares are up about 21% YTD, but Barclays analyst Raimo Lenschow expressed concern about lower OCI growth during its latest earnings, which could “worry investors, as this is the main investment story.”

Oracle shares pop on Q3 earnings despite mixed earnings

A version of future featuring cloud services and artificial intelligence-powered solutions can make government more efficient. Ellison said for starters, redundancy is a focus for government, in the case of disaster and disaster recovery. But it’s also moving into health care information and internet access projects.

Countries including Serbia are standardizing on Oracle Cloud Infrastructure and using generative AI for processes like automating health care. Deals related to delivery of internet services in partnership with Elon Musk’s Starlink to remote areas are taking place in Kenya and Rwanda, where OCI and Starlink are mapping rural farms to see which crops are growing in what area, and if they are getting enough nutrients like nitrogen and water.

“These maps are AI-assisted, help them plan their agricultural output and predict their agricultural output, predict markets, the logistics of the agricultural output, doing all of all of those things as next-generation national applications,” Ellison said.

Food security, rural school and rural hospital internet access, are other examples of what Ellison said are among the “all sorts of interesting new AI applications out there that you’ve probably never heard of before, at least I hadn’t heard of before until these last 12 months now that we’ve worked on and we’re now in the process of delivering.”

He also mentioned automation of vaccination programs, and other healthcare program “across the board.”

“We’re living in a world where like data and information is the gold of the future,” said Dan Gardner, CEO of digital strategy agency Code and Theory. “If the government can get access and action on that their data faster, why would we want to slow that down? We want that to be as efficient as possible. A lot of that is like mundane human resources, that maybe those people could be doing something else that is way more valuable.”

Cloud and generative AI applications allowing countries to give rural areas internet access could increase educational opportunities and create more economic value. It could also allow citizens to have more insight into government processes, said Tapan Parikh, Cornell University associate professor. “One thing technology’s always been good at is potentially making bureaucracies more efficient, or at least more transparent internally,” he said.

‘Black Mirror’ governments

But the push to move more government processes to the cloud is also opening the door to new risks, especially as countries trust newly developed generative AI systems. While they may make processes faster than ever, there are bound to be mistakes as the technology develops and could make citizen data accessible to cyber criminals.

“We shouldn’t use these technologies as an excuse to not maintain oversight and control over political processes,” Parikh said. “Certainly, I think that’s a very important thing, particularly when you’re dealing with countries that may not have the same kind of governance capacity.”

Oracle did not respond to a request for additional comment on Ellison’s earnings call discussion.

“There’s the ‘Black Mirror’ bad side of it: Big Brother, data wars, AI warfare and all that stuff,” Garder said. “As far as like removing red tape and being more efficient and getting better use out of crops across the country, that’s incredible. That’s the multiplier of humanity that could really improve because of AI.”

AI raises a host of concerns.

Gardner pointed to the proliferation of more generative content in an election year around the world and all the issues related to tech-enabled interference. “Maybe it’s not like chips on the ground. But it’s data security, authentication of who you are, who governments are, what content you’re viewing, all the connection points between financial systems, and AI governance. Using AI as a tool of destruction is quite scary.” 

“No big government in the world can afford to move all of their services and especially critical ones like defense, taxes, health care, completely into the cloud and into the hands of gen AI,” said Simone Bohnenberger, chief product officer at cloud company Phrase. “It’s just not in the realm of, I think it’s not responsible to do that. The potential risks outweigh the benefits of doing that.”

OpenAI, which created ChatGPT, is mostly trained on existing content on the internet. That could pose a problem, especially when text from lesser known languages like Albanian need to be analyzed, Bohnenberger said.

“If you look at the World Wide Web or the internet, the vast majority of content there’s English, I think a quarter of the content is English, followed by Chinese,” she said. “Albanian is a minority. It’s very questionable for me how well that actually works for a small country like Albania and like an outlier language, because there’s just not much data you can train a model on. And if you don’t have much data, then the outputs will be very messy.”

Then there’s security and data risks with allowing foreign companies access to citizen data, Parikh said. Even the U.S., with all its resources, has been vulnerable to data hacks, including a recent February incident with contractor CGI Federal which exposed personally identifiable information on employees. The recent battle between the U.S. and China over TikTok is an example of how control of sensitive consumer data can be interjected into geopolitics. “I think certainly that’s a concern going forward for countries who are working with vendors from different countries,” Parikh said.

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Companies are blaming AI for job cuts. Critics say it’s a ‘good excuse’

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Companies are blaming AI for job cuts. Critics say it’s a 'good excuse'

More companies are announcing AI-driven layoffs from Salesforce to Accenture.

Twenty20

From tech to airlines, large global companies have been slashing staff as the real-world impact of artificial intelligence plays out, spooking employees. But critics say AI has become an easy excuse for firms looking to downsize.

Last month, tech consultancy firm Accenture announced a restructuring plan that includes quick exits for workers that aren’t first able to reskill on AI. Days later, Lufthansa said it was going to eliminate 4,000 jobs by 2030 as it leans on AI to increase efficiency.

Salesforce also laid off 4,000 customer support roles in September, saying that AI can do 50% of the work at the company. Meanwhile, fintech firm Klarna has reduced staff by 40% as it aggressively adopts AI tools.

Language-learning platform Duolingo has stated that it will gradually stop relying on contractors and use AI to fill the gaps.

The headlines are grim, but Fabian Stephany, assistant professor of AI and work at the Oxford Internet Institute, said there might be more to job cuts than meets the eye.

Previously there may have been some stigma attached to using AI, but now companies are “scapegoating” the technology to take the fall for challenging business moves such as layoffs.

“I’m really skeptical whether the layoffs that we see currently are really due to true efficiency gains. It’s rather really a projection into AI in the sense of ‘We can use AI to make good excuses,'” Stephany said in an interview with CNBC.

Companies can essentially position themselves at the frontier of AI technology to appear innovative and competitive, and simultaneously conceal the real reasons for layoffs, according to Stephany.

“There might be various other reasons why companies are having to get rid of part of their workforce … Duolingo or Klarna are really prime candidates for this because there has been overhiring during Corona [Covid-19 pandemic] as well,” the professor said.

Some companies that flourished during the pandemic “significantly overhired” and the recent layoffs might just be a “market clearance.”

“It’s to some extent firing people that for whom there had not been a sustainable long term perspective and instead of saying “we miscalculated this two, three years ago, they can now come to the scapegoating, and that is saying ‘it’s because of AI though,'” he added.

This pattern has sparked conversation online. One founder, Jean-Christophe Bouglé even said in a popular LinkedIn post that AI adoption is at a “much slower pace” than is being claimed and in large corporations “there’s not much happening” with AI projects even being rolled back due to cost or security concerns.

“At the same time there are announcements of big layoff plans ‘because of AI.’ It looks like a big excuse, in a context where the economy in many countries is slowing down, despite what the incredible performance of stock exchanges suggest,” said Bouglé, who co-founded Authentic.ly.

Feeding the fear of AI

Jasmine Escalera, a careers expert, said this concealment is “feeding the fear of AI” with employees globally concerned about their jobs being replaced as a result of AI.

“So we already know that employees are scared because companies are not being honest, open and communicative about how they’re implementing AI,” Escalera told CNBC Make It. “Now companies are openly stating ‘We’re doing this [layoffs] because of AI’ so it’s feeding the frenzy.”

Escalera said big companies need to be more responsible as they set the tone for what’s the norm in business decision making and avoid greenlighting “bad behavior.”

A Salesforce spokesperson clarified to CNBC that the company deployed its own AI agent, Agentforce, which reduced the number of customer support cases and eliminated the need to “backfill support engineer roles,” they said.

View taken inside a Lufthansa Airbus A350 airplane on March 19, 2025.

Lufthansa to cut 4,000 jobs as airline turns to AI to boost efficiency

“We’ve successfully redeployed hundreds of employees into other areas like professional services, sales, and customer success,” the Salesforce spokesperson added.

Klarna directed CNBC to its co-founder and CEO Sebastian Siemiatkowski’s comments on X where he explained that the company shrank its workforce from 5,500 to 3,000 people in two years but “AI is only part of that story.”

Siemiatkowski linked the workforce reduction to slimming down its analytics team to one “success team,” with many then leaving by natural attrition as well as the reduction of the company’s customer success team.

Lufthansa and Accenture declined to comment on the matter and did not share any further details on their AI restructuring strategy. Duolingo did not respond to CNBC’s request for comment.

Mass AI layoffs are not here

The Budget Lab, a non-partisan policy research center at Yale University, released a report on Wednesday which showed that U.S. labor has actually been little disrupted by AI automation since the release of ChatGPT in 2022.

The lab examined U.S. labor market data from November 2022 to July 2025 using a “dissimilarity index” which measured how much the occupational mix—the share of workers in different jobs—has shifted since AI’s debut and compared it to other technological shifts such as the introduction of computers and the internet. It found that AI hasn’t yet caused widespread job losses.

Additionally, New York Fed economists released research in early September which showed that AI use amongst firms “do not point to significant reductions in employment” across the services and manufacturing industry in the New York–Northern New Jersey region.

It found that 40% of service firms said they were using AI this year, up from 25% last year, while manufacturing firms saw a similar jump from 16% last year to 26% this year, but very few were using AI to layoff workers.

Only 1% of the services firm reported AI as the reason for laying off workers in the past six months, down from 10% that had laid off workers using AI in 2024. Meanwhile, 12% of services firms said AI made them hire less workers in 2025.

By contrast, 35% of services firms have used AI to retrain employees and 11% have hired more as a result.

Stephany said there isn’t much evidence from his research that shows large levels of technological unemployment due to AI.

“Economists call this structural unemployment, so the pie of work is not big enough for everybody anymore and so people will lose jobs definitely because of of AI, I don’t think that this is happening on a mass scale,” he said.

He added that concerns about technology putting an end to human work can be seen throughout history.

“It reoccurred this century alone a dozen times, you can go back to ancient times where Roman emperors put hold to certain machines because they were worried about this and always the contrary happened. The machine made companies, industries more productive.

“It allowed for the emergence of entirely new jobs. If you think about the internet 20 years ago, nobody would have known what a social media influencer is, what an app developer is because it didn’t exist.”

Read more about companies conducting AI layoffs below:

A logo sits illuminated at the Accenture booth in Mobile World Congress 2025 on March 03, 2025 in Barcelona, Spain.

Accenture plans on ‘exiting’ staff who can’t be reskilled on AI amid restructuring strategy

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Close to half of Kalshi user base experienced glitches, delays during Saturday college football games

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Close to half of Kalshi user base experienced glitches, delays during Saturday college football games

The Kalshi logo arranged on a laptop in New York, US, on Monday, Feb. 10, 2025.

Gabby Jones | Bloomberg | Getty Images

Close to half of Kalshi’s user base experienced glitches and delays on Saturday during college football games, a major source of trades, as some said they were temporarily unable to process orders.

In a message sent to a user obtained by CNBC, the predictions market service’s website apologized for any inconvenience and said it was “looking into” the issues traders were experiencing. 

“The Exchange is experiencing temporary delays,” the message read. “Balances and positions may not be accurately reflected at this time.” 

One user shared a screen recording and screenshots with CNBC that showed they were unable to see their balance or bets while the issues persisted.

A number of users on X reported the website was down when they were trying to place bets on college football games, with some saying they had open orders that wouldn’t process. When CNBC visited the website, it wouldn’t load, showing only a green K with a spinning circle around it for more than 20 minutes. The platform later loaded.

“Earlier today, Kalshi experienced minor glitches that temporarily affected some user experiences. No exchange outage occurred, no funds were affected, and the issues are now resolved,” the company said in a statement.

Earlier, a spokesperson denied there was an outage and said the exchange “never stopped functioning properly.” He added that there has been no impact on clearing, advanced trading, or institutional trading.

“There were some glitches and delays on our web and app product, which affected less than half of our user base,” the spokesperson said. 

A little over a week ago, Kalshi announced a $300 million Series D funding round that valued the company at $5 billion, more than double its $2 billion valuation in June after its Series C round. 

The round was co-led by Andreessen Horowitz (a16z) and Sequoia Capital, with participation from Paradigm. Additional backers included Coinbase Ventures, General Catalyst, Spark Capital and CapitalG. 

The company, founded in 2018, rose to prominence by offering bettors the ability to trade on a wide range of real-world events, from football games to who President Donald Trump could pardon this year.

WATCH: Kalshi CEO on $2B valuation: We’re one of the fastest growing companies in America

Kalshi CEO on hitting $2B valuation: We're one of the fastest growing companies in America

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AI headshots are changing the way job seekers are seen and get hired in tough labor market

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AI headshots are changing the way job seekers are seen and get hired in tough labor market

AI headshots are becoming popular on LinkedIn and in professional portfolios as job seekers look for affordable profile pictures to give them an edge.

Since first impressions happen almost entirely through a screen, a clean, appealing photo is as important as a strong resume. And in a competitive job market, a good headshot can make a big difference. But professional photography has long been a financial barrier for many job applicants with an average starting cost for a professional headshot in the U.S. that can easily run up to hundreds of dollars.

Now job seekers are using fast and inexpensive AI tools to replace costly studio sessions.

“When I was at Yale, it was $200 for a 15-minute session for students,” said Melanie Fan, head of growth at Plush, an AI-powered online search platform for personalized shopping. “It was really expensive. The process of getting the pictures back, rendering them, looking at which ones I looked the best in, and then sending it back to the photographer for edit.”

This frustration has fueled the explosion of AI headshot tools like InstaHeadshots, PhotoPacksAI, HeadshotPro and Aragon AI, services that promise a professional image in minutes starting at under $50. Users simply upload selfies, pick a background, and receive dozens and no photographer is needed.

“After I changed my LinkedIn photo, the amount of inbound I’ve been getting from companies has skyrocketed,” Fan said. “Three to four times more messages from companies.”

Design company Canva recently launched its own AI headshot feature, with the goal of offering users a quick way to create realistic headshots and still be able to retouch or restyle them.

According to a recent Canva job market research report, 88% of job seekers believe a polished digital presence influences hiring decisions, which is up 45% from the year before. This is in line with the general uptick in use of AI as part of the application and hiring process, with 90% of hiring managers saying they have used AI to help with the hiring process, and 96% of job seekers who used AI in the application process saying they received callbacks.

Danny Wu, Canva’s head of AI products, said the goal wasn’t to replace real photography, but to make high quality imagery attainable to everyone no matter the budget or location. Once a user uploads an image, Canva can use AI for adjusting or changing the background, placing something in a different place, and for styling. “This is just a more accessible way to get professional and unique headshots,” Wu said.

Risks and questions about authenticity among HR recruiters

Anyone with a phone can get a LinkedIn-ready headshot, but the technology’s rapid adoption has created new questions about ethics and trust. Many candidates fear looking fake or deceptive and recruiters are on the lookout for AI-generated portraits that look overly smooth or stylized, saying authenticity matters the most.

“It is perceived as risky to use an AI headshot,” said Sam DeMase, ZipRecruiter career expert. “While recruiters accept them, a bad AI-generated headshot will put off most recruiters,” DeMase said. “A poorly done AI-generated headshot is easily recognized, reads as inauthentic, and can hurt the candidate’s chances of being selected.”

However, recruiters are struggling to tell if a headshot is AI produced, and the technology will only get better. “It’s becoming more and more difficult to tell whether a headshot has been enhanced or generated by AI,” DeMase added.

Chris Bora, founder and principal AI architect of Bora Labs and a former Meta engineer, said he built his own headshot generator, Nova Headshot, after being disappointed by existing options. “Some made me look taller and skinnier,” Bora said. “The other ones, they made me look lighter, so it wasn’t really me,” he said. “You don’t need to spend thousands to look professional anymore. You just need a tool that makes you look like yourself on your best day. With Nova, it takes less than ten minutes,” Bora said.

Amber Collins, an AI headshot user, said she still feels uneasy about it, especially since not every app gets it right. “There are a lot of bad apps out there,” Collins said. “Seven fingers, half a necklace, and the rest of it is gone from your neck. I feel guilty using AI. There’s a stigma. I’d 100% prefer to get actual get headshots done,” Collins said.

But ultimately, she says, the benefits outweighed the risks. “In this economy, you have to be mindful of where you’re going to put your money. I don’t need to have my face out there excessively, but having a couple of really good, solid, professional looking headshots is worth it to me,” Collins said.

Wu said the goal for job applicants seeking a headshot should be to use Canva’s tool to balance realism and creativity without losing their identity.

The tension between tech innovation and accessibility on the one hand, and authenticity on the other, will remain.

A LinkedIn spokesperson told CNBC what while the platform does allow the use of tools, including AI, to enhance or create profile photos, “the photo must reflect your likeness.”

“Profile photos that don’t comply with our user agreement or professional community policies may be removed,” the LinkedIn spokesperson said.

DeMase noted that many job candidates remain hesitant to use an AI headshot. “A headshot is one of the few places you can inject humanity into the job search,” he said.

But with job seekers now able to provide the appearance they had access to the same studio lighting, camera, and editing team as the pros, the trend is unlikely to stop.

A recent survey found that headshot use among job seekers is the highest within the Gen Z and millennial generations. And while recruiters may say they still prefer real photos, AI headshots are becoming harder to spot, and less likely to even be reviewed by humans in the first stages of the application process. A recent study from the HR trade group SHRM found that 66% of human resource professionals are using AI to generate their job descriptions, and 44% are using the technology to review or screen applicant resumes.

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