They are spread across the country and throughout the economy, working in every industry, in big cities and small towns, at major corporations and mom-and-pop businesses… These jobs typically offer a middle-class salary or a pathway to achieving one — much as manufacturing jobs did for men before decades of globalisation and automation wiped many of them away… For now, such an outcome is a fear, not a forecast. Despite high-profile layoffs in tech and finance, there is little firm evidence that AI has hurt the labour market as a whole.

Economists have become increasingly convinced that disruptions are likely, but they say it is too early to know where or how widespread they will be. They remain broadly sceptical of claims that the technology will lead to mass unemployment in the near future. Some AI industry leaders have walked back such predictions in recent weeks. But given the extraordinary pace at which companies are adopting AI — and at which the technology is improving — economists say policymakers need to consider the potential effects on the labour market. And they say they are concerned that the public debate has focused too much on software engineers and a relative handful of other high-status careers — lawyers, consultants, economists — rather than the workers who could be most vulnerable…

Economists at Northwestern University recently recalculated measures of AI exposure based on the makeup of the total workforce, not just the people using the technology. Administrative and front-line roles, such as customer service representatives, rose to the top of the list. “The most affected jobs are secretaries, are routine clerks,” said Michelle Yin, one of the working paper’s authors. “They’re not computer scientists or data scientists at all.”

Today, he continued, “we’re at the point where hopefully it creates more productivity than it takes away,” but “we certainly saw more junk being generated by LLMs than we saw useful code up until the like early this year.... it can actually be a huge drain on resources when it takes humans a lot of effort to figure out that, hey, this machine-generated report was not true.” Even now, he said, “most of the good ones require more than just the LLM,” because “we’ve had to push back quite a bit… if you find a bug with an LLM, it’s not enough to just ask the LLM to make a bug report and then throw it over the fence to us. We want to see a suggested patch; we want to see the human who ran the LLM act as a kind of back-and-forth.”

Torvalds described many AI-generated patches as “mindless band-aid kind of patches… they may fix the immediate problem, but the kind of bug remains, and it just is waiting in the hallway to hit you in another place.” For his own toy projects, he uses LLMs as prototypers: “I use them as a way to prototype things… quite often the code is not usable in that form, but it’s a great way to try something out,” while insisting that for kernel-level fixes, “LLMs, in my experience, have not been at that level yet.”

Torvalds acknowledged that some AI-found issues have been “absolutely, stunningly, I mean, interesting in a painful kind of way,” especially security problems that “show up in the technology press two days later.” Despite the embarrassment, he said, “I’m very much not a shoot-the-messenger kind of person. I think we’re much better off with LLMs finding bugs, even when they are embarrassing, and they are things that we should probably have found two decades ago.”

This week, SpaceX released the Grok 4.5 generative AI model, while OpenAI debuted its own GPT-5.6 Sol. For days, Musk and Altman have hyped up their respective releases, but on Saturday the rivalry got personal. In response to a post about Apple filing suit against OpenAI on Friday over alleged theft of trade secrets, Musk wrote, “Scam Altman strikes again ....” Minutes after his post, Musk doubled down, writing, “He takes scamming to a whole new level.” Next, Musk published a photo of Altman that included the words, “I’m doing this because I love it.”

“By ‘this’ he means scamming,” Musk wrote, including two rolling-on-the-floor-laughing emojis. Musk then replied to that post, writing, “He might literally love scamming more than any human alive!”

The flurry of social activity got Altman’s attention. "[H]omeboy you’re the one sellling public market investors on short-term space datacenters,” Altman wrote in an X post of his own that garnered over 11 million views.

“We start flying them next year. Maybe you can come see them if your parole officer approves,” Musk fired back.

Separately, Altman put Musk’s fresh wave of attention in the context of OpenAI’s fresh model release. "[T]here are a lot of benchmarks that suggest 5.6 sol is the best model in the world right now, but the most reliable way to tell is that elon is obsessed with me again,” Altman wrote on X.

SK Hynix has also forecasted that, given the current market demand, they will fall way short of fulfilling the market demand, and that will continue beyond 2030. The comments from SK Hynix are in line with what Samsung and Micron executives have already said. Samsung has warned of 2027 being the worst year in terms of shortages and that things will continue this way till 2028 and beyond. Meanwhile, Micron has said that the current shortages are only the "first innings" and that both DRAM/NAND supply will be tight, as they are only able to meet 40-50% of the total market demand in the coming years.

Heightened demand from AI customers and multi-year agreements further put pressure on the market. The big three DRAM makers have already prioritized premium DRAM segments such as HBM and LPDDR5X, while commodity memory such as DDR5, DDR4, and entry-level LPDDR RAM has taken a back seat. While these have boosted the profits of SK Hynix, Micron, and Samsung, they have devastated the consumer segment, which is facing the worst kind of price hikes that are affecting all sorts of components and platforms, including PCs, Smartphones, Consoles, etc…

SK Hynix, like Samsung and Micron, is also preparing to embark on a multi-year and multi-billion dollar expansion plan with new fabs and facilities being laid out across South Korea. SK Hynix is also considering the construction of Fabs in the US, Japan, and Southeast Asia, though the final plans are yet to be cemented. Micron recently started construction of its new facility that will be used for DRAM production. As SK Hynix proudly marks its Nasdaq debut, its CEO’s sobering forecast serves as a clear reminder: the memory industry is entering its most challenging chapter yet. With 2027 poised to bring the worst supply shortages in history and tight conditions likely persisting beyond 2030, the AI boom is reshaping the entire semiconductor landscape.

Their cause is now riding a surge of anti-AI backlash. Many Americans are souring on the technology amid mass layoffs, data center sprawl, reports of chatbot-fueled attacks by unstable users and hacking tools that have panicked cybersecurity professionals. Seventy percent of U.S. adults believe AI will cost jobs, and 55% believe it will do more harm than good in their daily lives, according to a recent Quinnipiac University poll. But for activists on the front lines, the driving fear is often more dramatic: human extinction. They cling to dire predictions, like Geoffrey Hinton’s. The Nobel laureate, dubbed the “godfather of AI” for his work on artificial neural networks, warns of a 10% to 20% chance AI will wipe out humans.

At its most extreme and troubling end, some believe they must stop an AI apocalypse by any means necessary. In April, an unknown assailant fired 13 shots at the home of an Indianapolis councilman, leaving a note: “no data centers.” That same month, authorities arrested a 20-year-old Texas college student for an attack on OpenAI CEO Sam Altman’s home in San Francisco, and charged him with attempted murder and arson. The student was carrying an anti-AI document with a section on “our impending extinction,” according to a federal criminal complaint. He has pleaded not guilty and his lawyers have said his actions appear to have been driven by an “acute mental-health crisis, not a desire to harm.”

Linux 7.0 was the first release of the kernel to officially support Rust, but COSMIC has been all-in on Rust since the very beginning, and COSMIC 1.1 finally stripped all the leftovers of C language from the desktop. It no longer has any traces of Nautilus (the GNOME file manager), and then there’s now a COSMIC-native system monitor to replace the GNOME System Monitor, so you have even fewer chances of being afflicted by C-related problems. [The article calls COSMIC’s system monitor “much better at showing detailed information about everything from processes to network and disk usage compared to the GNOME and KDE alternatives.”]

Stacking Windows
As someone who used to love following Windows news, one of the most disheartening announcements was when Microsoft gave up on Sets, a feature that essentially turned every app window into a tab you could combine with other apps in the same window. I never thought I’d see that feature again, until COSMIC came along. Simply called “stacking”, COSMIC has a feature that is exactly what Sets was supposed to be, though this time, you have more control. By default, apps still open in their proper, typical windows, with a title bar as you’d expect. But if you do want to combine multiple apps into one, you can right-click the title bar (or press Super + S) to enable stacking for that window. Then, simply drag another window over that one to start stacking them as tabs. This essentially gives you a whole new way to create “workspaces”, as you can have a single window with all the tools you need, so you don’t need to jump between different windows all the time, and you can keep a given window focused on a specific workload, but have multiple apps within it. It’s a great reminder of what Microsoft took from us, too.

Tiling, But On Demand
Tiling windows is one of those features some power users simply love, and yes, there are ways to make it happen on KDE and GNOME with third-party apps or extensions, but those aren’t ideal. It’s an extra step to set them up, and very often they don’t play nice with all the features those desktops offer, especially as new updates come out and those tools may have a hard time keeping up with the development of the desktops themselves. COSMIC is fantastic because not only does it have built-in window tiling, it’s entirely controllable by the user. You can set any workspace to use tiling or floating windows depending on your preference, all completely independent of each other, and you can also choose the new default behavior for new workspaces so things are always tuned to your preferences. You can turn tiling on or off for a given workspace easily, and of course, even while tiling is on, you can allow certain apps to ignore it and still float above others. Not all these capabilities are exclusive to COSMIC, but to have this kind of feature built in with this level of control is still leagues better than anything KDE or GNOME offer in this regard.

In 2020, Microsoft set itself the goal of becoming “carbon-negative" by 2030. Its own figures show emissions heading only upwards, from 13 million tons of CO2 equivalent in 2020, to 20 million tons in 2025. However, Microsoft estimates that without the carbon reduction initiatives it has already put in place, emissions would now stand at 34 million tons…

For the first time, Microsoft claims to have replenished more [water] than it withdrew during 2025, returning 14,278 million liters (3,771 million gallons). Elsewhere, the corporation says its Circular Centers program reused 92% of decommissioned servers and their components.

My “Microsoft will probably be a good steward of the brand” statement isn’t aging well, and this is certainly going to dampen the mood of the founder reunion at QuakeCon next month.

I’m saddened, but I can’t muster anger or outrage over it. I don’t have access to the books, but I suspect that Id Software was a marginal business from Microsoft’s perspective. I believe the reports that Minecraft revenues have been carrying several other studios.

To continue being produced long term, games need to succeed, not just be beloved. Games are competing with every other option for spending your leisure time and money, and the competition is brutal. You can’t rule out the possibility that executives are idiots, but that shouldn’t be your default belief. I don’t think there is any obvious path that would have doubled the revenue from Id games.

Could they have gotten more with a different pricing strategy? Could they have created more things for fans to buy? Could they have cost effectively marketed in a way that reached more players that would have loved and bought the games? Could they have changed the game designs and broadened the appeal to more players without alienating existing ones? Could they have produced the games at a lower cost, faster or cheaper? I really don’t know.

The game isn’t over yet, and I hope the studio rallies through.

I’m so sorry for everyone at id Software affected by these layoffs. I know what it feels like to leave id while id goes on. It’s a strange and painful thing to step away from a place that holds so much of your work, friendships and history.

The people at id have done a great job moving that legacy forward. DOOM, Quake, and Wolfenstein are not easy names to carry on, especially in today’s industry. The last few games showed real care, skill and respect for what those worlds mean to people.

Some have expressed concern that id Software would be unable to lead development on any new games in its current state, and that it might be relegated to support studio status. But in a new statement [posted to id Software’s page on X.com] id Software said it was now at the staffing level it was back when it made the much-loved 2016 Doom reboot — and insisted it was still capable of making “great games.”

“While our studio was impacted, those changes were spread across teams. We still have the crew we need to build the games and tech we’re known for… We’re going to keep building the great games and tech that have defined us for the past 35 years, and we’re looking forward to seeing you at QuakeCon this August.”

Facewatch, a facial recognition system used by more than 100 businesses including Sainsbury’s, B&M and Spar to monitor thieves, said it was launching a UK-first feature to “alert police instantly when the most serious offenders trigger a live facial recognition match”. Facewatch’s chief executive, Nick Fisher, said the “unique technical development” would be launched in autumn and would warn police in an average of four seconds when the “worst offenders” were flagged on its network… Charlie Whelton, the policy and campaigns officer at [civil liberties nonprofit] Liberty, said it was concerned about this “untested, opaque development” and the way facial recognition technology had been allowed to “proliferate without anything to govern it”.

“It’s not against the law to walk into a shop even if you’ve committed crimes in the past,” he said. “The idea of calling the police on somebody who hasn’t committed a crime, but there’s a concern they might, is really upending the way we do things. And of course, it’s not infallible. These systems do make mistakes, and it’s very hard to argue with that when it happens to you.” A number of people have been forced to leave shops after being falsely identified by Facewatch technology as a shoplifter, with some describing it as “Orwellian” and saying they felt as though they were “guilty until proven innocent”…

The use of the Facewatch technology looks set to quickly expand, with Sainsbury’s recently announcing plans to increase its use from 55 stores to more than 200 by the end of the year. Facewatch said it alerted retailers almost 300,000 times that a “known repeat offender” had entered a store during the first six months of 2026, and that its system allowed staff to intervene “before theft, abuse or violence could occur or escalate”… [E]xperts argue the use of facial recognition technology in shops to catch shoplifters is disproportionate. Nuala Polo, the UK public policy lead at the Ada Lovelace Institute, which studies the impact of AI on society, said: “There are other, much less intrusive means that you can use to catch shoplifters where you don’t need to be scanning millions of faces every day, virtually without consent....”

The campaign group Big Brother Watch has criticised police for “inserting themselves into this cowboy operation” and said people would be matched against “a secret blacklist compiled by unaccountable businesses and private security guards”.

An islandwide blackout struck Cuba on Friday for the second time this week as the nation of nearly 10 million people grapples with a crumbling power grid and fuel shortages stemming from a U.S. energy blockade…

Authorities reported that they have already begun restoring power to some areas. On Monday, another massive blackout affected nearly 10 million people nationwide. Authorities reported during the week that service was gradually being restored from that outage.

The feature, which wasn’t designed to alert a user if their photos were used in this way, prompted immediate backlash… The company issued a blog post Friday announcing that it was removing the feature. Puck News founding partner Dylan Byers was the first to share the company’s decision… Byers notes that the decision to do away with the feature came “amid scrutiny from users and talent agencies, including CAA.”

The long-vacant site has become a magnet for so-called urban explorers, who prowl abandoned malls, hospitals, power plants, amusement parks, factories and any other disused structure they can breach… [I]t’s been turbocharged by artsy videos on Instagram and TikTok that spur others to create their own posts, luring still more curiosity seekers… In Somers, social-media images of the old IBM campus — a sprawling, pyramid-studded 1980s complex designed by the late I.M. Pei’s firm — show dystopian scenes: busted windows, tossed rooms and graffitied walls. But they also give eerie glimpses of conference rooms and cubicles unchanged since IBM left a decade ago, as if employees had fled the daily grind one day and never returned…

One man in his mid-20s faces felony charges; police allege he had a loaded 9mm gun and took a Sony camera and power strip among other souvenirs. Andrew Proto, a defense lawyer, said “a 15-second clip” isn’t worth a criminal record… Proto said he has represented or advised several minors arrested on the campus. The Somers town court clerk said some defendants received a 6-month “adjournment in contemplation of dismissal,” meaning charges will be dropped and their arrest sealed if they avoid trouble. Some explorers who have posted about the IBM site say they follow an observe-and-preserve ethos and reject vandalism. They say they’re driven by curiosity, the thrill of roaming forbidden spaces and a zeal to document discoveries — and that they’re careful and know their limits.

“It actually gives me hope when I hear that kids are out there getting into trouble,” says Bradley Garrett, a cultural geographer and author of the book “Explore Everything: Place-Hacking the City,” about his own urbex adventures. He sees urban exploration as “a gateway drug in a good way, sometimes, into intellectual curiosity about history and culture.” But Garrett said popular spots can be “loved to death” online — and then shut down, looted or set ablaze.

We noticed patterns in the scrapers that were abnormal, which gave us material for writing regular expressions. Searching for the regular expression then gave us a large lists of IP addresses. Looking up the origin of those IP addresses revealed that some of the crawlers were using botnets of residential IP addresses to scrape faster and avoid detection. We looked for what kinds of botnets might be generating the kind of traffic that we were seeing, and one that we suspected was called the “Vo1d” botnet, comprised of smart TVs running some sort of compromised app… We got confirmation that at least some of the botnet traffic hitting GNU Savannah was originating through the Vo1d/Popa botnet.

We placed our regular expressions in fail2ban, and found that we were hitting the maximum rules that could be added to UFW firewall rules on our systems which showed degradation around 65,000 rules… We learned about ipset and configured fail2ban to add IP addresses that it found to IP sets. Using ipset, we kept building larger IP sets and did not find instability with as large as five million rules…

We eventually found a promising project on Framasoft’s forge Framagit called reaction written by ppom… After we ran into scaling issues with our initial implementation, we developed a much faster implementation where the reaction shutdown process would export the IP sets to disk and the reaction startup process would restore the IP sets. This allowed us to have nearly instantaneous restarts of the service to apply new rules. We published both of our configurations upstream to reaction’s wiki so that everyone can benefit from it. reaction’s getting started documentation now leads to the method that we proposed…

Many sysadmins know about fail2ban, but not enough people know about reaction. I am very grateful to ppom for the help they have provided and for the tremendous project they have released to the world with reaction. We have implemented other defenses as well, but reaction is doing the majority of the automated work keeping our sites online.

DuckDuckGo just gave its browser a feature that a lot of people have been waiting for. The privacy-focused browser can now block most video ads on YouTube, letting users watch videos without sitting through the pre-roll and mid-roll interruptions that have become part of everyday life on the platform. The feature is already enabled by default for iPhone, Windows, and Mac users running the latest version of the browser. Android users can turn it on manually… with DuckDuckGo planning to enable it by default in a future update…

To make it work, DuckDuckGo relies on the same community-maintained filter lists used by uBlock Origin, along with some of its own compatibility rules. The company says you might notice a bit of extra buffering before a video starts, but once playback begins, most ads should be gone.

Earthjustice, acting on behalf of DarkSky International, Environment America, and Public Employees for Environmental Responsibility (PEER), filed a petition this week… The filing doesn’t target any single company. Instead, it asks the regulator to put the entire emerging orbital datacenter sector on hold while it assesses the cumulative effects of proposals from SpaceX, Starcloud, Blue Origin, Cowboy Space, and any similar applications that follow. According to the petition, those proposals collectively seek “well over a million datacenter satellites” in low Earth orbit.... " increasing the existing volume of satellites in low-earth orbit by multiple orders of magnitude.”

The groups argue that the FCC is trying to apply licensing rules written for much smaller satellite constellations to an entirely new class of infrastructure. “If ever a situation warranted a Programmatic Environmental Impact Statement [PEIS], it is this one,” the petition says. It argues that a single review would allow the agency to examine “the risks, alternatives, needs, costs, and impacts of this sudden transformation of Earth’s exosphere” before deciding whether any of the projects are in the public interest. The petition raises concerns about rocket launch emissions, pollutants released as satellites burn up during atmospheric reentry, depletion of the ozone layer, orbital debris, light pollution, impacts on wildlife, and interference with astronomy.

It also argues that the combined effects of these constellations cannot be understood by evaluating applications one at a time.... “It is difficult to imagine a better example of multiple projects presenting essentially identical impacts and risks that compound synergistically and cumulatively than the present proposals…” The petition argues that the FCC’s current approach, which generally treats satellite licenses as categorically excluded from detailed environmental review, is no longer fit for proposals measured not in dozens or thousands of spacecraft but in hundreds of thousands and, potentially, millions.

If the FCC agrees, orbital datacenter operators will have a mountain of paperwork to clear before sending their hardware skyward.