The Information : GPUs in the Wine Cellar: Why Techies Are Hoarding AI Compute i

GPUs in the Wine Cellar: Why Techies Are Hoarding AI Compute in Their Homes
Techies are tricking out their homes with powerful AI computers. Then come the heat issues.

The basement of Gary Flake’s contemporary home in a quiet neighborhood in Bellevue, Wash., is furnished with everything you’d expect in a multipurpose man cave. There’s a cozy-looking couch situated between a large screen and a digital projector, a Peloton treadmill and a rowing machine. The real showpiece of the space, however, is a custom computer that resembles an oversized erector set, one with seven large Nvidia graphics processing units dangling from its frame.

Flake, a former Microsoft executive and startup founder, built the computer to train custom AI models on terabytes of data from electroencephalograms, the tests that measure electrical activity in the brain—part of a startup project he has since moved on from. To train his AI models, Flake could have paid a cloud service to train them on the industrial-strength GPUs inside their data centers, but he said it was far cheaper to assemble his own machine out of discounted parts (total cost: under $6,000) than to fork over fees to Amazon Web Services or Microsoft every month.

That’s true even when including the $10,000 to $20,000 he spent for electrical upgrades and a new HVAC system he bought to keep his basement cool while his AI computer throws off a lot of heat. “I want to own,” said Flake, who plans to begin using the computer again for a new AI project in the coming months. “I don’t want to rent.”

The growing popularity of running AI workloads in attics, basements and home offices is an unexpected outcome of the current AI boom. Most of the leading AI companies train and run their models in remote data centers stuffed with tens of thousands of GPUs to accommodate their voracious compute needs.

At the same time, there’s a burgeoning local AI movement, consisting of small developers and tinkerers who want to work on AI on their own computers for a combination of cost, privacy and convenience reasons. There’s even a belief among libertarian-minded developers that local AI gives them a way to ensure governments can’t take away their access to the technology. Autonomous agent platforms like OpenClaw, which can perform complex tasks with users’ local apps and files, have also contributed to the rise of the movement.

In some cases, local AI just looks cool as a decorative focal point in the home. Last month, Shopify CEO Tobi Lütke went viral after posting a photograph of three vertical racks of computer equipment in his home, illuminated by ribbons of pink LED lighting. The equipment included a Dell computer with a powerful Nvidia GPU that the chipmaker advertises as the “ultimate deskside supercomputer.” Lütke even had a clever solution to the challenge of cooling the gear.

Our house in Toronto had this fancy glassed wine cellar, but we are not big wine drinkers. Anyways, it had good climate control so here is my rack cellar. https://t.co/NW5DgjIuIF

— tobi lutke (@tobi) September 18, 2026
The rise of home AI rigs has been a pleasant surprise for computer makers. Apple is seeing booming sales of its Mac mini and Mac Studio computers—both favorites among agent developers. Dell, too, says it’s seeing huge growth from the home AI community.

“It’s one of these zeitgeist moments,” said Marc Hammons, senior distinguished engineer at Dell. “We saw explosive growth after OpenClaw popped out earlier this year.”

Putting beefy computers in homes has been around for decades. There’s even a thriving community of “homelabbers” that connects on platforms like Discord and Reddit. In the early 2000s, enthusiasts built home servers with loads of hard disk storage for their growing libraries of MP3 and video files, which they often downloaded from file-sharing services. Later, the advent of crypto mining created new demands among enthusiasts for powerful GPUs in the home.

Hiten Shah was one such crypto enthusiast. In 2020, he bought eight GPUs in a server rack in his home to mine Ethereum. More recently, Shah, CEO of a software startup called Crazy Egg, has shifted his energy to AI development and substantially expanded the computing arsenal in his home in Redwood Shores, Calif. In total, he has 18 computers, including 14 Mac Minis and Studios.

Shah said having so much local AI compute gives him more control over the performance of the website optimization software he builds, since he has come to expect outages and slowdowns of cloud-based AI models. “Every time there’s a new model in the cloud, you see models get janky for days,” he said.

But there are consequences for his comfort. All of his local AI compute is in his home office, where the temperature sometimes hits 85 degrees as the machines generate heat. Often, he’s in there wearing shorts. “I should put some AC in there,” Shah said.

Some local AI enthusiasts have bona fide social media influencers—at least within that community. An Austin-based YouTuber who asked to remain anonymous—he goes by the name of his channel, Digital Spaceport—has what he describes as a “home datacenter” in his garage. Digital Spaceport’s gear includes five AMD GPUs, along with a bunch of networking and storage gear. At the moment, he is running the Chinese open-source model Qwen 3.8 27B on the hardware, which he uses to edit and analyze his YouTube videos.

Meanwhile, a tech consultant and YouTuber who also asked to remain anonymous—he, too, goes by the name of his channel, 0xSero—has had to move the AI computers around in his home in Poland as he has bought more and bigger hardware. His four Nvidia 6000 GPUs used to be in his home office, but they were noisy and ran so hot that they dried out the room, which he blamed for getting him sick last year. As a result, he moved them to the attic.

Initially, 0xSero used cloud-based AI models, but a pivotal moment for him occurred in late 2024 when the AI coding toolmaker Cursor raised its prices. “That was the point that I needed to figure out local AI,” he said.

0xSero also believes that people should own and control their own AI systems because there could come a time when governments try to control and restrict access to the technology. “I really like AI and I want to keep it,” he said.

>>> Europe : Brokers Upgrades & Downgrades - 12th of Oct. 2026 V2(+)

>>> Up
* Biogen Raised to Overweight at JPMorgan; PT $300
* Brown & Brown Raised to Outperform at KBW; PT $77
* Carlsberg Raised to Equal-Weight at Barclays; PT 930 kroner
* Cranswick Raised to Buy at Peel Hunt; PT 6,600 pence
* Danske Bank Raised to Buy at Arctic Securities; PT 390 kroner
* Dom Dev Raised to Buy at Trigon Dom Maklerski; PT 285 zloty (+)
* I Grandi Viaggi Raised to Buy at Banca Akros (ESN) (+)
* Meko Raised to Buy at SB1 Markets; PT 90 kronor
* Nexans Raised to Buy at Jefferies; PT 158 euros
* Sparebank 1 Ostfold Akershus Raised to Buy at SB1 Markets
* Standard Life Raised to Outperform at RBC; PT 950 pence
* T-Mobile Raised to Outperform at Raymond James; PT $170 (+)
* Tryg Raised to Neutral at Goldman; PT 158 kroner

>>> Down
* Aroundtown Cut to Sell at Goldman; PT 1.30 euros
* FlatexDEGIRO Cut to Hold at Deutsche Bank; PT 31 euros (+)
* Handelsbanken Cut to Sell at Arctic Securities; PT 134 kronor
* KH Group Oyj Cut to Reduce at Inderes; PT 90 euro cents
* Microsoft Cut to Neutral at Phillip Secs; PT $515
* OPmobility Cut to Neutral at Citi; PT 11 euros
* Palantir Cut to Neutral at Phillip Secs; PT $215
* Pennon Cut to Hold at Deutsche Bank; PT 380 pence
* Snowflake Cut to Accumulate at Phillip Secs; PT $423
* SRV Group Cut to Reduce at Inderes; PT 9.70 euros
* TF1 PT Cut to 6.50 euros from 7.50 euros at CIC (+)

>>> Initiation
* Boliden Rated New Buy at Nordea; PT 650 kronor
* CVC Capital Rated New Overweight at Morgan Stanley; PT 18 euros
* Ebro Motors Group EV Rated New Buy at NuWays; PT 14.50 euros (+)
* Hermes Rated New Buy at SBG Securities; PT 1,623 euros (+)
* International Workplace Rated New Buy at Goldman; PT 270 pence (+)
* Kering Rated New Buy at SBG Securities; PT 233 euros (+)
* LVMH Reinstated Buy at SBG Securities; PT 425 euros (+)
* Remy Cointreau Rated New Buy at Invest Securities SA (+)
* Siemens Energy Rated new Sell, PT €125 at Panmure Gordon
* Siemens Rated new Buy, PT €325 at Panmure Gordon
* Spyre Therapeutics Inc Rated New Buy at UBS; PT $120

>>> Call
* Goldman Turns Overweight Stocks for 3 Months on Earnings Growth
* Carlsberg Loses Only Sell as Barclays Sees Improvement in Growth
* Cranswick Has Clean Sweep of Buy Ratings After Peel Hunt Upgrade (+)
* CVC Overweight at Morgan Stanley on ‘Underappreciated Breadth’
* Morgan Stanley’s Wilson Says to Stick With US Quality Stocks (+)
* Nexans Upgraded to Buy at Jefferies on Improving Fundamentals (+)
* OPmobility Earnings Outlook Less Certain Post-Warning, Citi Cuts
* Standard Life Raised to Outperform at RBC After Selloff (+)

WSJ : Iran-Backed Militants Are Tightening the Screws on Saudi Arabia’s Crown Pr

Iran-Backed Militants Are Tightening the Screws on Saudi Arabia’s Crown Prince
Mohammed bin Salman is now facing an economy weakened by heavy spending and miscalculations of the Houthi threat

  • The escalating conflict with Iran-backed Houthi militants threatens Saudi Crown Prince Mohammed bin Salman’s plans to transform the economy.
  • Saudi officials said they are running low on interceptors to fend off further strikes and are scouring the globe for air defenses.

DUBAI—Saudi Crown Prince Mohammed bin Salman started the year on a high note. He had just visited the White House where he was embraced by President Trump. Even after the war with Iran kicked off, Saudi Arabia looked relatively well positioned. It could export oil through a pipeline that bypassed the blocked Strait of Hormuz.

But the Saudis’ escalating fight with Iran-backed Houthi militants in neighboring Yemen now poses new challenges to the kingdom’s security and the crown prince’s ambitious but already struggling plans to transform the country’s oil-dependent economy.

On Saturday, at least one Houthi missile slammed into the Saudi capital’s international airport, killing at least 12 people and injuring hundreds more, many seriously. It was the single deadliest attack on the U.S. or its Gulf allies in the conflicts related to the Iran war. A 28-year-old Egyptian flight attendant bled to death after her arm was blown off, one of several victims to lose limbs, officials briefed on the attack said.

Two terminals were struck and their roofs partially collapsed, people familiar with the damage said. Video verified by Storyful, which like The Wall Street Journal is owned by Dow Jones, showed passengers rolling suitcases past a trail of blood on the floor as the airport was evacuated. Authorities reported more attacks on the closed airport Sunday, saying a projectile caused a fire in Terminal 4 and led to injuries.

As recently as this summer, Saudi officials briefed journalists that the Houthi situation was under control. But the militants’ escalating attacks, which they say are retaliation for Saudi actions against them, have hit airports and energy facilities—including the kingdom’s main east-west pipeline and refineries—showing the growing threat along the southern border.

The conflict is jeopardizing Saudi efforts to build travel and tourism into a pillar of the economy, including a marquee international investment conference scheduled for the end of the month that is now increasingly in doubt. The costs of the war have already widened the budget deficit and threaten to push the economy into contraction.

How Prince Mohammed handles this test will have consequences that stretch well beyond the kingdom. Saudi Arabia is a major source of funding for the global tech industry and artificial intelligence projects. It is also a crucial provider of basing and overflight rights to the U.S. military.

Trump told reporters over the weekend that the U.S. was in communication with the Houthis but might join Saudi strikes on the militant group. “What they did was very bad,” the president said Saturday night.

On Sunday, a Houthi military spokesman reiterated the group’s warning that Saudi airports are targets. Saudi officials said they are running low on interceptors needed to fend off further strikes.

Intensifying attacks on Riyadh, which is 500 or more miles from Houthi territory in Yemen, have transformed parts of the Saudi capital into a battle zone, with residents taking cover as explosions ring out across the city. Debris from an intercepted ballistic missile hit a kindergarten and a medical clinic complex Thursday. Workers in the city’s financial district, students at some international schools and diplomats were ordered to evacuate or take shelter.

The 41-year-old crown prince is shuttling between heavily guarded palaces equipped with bunkers and is guarded by a handpicked security team, officials familiar with his movements said. His last public appearance was Tuesday, when he gave blood to support a national donation drive.

The Saudi leader has few good options, said Kristian Coates Ulrichsen, a Persian Gulf expert and fellow with Rice University’s Baker Institute. “Any military response risks getting drawn in deeper to an asymmetric conflict in which the Houthis have shown they have the ability to inflict significant and symbolic damage.”

Saudi press officials didn’t respond to a request for comment. Prince Mohammed has plowed funds over the past decade into a slate of projects with extraordinarily complex engineering requirements aimed at signaling the kingdom’s modernization and drawing investment and tourism. They include the futuristic city of Neom, an enormous cube-shaped building in Riyadh, and a desert ski resort. The total cost ran to the trillions of dollars, aggressive for a government with an annual budget of around $350 billion. The costs and economic damage of war with Iran are making that already implausible math impossible to balance.

Foreign investment fell in the first two quarters of the year and is running well behind the crown prince’s 2030 target. Rising defense and infrastructure costs threaten to siphon away money needed for the economic diversification drive. Even the kingdom’s push to become an AI hub now carries new risks, with data centers emerging as targets.

Many of the enormous projects spearheaded by Prince Mohammed are stalled or under review. In January, Saudi Arabia gave up on plans to host the 2029 Asian Winter Games. It still has to find a way to fund the World Expo in 2030 and the soccer World Cup four years later.

The non-oil side of the country’s economy was smaller in the second quarter than in the first, according to Capital Economics. The Saudi Finance Ministry now expects GDP to shrink by 3.6% in 2026.

The kingdom was able earlier in the year to pump oil across the desert to the Red Sea to escape Iran’s chokehold on the Strait of Hormuz. It got a boost from those sales and higher prices.

But in July, the Houthis announced a maritime blockade of Saudi Arabia, putting Red Sea shipping at risk. In September, an attack on the East-West pipeline struck at the kingdom’s main escape route from Hormuz.

Then the militants took aim at Saudi aviation, putting pressure on another pillar of the economy. The Houthis have hit the King Khalid International Airport in Riyadh at least four times.

The crown prince got Saudi Arabia involved in Yemen’s civil war in 2015, backing the country’s internationally recognized government in a fight against the Houthis. The Saudi-led intervention included devastating airstrikes that inflamed the conflict and helped fuel the Houthis’ campaign against the kingdom, including attacks on oil facilities and cities such as Riyadh. The two sides fought to a stalemate and a ceasefire in 2022.

The new outbreak of violence came as Prince Mohammed was working to contain the confrontation with Iran. Attacks by Tehran early in the war demonstrated the risk to energy facilities and economic assets such as airports across the Gulf.

Saudi Arabia was also struggling to cover the vast country with air defense and was shifting batteries around to try to protect palaces and energy infrastructure, people familiar with the kingdom’s deliberations said.

While supportive of continued economic pressure on Iran, the crown prince was telling his advisers to keep the diplomatic channel open with Iran and make clear the kingdom’s intentions weren’t confrontational, the people said.

The Houthis began sounding more bellicose through the spring and into the summer. Saudi intelligence showed Iran was actively pressing them to enter the war, the people said. But some Saudi officials also assessed that the Houthis had already absorbed substantial military damage from U.S. and Israeli attacks last year and would make decisions in their own interests, not Iran’s, they said.

The Houthis made their intentions clear in August by mounting an offensive to take territory along the coast of the Bab al-Mandeb chokepoint at the mouth of the Red Sea.

The kingdom, concerned about the risks of escalation, didn’t send air support as its Yemeni allies tried to fend off a Houthi assault on the strategic port city of Mokha. The city fell, as did other key positions along the coast, raising the Houthi threat to Saudi oil shipments.

Despite Prince Mohammed’s efforts to build his relationship with Trump—including a pledge to invest around $1 trillion in the U.S.—the U.S. has so far resisted the crown prince’s requests for military help to roll back the Houthi advance, though it has sent military advisers.

The kingdom has called for help from its military ally Pakistan and is scouring the globe for air defenses, the people said. It is also looking to recruit foreign fighters to help its Yemeni allies, they said. At the same time, it is also increasingly looking to see if there is room for a diplomatic solution to the conflict, which otherwise looks hard to contain, they said.

WSJ : The Welfare State Is Crushing Britain The soaring number of people on disa

The Welfare State Is Crushing Britain
The soaring number of people on disability and sickness benefits is blowing up the country’s welfare bill and imperiling its long-term financial stability

LIVERPOOL—Catherine Wieland got on Britain’s welfare rolls in 2021. With a history of emotional trauma, she was too anxious to go outside or carry out simple tasks like washing herself, she told the government.

Soon, she was receiving about £700, or $1,000, a month in disability benefits. And, it turns out, going outside quite a bit.

Using a taxpayer-subsidized program for those with disabilities, Wieland paid a small deposit for a free BMW, which she used to regularly visit the hair salon, dine out at restaurants, attend a Brighton pride parade and visit an amusement park. According to court reports in her fraud conviction, she also flew to Cancún, Mexico, where she posted pictures of herself ziplining and riding a quad motorbike.

Wieland’s case is an extreme example of a new reality in the U.K.: Disability payouts are no longer just for those most in need; they have become a financial crutch for a large swath of the population as wages stagnate and prices rise.

It’s blowing up Britain’s welfare bill, hamstringing its politicians and imperiling its long-term financial stability.

Some seven million people—more than 10% of the population—now claim at least one or more sickness or disability benefits. The numbers are growing fastest among working-age people who should be powering the country’s economy, surging more than 60% in the past six years to 4.7 million from 2.9 million in 2019.

Not including healthcare, the country will spend more than £100 billion this year on all types of welfare benefits for the sick and disabled, about a third more than defense spending. The tab has surged by a quarter in just four years and is on course to hit £130 billion in the next four, according to the government’s fiscal forecasts.

Many of the newer disability claims are for mental-health issues like depression, anxiety and ADHD, which can be harder for the government to verify than a physical disability. Between 2017 and 2025, disability claims for cancer doubled. But benefits claims for all psychiatric issues surged fourfold.

One benefit, created to help those with disabilities be more mobile, allows people to give up part of their welfare cash handout in return for a new car every three years. It now accounts for around one in every seven new car sales in the U.K. Among those who got new cars last year: 40 people whose primary medical condition was tennis elbow, 50 with wheat intolerance and 320 with dyslexia, according to government figures.

The scale of the payout has become a scandal. No other western country has seen such a rise in disability claims. In the U.S., the number of people getting federal disability payments has fallen in the past 15 years. The most recent figures show some 10.6 million working-age people in the U.S. claimed one or both main Social Security programs for people with a disability, in a country with a population five times bigger than the U.K.


It’s also a litmus test of a pressing question facing the West: Is it possible for political leaders to rein in spending on ever expanding welfare states?

So far, the answer seems to be no, increasing the chances that countries like Britain are inching toward a financial reckoning.

‘Clearly not sustainable’
The U.K., like its European peers, is caught in a vicious cycle.

Its spending is surging thanks to an aging population, greater defense needs, a costly green-energy transition and the swelling bill for welfare and debt interest. But its income is mostly flat, with weak economic growth.

The government has raised taxes and binged on debt, borrowing an extra £1 trillion since the pandemic. That strategy is running out of road.

U.K. borrowing costs are higher than any country in the Group of Seven, recently hitting their highest level since the 2008 financial crisis. A slow but steady exodus of wealthy Brits leaving for tax-friendly locales like Dubai has shown there are limits to how much the government can keep raising the tax burden, which is already at its highest level since World War II.

The surge in welfare spending is “clearly not sustainable on any level,” says David Coombs, head of multiasset investments at U.K. fund manager Rathbones. “It really is the big issue of the moment, and the bond markets reflect that.”

Borrowing costs on Britain’s 10-year bonds have risen to 5.5% from 4.5% at the start of the year, adding a few extra billion pounds to the country’s running costs. The U.K. is paying more for its debt than spendthrift France or historical basket cases like Greece.


But across Europe, attempts to change the social safety net—now considered a birthright even as it becomes a fiscal albatross—is proving politically toxic.

In France, attempts to trim spending on entitlements led the National Assembly to oust two previous prime ministers. Spain reversed a previous overhaul to trim its pension system. After Germany passed some modest changes to its unemployment and health benefits, furious voters have punished the ruling center-right party.

In 2025, then U.K. Prime Minister Keir Starmer announced plans to tighten eligibility requirements for sickness and disability welfare in a bid to shave £5 billion a year off government spending by 2030.

The backlash was so sharp Starmer abandoned the cuts. Investors, spooked that a government with a big majority couldn’t push through such a reform, sold off British government bonds, the pound fell sharply and the Chancellor of the Exchequer cried in Parliament.

Starmer was later ditched by the Labour Party, replaced this summer by the telegenic Andy Burnham, who has also pledged to deal with welfare—but not through what he calls “crude cuts.”

Burnham will unveil his first budget later this month and is widely expected to include fresh tax hikes, which could put Britain’s finances on firmer footing but will further crimp economic growth.

A debate about welfare is raging in the party—captured by Pat McFadden, one of Starmer and Burnham’s top aides. In a leaked WhatsApp message last year, McFadden complained that every meeting he had with Labour lawmakers was about “Who can we tax in order to pay benefits to others?”

McFadden, who oversees the department in charge of handing out welfare, has promised changes to the system. Burnham’s own long-term vision is an unabashedly socialist overhaul—and expansion—of the state, even as he’s acknowledged the fiscal challenges.

If the British government wants to gain investor trust and lower borrowing costs, it needs to show it can make politically painful spending cuts to areas like welfare, says Andy Haldane, a former chief economist at the Bank of England and ex Burnham adviser.

“The fiscal Achilles’ heel of this government thus far has been its unwillingness and/or inability to cut public spending,” he says. “The market now suspects that this is a traditional tax-and-spend socialist government with better TikTok videos.”

Mission creep
Across the European Union, government welfare spending has steadily grown from just 10% of economic output in the early 1960s to an average of 27% today, compared with about 21% in the U.S.

Disability and sickness payments in the U.K. show how the system sprawls.

Britain’s postwar government introduced disability payments to help offset lost wages for, say, a worker who lost a hand in an industrial accident. But over time, the system grew into an alphabet soup of programs. Some are aimed at people who are too sick to work. Others are broader: Personal independence payments are a cash handout for anyone—rich or poor, working or not—who has an illness or disability to help cover higher living costs.


PIP was meant to help with things like modifying homes or cars for wheelchair access. When the benefit’s precursor was created in the 1990s, the government thought a few hundred thousand would claim. Today one in every 12 people is getting disability checks. The program now covers people living with a range of physical and mental health issues, including anxiety, ADHD, depression and even acne.

“I think people broadly agree the system is now doing things it was not intended to do,” says Paul Johnson, an expert in fiscal issues at the University of Oxford. “It’s not immediately clear, for example, why someone with depression or anxiety necessarily has higher living costs.”

In deprived areas, particularly former industrial centers like Liverpool, a significant number of residents depend on welfare. In Walton, a Liverpool suburb that ranks as one of Britain’s most deprived neighborhoods, around 1 in 2 households claim welfare, and 1 in 5 working-age residents claim PIP.

“People aren’t working around here because they can get on PIP, so they sit around and do drugs and drink,” says Stephen Walker, a 65-year-old drummer who helps manage a Beatles memorabilia store, as he strolls through Walton on a recent day. “It’s unfair. I work and pay my taxes.”

Walker acknowledges some people do need the help—including three of his grandchildren, who are on PIP. But he says too many people just use it to top up their income and don’t get jobs.

Charities say the welfare payments are a relief for people who’ve seen food and heating costs soar in recent years. Britain’s Conservative government in the 2010s cut unemployment benefits to try to spur people back to work, but it ended up causing extra hardship at a time of weak economic growth. People started claiming disability benefits instead.

“People don’t just come in and go, oh, you know, ‘Jackpot. I’ve got an ADHD diagnosis. Gimme, gimme, gimme.’ It doesn’t work like that,” says Mick Blakeley, head of operational development at Citizens Advice Liverpool, a charity that offers advice on issues like claiming benefits.


Eleonore Paxman’s three children are all on disability welfare. Noelle, 31, has Type 1 diabetes, retinopathy and ADHD. Coco, 18, has autism and OCD, and Benjamin, 15, has pathological demand avoidance and ADHD.

Paxman, 52, says the money has been a godsend, especially after her husband Jon went deaf and lost his job as a music arranger. She gave up work to home-school her two youngest children, which the couple felt was necessary after Benjamin spiraled when he first went to school at age 4 in their London suburb.

Paxman, who also has ADHD, says things got so tough trying to juggle everything that she became suicidal. “Without the help, we’d be in big trouble,” she says.

While the system genuinely helps people in need, it is also open to abuse. The claims don’t need a doctor’s backing; they are based on whether a person can carry out a range of everyday activities.

The Department for Work and Pensions assesses a claimant’s form, followed by an interview. During the pandemic, the vast majority of interviews moved from in-person to over the phone or online, which critics say makes it harder for the government to tell which cases are real.

A cottage industry of charities and consultancies have cropped up to help claimants navigate the benefits claim system, which can be both byzantine and, critics say, gamable.

AI virtual assistants like “Pippin the PIP Benefits Support Worker” help fill in the forms. Reams of videos on TikTok offer tips on how to claim. One YouTube video, “Unlock The Secret Steps for WINNING your PIP claim,” has more than 465,000 views.

On average nearly 1,000 people a day are being put on PIP, according to government figures.

‘You get knocked back’
The problem for the British state is that the pool of people who could claim PIP is huge. A government survey published in 2024 found that a quarter of working-age Brits could be technically classed as disabled.

The financial incentives to claim are significant. For example, a young person living outside London can claim around £900 a month on unemployment and housing benefits. If they are classified as being too sick to work and also claim PIP, that increases to around £2,000, tax free. If you work 40 hours a week in a minimum-wage job in the U.K., you take home £1,880 a month after tax.

Standing on Walton’s main street near a fried chicken shop, Morgan Price, 22, is one of a million young Brits who aren’t in school, don’t have a job and aren’t training for one. Price and her boyfriend make ends meet thanks to subsidized housing and unemployment benefits of about £650 a month.

Recently, Price was classified as suffering from post-traumatic stress disorder after experiencing abuse growing up in foster care. She now gets an extra £300 a month in PIP payments to cover costs related to her condition.

“You get knocked back and then the only way you can support yourself is by claiming benefits,” she says.

Price says she has few qualifications and struggles to get work, especially now that she’s pregnant. Her boyfriend, who has a criminal record, has given up looking for a job.

How many of her friends are working? “I couldn’t count them on one hand.”

The U.K.’s youth inactivity rate used to be middle of the pack in Europe. By last year, only Romania recorded a higher rate of young people not in employment, education or training.

The number of them on welfare is raising alarms in government circles that they could become lifelong wards of the state. Some 40% of new PIP claimants are working, a number that drops to 25% after two years, according to the government.

In Liverpool, like many postindustrial areas in Britain, there is a long legacy of welfare as a short-term tool to buy social peace. The port city rode the age of empire only to plunge into crisis in the 1980s and ’90s from shifts in global trade, deindustrialization and Margaret Thatcher’s crackdown on unions. The unwritten understanding: London’s booming finance and services hub would send the checks up north to ease the pain of mass unemployment.

Dockworkers were signed off with sickness pay or put on the unemployment dole. Little effort was made to figure out what they could do instead.

Three generations on, Liverpool has bounced back from those dark days but the legacy of welfare lingers.

“I think there’s a lack of understanding about how unskilled some of the most disadvantaged people are in Britain and that actually we would be much better off investing in their skills than just giving welfare,” says Alun Francis, the chair of the U.K. Social Mobility Commission, an independent body that advises the government.

A recent report commissioned by the government showed that for every £25 the state spends on benefits for young people, it spends just £1 on employment support.

Government officials are considering ways to tighten eligibility for young people and instead pay for extra training to get them into work. The Department for Work and Pensions, which is currently reviewing the system, says it’s spending a further £3.5 billion toward helping those with disabilities get jobs.

A free car
A short drive from Walton, Roy Pearman is reaping the fruits of PIP at the car dealership where he works.

Customers who get PIP and are classed as having limited mobility can lease a car for no cash upfront—they simply forgo about £320 a month of “enhanced mobility” allowance. All road tax, insurance and car servicing is paid by the government. The car can be swapped in for a new vehicle every three years.

The business that provides the vehicles, Motability, is now the country’s biggest car-leasing company. Last year 860,000 people in the country had a Motability car.

At the dealership, some 60% of the Fords and high-end BYD electric cars sold are Motability. “There is nothing like it anywhere else in the world,” Pearman says.

Until last year, a small extra fee allowed PIP claimants to lease luxury cars like BMW and Mercedes-Benz. The system was tightened following an outcry.

Pearman, a cheerful 73-year-old, holds up a sheet of paper listing 26 cars he sold in August. All but one are Motability. None are modified for disability.

Across the U.K., only one in 10 cars sold under the scheme are modified for a disability. Motability says around 40% of its disabled customers don’t drive themselves, so don’t need adapted vehicles.

“The scheme exists because there is a real market failure which we solve,” Motability Operations CEO Andrew Miller says.

PIP is particularly valuable because it is a gateway to other incapacity payments and can remove a cap on the total amount of unemployment or housing benefits a family can claim.

Since the pandemic, far fewer PIP recipients have been reassessed and deemed healthy again. Britain’s Channel Four network found one man who’d been trying, unsuccessfully, to get himself off PIP for three years, saying he was no longer depressed.

It doesn’t go so well for everyone. Wieland, the Cancún vacationer, was prosecuted after an anonymous tip and pleaded guilty to fraud earlier this year. While she has to eventually give back some £23,000 in welfare money, she was spared jail. Her lawyer told the court Wieland didn’t realize that receiving the payments meant she wasn’t allowed to actually go outside.

Tony Shepherd, a former Goldman Sachs banker who now oversees the Liverpool charity St Andrew’s Community Network, says the government has built a conveyor belt for getting people on welfare, with little help to get them off again.

There’s a long waiting list for things like state-funded mental-health support that could help people get back to work, he says. There’s also a lack of jobs.

Around him, staff work the phones giving debt and benefits advice to locals. A chart on the wall totals the extra benefits they helped people claim this year. Crates of tinned food sit in a pantry ready to be shipped off to local food banks.

“It’s a sticking plaster,” he says, using the English term for Band-Aid.

>>> What to look at today - 12th of Oct. 2026

Stock and bond futures advanced as crude oil extended its decline, with traders looking past the latest attacks on Saudi Arabia that threatened to widen the war in the Middle East. Futures for the S&P 500 Index and Nasdaq 100 Index rose at least 0.3%, while those for Europe gained 0.6%. Asian equity benchmarks were mixed, with South Korea’s Kospi sliding 2.5% as trading resumed after a long weekend. The broader MSCI Asia Pacific Index was down 0.2%.
Brent crude fell 1.7% to $102.97 a barrel after climbing to as high as $105.63 earlier following weekend strikes by Yemen’s Houthis on Riyadh’s main airport. Treasury futures reversed earlier losses and edged higher alongside government bonds in Australia and New Zealand. There will be no cash trading in Treasuries on Monday as markets in the US and Japan are shut for holidays. Elsewhere, the rupee climbed in offshore trading after India’s central bank on Saturday unveiled some of its strongest measures to support the currency since the 2013 taper tantrum. Geopolitical risks have returned to the fore after the Houthi attacks raised the prospect of a broader conflict and further disruption to energy supplies. With little sign of a near-term resolution to the crisis in the Strait of Hormuz, oil could remain a source of inflationary pressure ahead of price data in the US and Europe this week. Traders were weighing President Donald Trump’s claim of an “energy ceasefire” between Russia and Ukraine.  Trump, who said the truce was effective immediately, had made a similar claim last month, but Ukrainian President Volodymyr Zelenskyy said no deal had been finalized. In other corners of the market, gold rose for a third consecutive session to top $4,200 an ounce.  A Bloomberg gauge of the dollar was little changed after erasing an early Monday advance. It rose for three sessions through Friday. Chinese auto shares including BYD Co. climbed after progress in trade talks between the European Union and China eased the threat of a full-blown trade war.  Talks between China and the EU ended late Friday with a 16-point consensus spanning trade and investment, export controls and intellectual property rights. The EU said China agreed to slash millions of hybrid car exports, with people familiar with discussions saying the bloc intends to use safeguard measures to curb the imports.  South Korea’s Kospi drops as much as 3% as chip stocks show delayed reaction to a slide in global semiconductor shares last week following OpenAI revenue debate. Korean market was closed on Friday for a holiday. One key data point for this week will be the US consumer-price data and a scheduled appearance by Federal Reserve Chair Kevin Warsh for clues on the pace of further rate increases. A stronger-than-expected September inflation reading may rekindle the recent bond selloff by putting pressure on the Fed to tighten policy more aggressively. The 10-year Treasury yield approached 5.4% last week, its highest since 2002. Investors are mulling how high bond yields are starting to do some of the heavy lifting for central banks around the world by pushing up the borrowing costs.

Nikkei Closed Hang Seng +0.22% CSI -0.34% Kospi -3.35% Shanghai -0.18% Shenzen -1.20%

Eur$ 1.1211 CNH 6.6930 CNY 6.6928 JPY 158.28 GBP 1.3248 CHF 0.8302 RUB 85.2219 TRY 49.3300 WTI$ 90.31 -1.70% Gold 4,198 +0.10% BTC 83,648 +0.08% ETH 2,551 +0.65%

S&P +0.30% Nasdaq +0.33% EuroStoxx +0.45% FTSE +0.33% Dax +0.50% SMI +0.42%

Macro :
- Paris AutoShow opened - watch sector today (Stellantis - New 2CV launched today)
- Goldman Turns Overweight Stocks for 3 Months on Earnings Growth
- Trump Says Russia and Ukraine Agreed to ‘Energy Ceasefire’
- Trump Says Ukraine Needs New Leader Who Can Deal With Putin
- EU Says China Will Cut Hybrid Car Exports by Millions
- Lone Pine Erases 44% Gain in Brutal Quarter on Poor Stock Bets
- Goldman Strategists See No Catalysts to Buy French Stocks Yet
- Hurricane Isaias Slams Florida With Dangerous Winds, Heavy Rain
- Hedge Funds Boost Tech Long Bets to 2017 High: Equity Insight
- JFK Airport: Nationwide System Issue Impacts Passenger Screening

Keep an eye on :
- ABVX FP : Helikon Boost its positions from 4.4 to 5.4 mil shares
- ADP FP : Charles de Gaulle airport owner linked to services for sanctioned airline, Subsidiary of Groupe ADP, which is backed by the French government, has not stopped all work for Russia’s Ural Airlines - FT
- ADS GY : Adidas Continues its Marathon Dominance in Chicago, Amos Kipruto and Hawi Feysa won the men's and women's races on Sunday in the Adidas Adizero Adios Pro Evo 3. - WWD
- AD NA : Ahold’s Albert Heijn, Some Dutch Units Impacted by IT ‘Incident’
- AMZN US : Amazon in Talks to Buy AI Startup Decart for Around $7 Billion -- WSJ
- Anthropic IPO : Anthropic AI Model Went Rogue, Submitted Fake Tip to Police
- ANTO LN : Antofagasta’s Centinela Mine, Unions to Resume Talks Tuesday
- AZN LN : AstraZeneca Executive Sees Path for Bone-Disease Drug Approval Despite Trial Miss -- Interview
- BPE IM : ECB, Bank of Italy Authorize Unipol Stake in BPER Above 20%
- CRUS US : Cirrus Logic Is Said to Have Bid for Synaptics After Onsemi Deal
- CVC NA : CVC Agreed to Buy 40% Stake in Fibrotex for About €250m: FT
- CVC NA : CVC planned to hush Israel defence deal to avoid controversy
- DTE US : TMUS -13% Friday - Deutsche Telekom Trades on SpaceX News
- DPZ US : Domino’s Pizza Enterprises ANZ CEO Pereyra to Step Down
- EDF FP : EDF Signs €4b of Bank Loans, to Help Extend Reactors’ Life
- ENI IM : Eni to Sell 10% Stakes in Indonesia Upstream Assets
- HPE US : HP Inc. Shares Fall as IDC Data Shows PC Sales Slumped in 3Q
- ICOP IM : Icop Cuts Trevi Threshold Condition to 55% From 90%
- ITRK LN : EQT’s Isotope Signs Deals for ~$5.9b to Finance Intertek Deal
- INW IM : INWIT Holders Line Up Financing for Possible Take-Private: Rtrs - Full Article
- JPM US : JPMorgan Seeks to Double AUM in Europe Over Next 5 Years: FT
- TISG IM : Italian Sea Group Restores Giovanni Costantino as CEO
- DEC FP : JCDecaux To Buy Back Up to 304,903 Shares, ~0.14% Share Capital
- MGN NO : Magnora South African AGV Unit Expands Into Data Center Projects
- MBG GY : Mercedes-Benz Files Recall of 30,064 Vehicles: NHTSA
- META US : Meta Shares Dip After Hunterbrook Capital Says It’s Short
- MU US : Micron Expands Stock Buyback Program to $35 Billion in December
- NDX1 GY : Nordex 3Q Order Intake Rises 29.5% to 2.8 Gigawatt
- NOVOB DC : EPO Board of Appeal has revoked a secondary Novo Nordisk patent on semaglutide (EP 3 448 416), after a challenge by generic makers. It could have protected the drug until 2037. EU exclusivity now rests on the compound patent and its SPCs, which could end as early as 2031, in line with the US.
- NVDA US : Nvidia's head of corporate communications has left after roughly four months
- NVDA US : Nvidia in talks to acquire US ‘open’ model start-up Reflection AI
- PHIA NA : Court Denies Investor Request to Probe Philips Over 2021 Recall
- PLND LN : Martin Property Group in Talks for Poundland Takeover: Sky
- RNO FP : Renault CEO Welcomes EU-China Deal on Hybrids as ‘Milestone’
- RENE PL : Portugal to Buy 5.3% REN Stake From Fosun’s Fidelidade
- SPCX US : Venezuela Grants SpaceX Concessions for Satellite Internet
- STLAM IM : Stellantis Unveils Six Concept Cars “The Night Before” the Paris Motor Show, Citroen revives historic 2CV for an electric age
- PCVX US : Vaxcyte Closes $1.15b Offerings of Stock, Warrants, Notes
- ENR GY : Bankers Prep €7 Billion Debt for Siemens Energy Unit Stake Sale
- SIE GY : Century-Old Signals Hold Back Advance of AI Trains in Germany
- SKYD US : How Skydance Will Remake the Illustrious Culture of Warner Bros. Pictures More Than Any Owner Before
- SPCX US : Musk Says Terafab Plant Likely to Make the Best Chips
- SWICH NA : SWI Group Raises €800 Million at €6.1b Valuation
- TE FP : Technip Energies Awarded €250m-€500m EPC Contract by HPCL
- TELIA SS : Telia Plans to Cut About 900 Jobs in Drive to Lower Costs
- TIT IM : Telecom Italia Assigned Investment Grade Rating by Moody’s
- HO FP : Thales to Shift Production to Japan for Defense Forces: Nikkei
- TOM2 NA : To partner with DeepRoute on jjoint technical work on automated driving.
- TFIN IM : Icop Cuts Trevi Threshold Condition to 55% From 90%
- UCG IM : UniCredit Pushes Back Third-Quarter Earnings Release to Nov. 9
- VK FP : Vallourec Gets ‘Major’ TotalEnergies Contract in Azerbaijan
- VAR NO : Var Energi Sees FY Production 390,000 BOE/D
- VOW GY : VW chief calls for France and Germany to co-operate on China car fightback
- WBD IM : Icop Cuts Trevi Threshold Condition to 55% From 90%
- WBD IM : Webuild Says Its €5.165/Shr Cash Bid Tops Icop’s Offer

>>> Europe : Brokers Upgrades & Downgrades - 12th of Oct. 2026

>>> Up
* Biogen Raised to Overweight at JPMorgan; PT $300
* Brown & Brown Raised to Outperform at KBW; PT $77
* Carlsberg Raised to Equal-Weight at Barclays; PT 930 kroner
* Cranswick Raised to Buy at Peel Hunt; PT 6,600 pence
* Danske Bank Raised to Buy at Arctic Securities; PT 390 kroner
* Meko Raised to Buy at SB1 Markets; PT 90 kronor
* Nexans Raised to Buy at Jefferies; PT 158 euros
* Sparebank 1 Ostfold Akershus Raised to Buy at SB1 Markets
* Standard Life Raised to Outperform at RBC; PT 950 pence
* Tryg Raised to Neutral at Goldman; PT 158 kroner

>>> Down
* Aroundtown Cut to Sell at Goldman; PT 1.30 euros
* Handelsbanken Cut to Sell at Arctic Securities; PT 134 kronor
* KH Group Oyj Cut to Reduce at Inderes; PT 90 euro cents
* Microsoft Cut to Neutral at Phillip Secs; PT $515
* OPmobility Cut to Neutral at Citi; PT 11 euros
* Palantir Cut to Neutral at Phillip Secs; PT $215
* Pennon Cut to Hold at Deutsche Bank; PT 380 pence
* Snowflake Cut to Accumulate at Phillip Secs; PT $423
* SRV Group Cut to Reduce at Inderes; PT 9.70 euros

>>> Initiation
* Boliden Rated New Buy at Nordea; PT 650 kronor
* CVC Capital Rated New Overweight at Morgan Stanley; PT 18 euros
* Siemens Energy Rated new Sell, PT €125 at Panmure Gordon
* Siemens Rated new Buy, PT €325 at Panmure Gordon
* Spyre Therapeutics Inc Rated New Buy at UBS; PT $120

>>> Call
* Goldman Turns Overweight Stocks for 3 Months on Earnings Growth
* Carlsberg Loses Only Sell as Barclays Sees Improvement in Growth
* CVC Overweight at Morgan Stanley on ‘Underappreciated Breadth’
* OPmobility Earnings Outlook Less Certain Post-Warning, Citi Cuts

WSJ : FTX’s Old Bitcoin-Mining Assets Are Now Part of the AI Boom Data-center co

FTX’s Old Bitcoin-Mining Assets Are Now Part of the AI Boom
Data-center company sees potential in what has been described as one of Sam Bankman-Fried’s ‘most reckless investments’

  • SWI Group has acquired a majority stake in Genesis Digital Assets, a former FTX-backed bitcoin-mining business, to serve artificial-intelligence firms.
  • SWI is set to announce it has raised about $900 million to fund the upgrading and expansion of its data centers.
  • All legal disputes relating to FTX and other shareholders have been settled, according to SWI Group Chief Executive Max-Hervé George.

A bitcoin-mining business that appeared left for dead after the collapse of Sam Bankman-Fried’s crypto empire is being resuscitated to serve the artificial-intelligence build-out.

The business, previously known as Genesis Digital Assets, had been snarled for years in the FTX bankruptcy process. It was taken over this summer by SWI SWICH -3.08%decrease; down pointing triangle Group, a digital-infrastructure company that has been buying up data centers in the U.S. and Europe to serve AI companies hungry for computing power.

SWI announced Monday that it has raised 800 million euros, or around $900 million, to fund the upgrading and expansion of its data centers. The Amsterdam-listed, Singapore-incorporated company had a market capitalization of around $6 billion as of Friday.

“We need capital to deploy more compute,” said Max-Hervé George, co-founder and chief executive of SWI. He added that he had “zero interest” in bitcoin mining.

What his firm is interested in: the data centers in Texas, North Carolina, South Carolina and Sweden it bought with Genesis Digital. SWI hopes to put them at the service of the so-called hyperscalers—cloud-computing providers such as Amazon Web Services or Google Cloud, which provide much of the computing firepower behind ChatGPT and similar AI tools.

While Genesis Digital originally focused on bitcoin mining in Kazakhstan, it later pulled back from the central Asian country. SWI is in the process of selling its last remaining assets in Kazakhstan, a group of three small bitcoin-mining sites, George said.

Bitcoin mining involves running programs to solve complex mathematical equations to generate new units of the digital currency. Originally done by enthusiasts on their personal computers, it eventually grew into a big business, with companies amassing racks of Nvidia chips to mine bitcoin on an industrial scale.

Many of those companies have lately pivoted to AI, which promises more lucrative returns.

George, a 37-year-old French entrepreneur, started out investing in distressed real-estate properties before pivoting to data centers.

But few assets he has tackled have as thorny a history as Genesis Digital.

Founded in 2017 by a group of German and Kazakh entrepreneurs, it grew into one of the world’s largest bitcoin miners.

Bankman-Fried got involved starting in 2021. He ultimately invested more than $1 billion in Genesis Digital through his cryptocurrency trading firm, Alameda Research, which ended up with a 20% stake in the company. Alameda was closely intertwined with FTX.

By the time FTX filed for bankruptcy in November 2022, Genesis Digital was struggling with a deep slump in bitcoin prices and hostility in Kazakhstan, where the local government had soured on bitcoin miners over their heavy use of electricity.

Genesis Digital was “one of Bankman-Fried’s most reckless investments,” the team managing FTX’s bankruptcy said in a lawsuit filed against the bitcoin-mining company last year, seeking to claw back the $1.15 billion that Alameda had spent.

The FTX administrators argued that Genesis Digital’s assets in Kazakhstan were “virtually worthless,” while its U.S. assets were “worth only a fraction of what Bankman-Fried paid.”

FTX dropped its lawsuit on June 15. That same day, SWI announced it had spent $500 million on a major stake in Genesis Digital. Since then, it has expanded its stake to become the company’s majority owner.

All the legal disputes relating to FTX and other shareholders have been settled, George said.

Bankman-Fried is serving a 25-year prison sentence after being convicted of fraud.

Today, some of his investments appear better in hindsight than they did when FTX failed and prosecutors accused him of misappropriating billions of dollars in customer funds to go on a huge spending spree.

Notably, he invested $500 million in Anthropic in 2021, giving FTX a stake of 7.8% in the startup before the AI boom turned it into a household name.

The FTX bankruptcy estate sold its stake in Anthropic for $1.3 billion in 2024. Based on the AI company’s last valuation, that stake would now be worth about $75 billion.

>>> Stoxx 600 Pre-Market Indications

  • Nordex (NDX1 TH) +3.7%
    • Nordex 3Q Order Intake Rises 29.5% to 2.8 Gigawatt
  • Nexans (NXS TH) +2.7%
    • Nexans Raised to Buy at Jefferies; PT 158 euros
  • VW (VOW3 TH) +1.6%
  • Renault (RNL TH) +1.5%
  • Poste Italiane (7PI TH) +1.5%
    • NOTE: Moody’s Upholds Poste Italiane’s Ratings After Telecom Italia Deal
  • LVMH (MOH TH) +1.1%
  • Hermes (HMI TH) +1%
  • Lufthansa (LHA TH) +1%
  • National Grid (NNGF TH) +1%
  • Bawag (0B2 TH) +1%
  • Diageo (GUI TH) -1%
  • Shell (R6C0 TH) -1.1%
  • K+S (SDF TH) -1.2%
  • Var Energi (J4V TH) -1.3%
    • Var Energi Sees FY Production 390,000 BOE/D
  • Equinor (DNQ TH) -1.3%
  • Vodafone (VODI TH) -1.3%
  • FlatexDEGIRO (FTK TH) -1.6%
  • TotalEnergies (TOTB TH) -1.7%
    • Vallourec Gets ‘Major’ TotalEnergies Contract in Azerbaijan
  • BP (BPE5 TH) -1.7%

>>> TradeGate Pre-Market Indications

DAX:
  • VW (VOW3 TH) +1.9%
  • Zalando (ZAL TH) +1.4%
  • Mercedes (MBG TH) +1.3%
    • China Moves to Stave Off Wider EU Trade War With Hybrid Deal (2)
MDAX:
  • Nordex (NDX1 TH) +4.5%
    • Nordex 3Q Order Intake Rises 29.5% to 2.8 Gigawatt
  • Bilfinger (GBF TH) +1.3%
  • Lufthansa (LHA TH) +1.3%
  • LEG Immobilien (LEG TH) +1.1%
  • Deutz (DEZ TH) +1%
  • FlatexDEGIRO (FTK TH) -1.4%
  • Aroundtown (AT1 TH) -2.4%
    • Aroundtown Cut to Sell at Goldman; PT 1.30 euros
SDAX:
  • Hypoport (HYQ TH) +2.3%
  • Grenke (GLJ TH) +2%
  • HelloFresh (HFG TH) +1.6%
  • SGL (SGL TH) +1.3%
  • Befesa (BFSA TH) +1.3%
  • Springer Nature AG & Co KGaA (SPG TH) -1%