Nick Sadler and his wife had different ideas of what a chill Saturday looked like. He considered the weekend a blank slate — no set plans, the family’s moment to reset and chill. She was under the impression that time was up for grabs and put a short hangout on their calendar, which Sadler saw as his wife not taking his schedule into account. To settle the argument, he opened up ChatGPT, specifically the group chat function, which allows more than one human to interact with the technology. Sadler prompted the chatbot to act as a neutral mediator and to instruct them on their next moves. Sadler tells Vox that ChatGPT acted as a trusted friend, or even a therapist, suggesting both of them consider different perspectives. It attempted to pinpoint where the conversation broke down (“Both of you then behaved logically according to your own understanding. That means this is not primarily a respect problem. It’s a classification problem.”) and offered guidelines for future scheduling (“A simple question can prevent most of these arguments: ‘Is this an idea, or are we locking this in?’”)
Tech
Can AI ever be a good couples therapist?
“It was like, ‘Well, next time just consider this’ and ‘maybe try saying this’ and ‘maybe try doing that,’” Sadler, a film producer, says. “We got some sort of advice to follow, but ultimately we’ve still got to do the work and we’ve still got to actually take the actions.”
Sadler, a 48-year-old self-proclaimed AI enthusiast, is no stranger to utilizing ChatGPT in his marriage. He’s used it to uncover the weaknesses in his arguments and to craft apology texts to his wife. “I put in purpose mistakes so she wouldn’t think I was just using ChatGPT,” he says.
But the pressures of parenting two young kids was kindling for their periodic annoying marital spats. Sadler and his wife considered couples counseling, but once he discovered ChatGPT could guide them through difficult conversations, they no longer felt they needed the help of a professional. One night, while sitting on the couch with his wife, Sadler launched ChatGPT and told his wife to talk to it as if it was a therapist. “In a way, it’s having a therapist on tap,” he says.
That people are turning to large language models to navigate their love lives isn’t entirely surprising. Relationships have peaks and valleys and, many times, exist in an emotional gray area. Chatbots, on the other hand, are authoritative in tone and confident, even when they’re wrong.
Some people are going a step beyond asking Claude to draft an apology text, and inviting AI into the most intimate moments of their lives: fights with their significant others. In other words, they are treating technology like an on-demand couples therapist. The tech, which could be ambiently listening or addressed directly via voice or text, might suggest someone use more “I” statements or prompt couples to ask questions like “Where did you feel unsupported?”
Research has suggested publicly available AI, like ChatGPT, is an effective intermediary in a dispute, with human subjects feeling less divided when AI was mediating. But AI platforms lack the emotional intelligence to adequately read a couple’s body language and tone, understand cultural context and power dynamics, and incorporate a couple’s past into the fight at hand.
The desire for an authoritative, always-available guide in the midst of conflict is certainly seductive, but emotional matters are best reserved for human-to-human conversation. “The answer is typically not that you need some type of content strategy on how you should approach your next steps,” Amelia Miller, a fellow at the Berkman Klein Center for Internet and Society at Harvard University, tells Vox. “But it’s much more that you need emotional support, which comes from asking other people that you care about what you should do in the situation, not asking a machine.”
Drawing from a shared reality
In her Bay Area therapy practice, Courtney Quattrini has seen her fair share of couples who leverage AI chatbots in their relationships, including using it as a practice conversation partner and to ghostwrite texts to their significant other. While none of her clients have let ChatGPT or Claude mediate a fight, some do bring in AI summaries of arguments from one person’s perspective to their sessions with her. “They’re ruminating or they’re thinking about their side of the fight: What am I going to come back and say, how am I going to prove that I’m right or wrong?” Quattrini tells Vox. “They’re summarizing the fight from their perspective, and then they’ll bring in the summary and present it almost like it’s objective, but of course it’s not objective.”
But much of the work in couples therapy centers on the idea that two things can be true at once, and is about getting both individuals to understand that their partner’s emotional reality is important. “When you’re coming in and you want to summarize who won a fight, that really doesn’t align with the work that we’re actually doing,” Quattrini says. Feeding AI your narrative doesn’t help you see the things you could have done differently.
But when both people in a relationship invite AI into the discussion, leveling the playing field, the technology draws from a version of the story that may be more closely aligned with reality. A few months into dating, Khalid Tawohid and his partner discovered they’d both been discussing their relationship with their respective AI chatbots. “How can we get our AIs to just talk to each other?” Tawohid tells Vox.
Earlier this year, the 25-year-old software engineer designed a workaround where both his and his partner’s Claude agents — drawing from each individual’s full chat history — could facilitate difficult conversations. The app, called Bridge, claims to provide scaffolding for the discussions and package disorderly thoughts in a more coherent manner. Instead of looking to a machine to validate your point of view, the machine, ideally, would hold your hand as you attempt that same conversation with a human. “This helps your AI have a real sense of identity of who this [other] person is because it’s two different AIs, one knows one person, one knows the other person, and they’re both vehemently going to defend their own person,” Tawohid says. “But together it gets you to a more shared sense of truth.”
Still, Tawohid isn’t convinced his AI chatbot mediation tool, Bridge, is even a good idea. He has shared Bridge with about 10 couples, all of whom have given him the feedback that they’d use it again, he says, but it isn’t widely available for use. Perhaps, he says, it could be a supplement to traditional couples counseling, a way to practice communication outside of the therapy room.
Ironically, though, Tawohid has come down on the side of mild AI skepticism. “It’s a combination of a journal and a therapist and a friend, but it is also not real. It’s also just a computer code,” he says. When he discovered he’d lost his ability to craft a sentence without help, he stopped writing with AI. Now he fears people could lose their relationships to chatbots, too.
Gateway to introspection or outsourcing sincerity?
After a few months of using Bridge, Tawohid says he and his partner spend much less time talking to AI. They’ve had enough machine-facilitated conversations that they better understand each other’s thought patterns and triggers. Sadler, the AI-curious film producer, and his wife have similarly come to rely on AI less frequently because, he says, ChatGPT has taught them to be better communicators. “It just taught me to understand that she’s got a different perspective on things. If I’m not understanding where [she’s] coming from, just asking questions to say, well, what do you mean? And not jumping to conclusions,” he says.
Using AI as a therapeutic outlet can be instructive for people who aren’t in the habit of introspection, says Miller, the Harvard fellow. These chatbots can, in theory, be a tool for reflecting on an argument and for rehearsing what to say next. But sometimes the language the chatbot suggests is so far out of the realm of what your partner would actually say that its assistance is counterproductive.
For Josh Elledge and his wife, the stupid fight began over a haircut — or lack thereof. Elledge, a 54-year-old podcast consultant, was refusing to clean up his look (“I didn’t like something my barber said, and so I stopped going to him,” Elledge says) and his wife was not pleased. So she turned to an AI chatbot for assistance on how to break it to him. What she ended up saying to Elledge didn’t land. “It just made her opinion stronger in a way that wasn’t really helpful,” he says. “She’s conveying this stuff and I’m like, wow, you really think that? And she’s like, well, no, not really.” He says they “thankfully had the good sense” to distinguish between what she believed and what was the AI.
Once you relinquish enough of your critical thinking to AI, you run the risk of undermining the relationship you sought to fix. Therapists are trained to identify when a fight needs to be slowed, rerouted, or ditched altogether. But because chatbots never tire of hearing about your problems, you can get caught in a loop of rumination, perpetually mulling over the same frustrations and workshopping language on how to tell your husband you hate his haircut. At that point, who are you in a relationship with — a large language model, or a human? “That was an instance where maybe this isn’t a miracle process. You still have to just be really careful about not showing up as someone who you are not just simply because you defaulted to this AI being this authority in all things,” Elledge says.
AI chatbots are programmed to keep you engaged, but endless mediation and reflection isn’t exactly helpful. If you feel compelled to use one to navigate a squabble, give the technology guardrails. For example, Miller has created custom prompts that don’t exceed 10 or so exchanges with the AI and are meant to illuminate your own biases and shortcomings. But, ultimately, Quattrini, the therapist, says it’s important to remember that true counsel comes from a human who possesses the ability to read nonverbal cues, affect, and changes in body language. “Right now I think AI is a pretty dangerous mediator because it doesn’t have a nervous system,” she says.
The joy of being a person in a relationship with another person is getting through the hard parts together, even imperfectly. “We’re complicated people and no one really knows everything going on in everyone’s mind,” Tawohid says. “But humans are awesome, truly.”
Tech
UK’s child-nude-block threat won’t protect children
Signal insists that plans to compel tech companies to scan devices for nude images of children announced by UK Prime Minister Keir Starmer on Monday at London Tech Week “will not keep children safe.”
“It endangers us all,” the encrypted messaging platform said, adding that the mechanism required to implement it would be “dangerous.” And it wouldn’t be a pro-privacy statement without calling it “dystopian.”
Signal argues that the proposed technology could at some point be repurposed to enable state-sponsored surveillance of all citizens’ comms, or used as a mass censorship tool.
“Forcing all UK residents to prove their age and/or have all their content scanned, simply to exercise their fundamental right to communicate, is a perilous proposition,” Signal stated.
“We know that mass surveillance and censorship capabilities, however sincere-sounding the promises of those who initiate them are, never remain narrowly scoped. Once created, they will be expanded, forming a dangerous tool that will be wielded both in the UK and abroad to censor and surveil whatever they might consider ‘threats’ or ‘harmful content.’”
Similar accusations have been leveled against the UK government in response to its various attempts to improve online safety via legislation.
For example, the government has long presented the Investigatory Powers Act as a way to enshrine in law necessary powers available to law enforcement and UK intelligence to intercept communications for the sake of preventing terrorist attacks.
More recently, the Online Safety Act was introduced to impose new obligations on digital platforms to prevent children from accessing online harms.
However, privacy proponents have shunned both.
Rather than simply providing powers to prevent terror attacks, critics say the IPA enables public bodies to spy on people’s calls or texts. It’s colloquially known as “The Snooper’s Charter.”
Digital rights organizations have also claimed the OSA is more about online censorship than it is about restricting the types of content children are allowed to view on the web.
The PM’s proposals are not law yet. Instead, Starmer’s speech amounted to a three-month ultimatum to tech companies: make the changes the UK wants to see or the government will legislate.
Essentially, whichever way the likes of Apple, Google, Microsoft, and others want to play it, some form of device-level scanning appears likely to be pushed onto UK devices soon.
“When it comes to the safety of our children, standing by is not an option. Nobody gets a free pass. That is why I’m making sure Britain is the first country in the world to make it impossible for children to take, share or view nude images,” Starmer said.
“And I expect tech firms to make that happen. This is not an impossible challenge – these are some of the most innovative companies in the world. But if they choose not to, then we will act and change the law.”
The government’s announcement was backed by a slew of campaigners and charities that argued child protection has not been as big a part of tech innovation as it should have been in recent years.
Roxy Longworth, author and founder of Behind Our Screens, said: “I told myself, back in 2021, that if I went public with what happened to me and it stopped one life from being ruined, then it was worth it, but the more I campaigned the angrier I became.
“Every child needs to be protected from platforms who for far too long have been allowed to turn a blind eye to the damage being done to them. This announcement makes me hopeful that there won’t be kids sat in their room feeling the same pressure and shame that consumed my teenage years.”
Likewise, Chris Sherwood, chief exec at the NSPCC, said: “Every day these protections are not in place, more children will continue to face devastating harm in the online world. That’s why we strongly support the government’s decision to make it mandatory for these companies to block inappropriate material at device level. This marks a major step forward in our fight against online child sexual abuse.”
The UK government singled out Apple and Google, saying that it demands both block nudity by default across their devices. That includes cameras, third-party apps, and messaging services, which would prevent children from taking, viewing, or sending nude images.
It proposed that the nude-block-by-default approach would keep children safe, while still allowing adults to remove the block by verifying their ages.
Client-side scanning remains a highly controversial technology, but supporters present it as striking a balance between privacy and safety.
Advocates argue it should appeal to the pro-privacy crowd by keeping all data on the device, rather than blurring nude images in transit, for example, which would involve sending that data to an intermediary.
However, in the case of Signal, an encrypted messenger, it breaks the private comms trust model, even if the message content is not sent to a third party.
Client-side scanning can involve checking content against a database of known objectionable material. In the context of child exploitation, image hashes would be checked against a database of other hashes associated with abuse material. If the hashes match, then the image would be blocked.
Some implementations scan using AI, rather than against a database.
So while the image in this scenario is not sent to a third party, it does mean that Signal could no longer say that message content stays between sender and receiver only.
Further, because the databases of objectionable material would need to be updated, this introduces additional problems.
Updated databases or models would need to be pushed to devices, creating another trust and security dependency. The attack surface also widens, as it is conceivable that attackers could try to manipulate them.
As Signal points out, it would be technically possible for the same scanning mechanisms to be updated to block other things, like messages criticizing the government, to take one hypothetical example.
Authorities could also feasibly implement ways of seeing which device contains images or other content that has registered matches with its objectionable material database, potentially opening the door to surveillance.
The company’s statement [PDF] called for public funds to be funneled into other areas to improve child safety, including education, social services, and guardrails on AI technologies and platforms, instead of drafting legislation to block children’s nudes by default on devices.
“What the UK government wants instead is invisible surveillance infrastructure, switched on by default and potentially rushed into law under cynical pretexts,” it said. “All of this with scant care for the actual needs of the children they claim to be protecting or the horrifying and far-ranging consequences that will ensue in practice.”
Signal has not threatened to pull out of the UK, however, despite the government’s promises to enact the plans, via legislation or the threat of it.
The company has previously mulled exiting Sweden over proposed encryption-busting laws, and more recently Canada, as it debates a bill that would compel platforms like Signal to gather its users’ metadata, which could include their locations and who they are talking to. ®
Tech
Zillow co-founder and Seattle tech icon Rich Barton takes up residence in Las Vegas

The man who helped revolutionize how Americans buy and sell homes has a new residence.
Seattle entrepreneur Rich Barton, who co-founded Zillow Group in Seattle 20 years ago and remains its co-executive chairman, announced on X that he’s now officially a Las Vegas resident: “Kids are launched, empty nest achieved, and we’re excited to start this next chapter.”
The news marks the end of an era for one of Seattle’s most prolific entrepreneurs.
In addition to Zillow, Barton co-founded Expedia Group in the Seattle area 30 years ago, when he was in his late 20s, spinning it out of Microsoft and taking it public in 1999.
GeekWire marked the Expedia anniversary with a retrospective story last month in which Barton reflected on the rise of the online travel company, noting that it had “massive ambition.” Expedia now has a market value of $27 billion, while Zillow is valued at $8 billion.
Through a spokesperson, Barton declined to comment when contacted by GeekWire, so it’s not clear if there are additional motivations behind his new residence.
Regardless, losing a figure of Barton’s status is a blow to the local ecosystem. Barton, whose net worth has repeatedly flirted with the billionaire threshold, has been one of the premier, self-made “unicorn” creators anchoring Washington state’s tech economy.
Other prominent entrepreneurs have left Seattle in recent years, most notably Amazon founder Jeff Bezos, who announced in an Instagram message in November 2023 that he was moving to Miami. Former Starbucks CEO Howard Schultz also recently announced on LinkedIn a Miami move, and then last month wrote a critical op-ed in The Wall Street Journal saying Seattle Mayor Katie Wilson “vilifies employers.”
All three framed their moves in personal terms — Barton cited an empty nest, Bezos pointed to family and Blue Origin’s growing Florida presence, and Schultz described entering retirement.
However, the relocations come amid an increasingly heated debate over taxes in Washington state, where lawmakers have expanded taxes on wealthy residents while some business leaders warn that the policies could drive entrepreneurs elsewhere.
Following the state’s transition to a graduated capital gains tax — which now levies a 9.9% rate on gains exceeding $1 million — lawmakers approved a controversial “millionaire’s tax” that sets a 9.9% personal income tax on high earners. The tax, set to take effect in January 2028, is being challenged in court.
Tensions boiled over in tech circles recently after Seattle Mayor Katie Wilson brushed off warnings of capital flight during a public appearance, offering a literal hand-wave and saying “bye” to wealthy residents threatening to leave.
“I think the claims that millionaires are going to leave our state are, like, super overblown,” Mayor Wilson said in April just three months after taking office. “And if — the ones that leave, like, bye.”
The comment drew sharp rebukes from several local founders and venture capitalists who view it as indicative of a growing political hostility toward employers and entrepreneurs.
Tech
Could Toy Story 5 be the end of the road for Woody, Buzz, and Jessie? The new Pixar movie’s creators have their say
- Toy Story 5‘s creators have discussed the futures of Woody, Buzz, and Jessie
- The trio have been the movie series’ leads for 25+ years
- There are no current plans to retire them and focus on a new group of toys
The creative team behind Toy Story 5 — and the wider film franchise — say they “don’t have any plans” to retire Woody, Buzz, and Jessie as its main characters.
In an exclusive interview with TechRadar, director Andrew Stanton and producer Lindsey Collins indicated that they weren’t actively looking to move on from the movie series’ iconic trio. However, the pair also appeared to leave the door open on a potential changing of the guard at some point in the future.
Woody and Buzz have been the faces of Pixar‘s most beloved and enduring film franchise since the first — and ground-breaking — Toy Story movie was released in 1995. Following her debut in the aforementioned flick’s 1999 sequel, Jessie has not only become an integral part of the group, but is also now popular enough to be the lead of a Toy Story, well, story — that being, Toy Story 5.
With Jessie installed as the protagonist of one of 2026’s most anticipated new movies, Woody and Buzz find themselves in the unusual position of being the primary supporting characters, rather than the stars, of a Toy Story film.
Are Pixar and parent company Disney testing the waters to see how Toy Story fans react to having a different character — albeit an immediately recognizable face in Jessie — take the spotlight? And, if so, is this our clearest sign yet that the studios might be starting to plan for life without the fan-favorite individuals?
“It’s an interesting question,” Collins replied when I put similarly-worded queries to her and Stanton. “So far, we’ve had a philosophy of following the kids — first, Andy, and now Bonnie — and the toys… they’ve obviously grown and evolved, and some have fallen by the wayside, but each film brings of few new toys.
“So, the kids themselves have been the thing that we’ve tracked narratively. There are the Andy years, and now Bonnie has a totally different experience with them and different issues she’s got to deal with her toys.
“But, it’s never been about ‘hey, there are no more stories to mine with these characters’,” Collins continued. “Also, we don’t ever think about the next movie while we’re making the current one. So, we don’t have any plans [to retire this group of toys]. We just treat each one as their own thing, let these characters rest, and see if a new idea for another story bubbles to the surface.”
“Yeah, none of the other sequels were planned,” Stanton added. “If we’ve learned anything from working on these films, it’s don’t plan ahead. So, as Lindsey says, we’ll let them rest and see what happens.”
Be that as it may, Pixar is seemingly moving forward with ideas for more sequels. Indeed, chatting to Entertainment Weekly in April, Stanton said that brainstorming sessions for Toy Story 5 means “there would be two movies’ worth of Toy Story material to explore next”. Whether they’re centered around Woody, Buzz, and Jessie, though, remains to be seen.
Toy Story 5 arrives in theaters worldwide on Friday, June 19. Its four predecessors, plus the franchise’s many TV spin-offs and miniseries, are available to watch now on Disney+, aka one of the world’s best streaming services.
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Perplexity plans for 2028 IPO debut, CEO Aravind Srinivas says
‘I certainly think there will be ripple effects if they don’t go well’, Srinivas says, referring to the AI giants that recently filed to go public.
US AI start-up Perplexity has plans to go public in 2028 regardless of the reception of OpenAI and Anthropic’s IPOs, the company’s co-founder and CEO Aravind Srinivas told CNBC on 8 June.
“Agnostic of these two companies, we were planning for something in 2028. So, that’s still remains the case,” he told the publication. Though he added that it is “important for the AI industry that these IPOs go well”.
Srinivas’ comments come as OpenAI, Anthropic and SpaceX all applied to go public within days of each other. Estimates place Elon Musk’s company SpaceX as the front runner in the IPO race with a targeted raise of $75bn at a $1.75trn valuation. While Anthropic and OpenAI are expected to be valued at around $1trn post listing.
“I certainly think there will be ripple effects if they don’t go well… SpaceX IPO this week will definitely be like a leading indicator to how Anthropic or OpenAI will go out.”
In a filing last month, SpaceX, for the first time, revealed its loss-making financial standing, reporting a net loss of $4.28bn on revenue of $4.69bn for Q1, compared with a net loss of $528m on revenue of $4bn a year ago. The company places its valuation at roughly 110-times its sales, with some analysts cautioning against its seemingly lofty expectations for growth.
“SpaceX IPO this week will definitely be like a leading indicator to how Anthropic or OpenAI will go out,” Srinivas said, but added that he believes the companies will do well in their public rounds.
“We are very happy for their success, because their success means they’ll be able to invest more into frontier model development. And every time AI gets better, Perplexity gets better,” he said.
Perplexity is an AI-powered search engine that competes with the likes of Google (and its newly revamped AI Search), and AI-powered browsers such as OpenAI’s Atlas. It was last valued at $20bn following a $200m round last September.
The start-up’s browser Comet orchestrates across its competitors by scraping the internet to provide conversational answers to search queries.
Earlier this year, the company launched ‘Computer’, an AI agent that acts as a general-purpose “digital worker”.
“Computer takes a goal, like build a website, analyse a dataset, or research a market and builds and runs the entire workflow to deliver it, working on its own for hours or even months,” Perplexity explained.
“We actually want competition and progress on all levels, be it frontier or local models and open source, and that will position us really differently from the rest and position us well to go for an IPO like one or two years down the line,” Srinivas told the publication.
“I think Google’s equity raise recently shows that the market wants to invest in AI frontier,” he added. Last year, Perplexity made an unsolicited $34.5bn offer to purchase Google’s Chrome browser. The deal did not materialise.
Perplexity has come under repeated legal threat from the likes of the BBC, New York Times, Wired, Forbes and even Amazon over alleged content scraping. Late last year, Amazon sued Perplexity, demanding the company’s AI browser agent Comet stop making purchases on behalf of users online.
Meanwhile, Cloudflare delisted Perplexity’s crawler from the 24m-some websites it protects over concerns that the bot engaged in stealth crawling tactics.
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Perplexity co-founder and CEO Aravind Srinivas. Image: TechCrunch via Flickr (CC BY 2.0)
Tech
Quality Concerns Remain as States Invest More Than Ever in Presch
More four-year-olds are enrolled in state-funded preschools than ever before, but the quality and availability of preschool programs have experts concerned about creating a system of haves and have-nots.
“If providing high-quality preschool education to all 3- and 4-year-olds were a race, some states are nearing the finish line, others have stumbled and fallen behind, and a few have yet to leave the starting line,” an annual report from the National Institute of Early Education Research states.
With the amount of funding and quality varying by state, it means that access for families in states that aren’t investing still widely varies.
The report, titled “State of Preschool: 2025 Yearbook,” breaks down the annual spending, quality and enrollment numbers across early childhood education programs in the U.S. The latest found states hit an all-time high for both spending and enrollment, but the quality of the programs remains a concern.
“We’re trying to make sure states are also thinking about quality,” Allison Friedman-Krauss, an associate research professor at NIEER, says. “Right now, it’s more about access. And we don’t want them to forget about quality.”
More Funding – But Not Always More Quality
The report found funding peaked at nearly $14.4 billion, though that was largely driven by a handful of states: $4.1 billion in California alone, along with $1.2 billion in New Jersey and $1 billion in New York. Those three states accounted for nearly half (45 percent) of all state pre-K spending.
More than two dozen states also increased their preschool spending, which can go toward things like improving teacher-to-student rations and improving teacher compensation, the latter which has long been a concern.
While states still increased their spending on pre-K this year, the rate at which states are investing is slowing down. Adjusted for inflation, each state spent an average of $45 more per child than the 2023-2024 year. However, last year’s increase in spending was 16 times as large.
New Jersey, Oregon and the District of Columbia gave more than $15,000 in state funding per child enrolled in preschool. Six other states (California, Connecticut, Delaware, Michigan, New Mexico, and Washington) spent more than $10,000 per child enrolled in pre-K. Twenty eight states overall spent more funding per child, adjusted for inflation, than past years.
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Seventeen states spent less on preschool in 2024-2025 than they did in 2023-2024, when adjusted for inflation. The researchers attributed the spending decline in part to overall state deficits and falling enrollment across many states.
However, that’s not always the case. New Jersey had a budget deficit but invested an additional $100 million into expanding preschool programs for all.
Pointing toward this, Steve Barnett, director of NIEER, argues that it’s all about state priorities: “That’s a conscious decision to say we’re going to spend less,” he says. “And you have to ask if the declining enrollment – even if not intentional – is a way to reduce spending [in the sector]. As opposed to, ‘Maybe we should work on getting parents to enroll their kid.’”
The boost in funding did not always correlate to better early childhood education programs. Only six states met all of NIEER’s 10 quality standards benchmarks, which includes a maximum class size of 20 students, a requirement that teachers have bachelor’s degrees and a classroom ratio of at least one staff member for every 10 students.
Only a few states are providing high quality preschool programming, despite boosted investments, according to a new report.
Source: NIEER
States looking to enhance preschool quality should focus on class size and teacher pay, Barnett argues.
Teacher pay and class sizes account for most of the money, and once states have improved those, other metrics, like curriculum supports and health screenings, are easier to pay for later, he adds.
But changes won’t happen overnight.
“It does take time. You can’t just wave a magic wand and have classroom size and teachers’ pay magically fixed,” Barnett says.
NIEER’s Friedman-Krauss, pointed to Alabama and Georgia as examples of slowly, but surely, increasing preschool quality. Georgia hit all 10 quality benchmarks this year. Friedman-Krauss credits the improvement to a $97.6 million investment by the state, which helped lower classroom size from 22 to 20 and increased teacher pay.
“We make a big deal of it because it’s serving most of the 4-year-old [children] and hitting all the benchmarks,” Barnett says. “It’s a state that lost them and came back even stronger; that’s a good sign.”
Lion’s Share of Enrollment Only in a Few States
Enrollment, similarly to funding, reached an all-time high nationally last year, with 1.8 million children during the 2024-2025 school year. But roughly half of that comes from four states: California, Texas, New York and Florida.
Notably, a dozen states had more than half of their four-year-olds in state-funded preschool programs, with the District of Columbia topping the list: 94 percent of four-year-olds were enrolled in their state programs. California’s enrollment gains were buoyed in part due to the state’s universal pre-K promise.

While four-year-old students are enrolling more in preschool programs, three-year-olds continue to lag behind.
Source: NIEER
However, twenty states enrolled fewer preschoolers in 2024-2025 than the prior year. Some could blame the dip on declining birth rates. But when adjusted by population percentage, 21 states still saw a dip.
For some states, the enrollment decline was steep. Indeed, six states (Arizona, Florida, New York, Ohio, Oklahoma, and Wisconsin) decreased enrollment by more than 1,000 children.
Three-year-old students made up only 9 percent enrollment across the nation, up from 5 percent a decade earlier. Some states are acting to counter this. For example, Illinois and New Jersey are both focusing on expanding preschool programs for three-year-olds, Friedman-Krauss says. However, she and Barnett expect a slow mass adoption of three-year-olds in state-funded programs.
“I think there will be more attention paid to that group – how much more, that’s the hard part,” Barnett says. “Nine percent is better than when we started, but it’s very lumpy. It’s still 0 percent in lots of places.”
Tech
Why is Siri Ai not coming to the EU in iOS 27?
Apple briefed the EU on how Siri AI worked months ago and tried to find a compromise. The European Union stood firm and insisted keeping other vendors out of the new feature was illegal under the DMA.
Apple made the unusual step of taking time in the WWDC keynote to say that Siri AI would not be coming to the European Union. It was a public announcement aimed at blaming the EU for preventing users from getting the new iOS features.
Now Apple has stepped up its PR fight by detailing how it says the EU is intractable over its demand that would see privacy controls stripped away. Briefing journalists after the WWDC keynote, Greg Joswiak has revealed that Apple went further than ever before in attempting to negotiate with the European Commission.
According to French news site Numerama, Joswiak says Apple even revealed its plans for Siri AI to the EU at the start of 2026. Apple has reportedly never revealed plans so early before, but did so specifically to avoid the months of delays after the launch of live translation in AirPods Pro.
The issue concerns the EU’s Digital Markets Act (DMA), which demands that any rival that wants it, must have exactly the same access to iOS features as Apple. Launching Siri AI without rivals getting full access on day one would therefore be illegal.
“[So they] could read all your messages, edit your files, delete things, delete your photos, [and] take actions in your applications without you knowing or consenting,” said Joswiak, in translation. While a compromise was found for live translation, “[Siri AI is] much more complex and much more deeply integrated into the system.”
He argued that opening access to see what third-party firms do would mean putting users at risk. Joswiak called it the EU telling Apple to conduct an experiment on the millions of users in the region.
In an attempt to comply with the DMA yet preserve user privacy, Apple proposed adding a Trusted System Agent. This would be a mechanism that would allow rivals access to the same Siri AI functions, but let Apple maintain user security.
According to Apple, however, the European Commission rejected this. The company is describing this as “the most obvious example to date of the extreme interpretation of the DMA by the Commission.”
As yet, neither the European Union or the European Commission have commented publicly. Based on its most recent review of the DMA, however, the EU is unlikely to reverse its decision.
Apple and EU standoff
Back in May 2025, Apple appealed against the EU’s $570 million antitrust fine and for the first time went public with accusations of the company being ghosted.
At the time, Apple spoke of having spent hundreds of thousands of engineering hours on changes to comply with the EU. In the new report, though, Apple now says that it no longer knows what to work on.
So currently none of its engineers are working on adapting Siri AI to meet the EU’s demands. That means Apple is no longer budging, either.
Apple’s assumption that rival companies will exploit access and sell user data does seem to be well-founded. In 2024, for instance, it reported how Facebook owner Meta had filed requests for user data access that had nothing to do with its apps or their functions.
Based on that, the EU’s stance does appear to be disregarding the security and privacy of its people.
But with an apparent absolute refusal to consider Apple’s points, it could be years before EU users get Siri AI. If they ever get it at all.
Tech
How an e-scooter founder raised $5 million to build space data centers
Here’s one metric for tracking SpaceX’s IPO later this week: The company has changed the venture industry’s perspective on long-term, capital-intensive space so much that a talented founder with no space experience can fund a space data center company.
Orbital, a new firm that emerged in May from a16z’s startup accelerator program Speedrun with a $5 million seed round, is the latest company promising to do inference in space — just as soon as Starship is flying regularly. Other investors include Basis Set, Human Element, Wayfinder, Antler, Anti Fund, Ascent, Rubik, Zero Knowledge Ventures, LYVC, Feld Ventures, New Legacy, FNDR, UpHonest and Asterisk.
Founder and CEO Euwyn Poon previously founded e-scooter company Spin in 2017 and sold it to Ford a year later, joining the automotive giant. When he was ready to start a new company, a16z’s Speedrun was eager to get on board, according to partner Andrew Chen, who told TechCrunch that Poon worked through several ideas before landing on space data centers.
You’re familiar with the pitch. There’s insatiable demand for AI compute, and deploying it is slow going on Earth. Why not head to space for limitless sunshine and limited environmental reviews? The main problem is the brutal economics of launching stuff into orbit, which currently leaves the business case unable to close.
Orbital, like many of it competitors, is betting on SpaceX figuring out its Starship rocket and offering it to commercial customers. “We will get to full scale when Starship comes online,” Poon explained. The price of the Falcon 9, the current state of the art, “makes this not economically feasible.”
For now, Poon and company — which includes about a dozen folks in Los Angeles, with experience at Amazon LEO, SpaceX, and Northrop Grumman — are working toward a demo flight that will see the company fly an Nvidia Blackwell chip on a partner’s satellite to test Orbital’s radiation shielding and thermal management tech. In 2028, the company hopes to launch its first data-processing spacecraft with Nvidia’s Space-1 Vera Rubin-class GPUs.
At that point, the company wants to start doing piece-wise inference work, which would allow it to generate revenue with each satellite launched. That’s a similar path to rival data center start-up Starcloud, which already has a GPU in orbit and plans to launch several more to generate income until Starship enables them to deploy their full constellation.
Orbital’s goal is to deploy 10,000 satellites that provide a distributed gigawatt of computing power, with each satellite providing 100 kw of power. For comparison, Elon Musk said SpaceX expects its AI satellites produce up to 150 kw, and Starcloud expects to field larger 200 kw-rated spacecraft to run chips.
Some companies are too impatient to wait for Starship. Cowboy Space Company, another space data center startup backed by a16z, recently decided to start building its own rockets. Jeff Bezos’ space company Blue Origin also announced plans to launch data centers into space using its New Glenn launch vehicle.
Poon is confident that the breadth of AI demand will allow many companies to succeed. “There’s so many lanes for companies in our space to pursue,” he told TechCrunch, before rattling off an array of choices that included companies pursuing different AI workloads, designs, and concepts of what an space data center looks like.
Chen said that Poon’s experience scaling up a company that deployed 250,000 scooters across 100 cities shows he can manage the tricky task of building an aerospace company. Over the long term, a project like this might take a decade and $5 billion or more, but Chen said venture firms are more comfortable with timelines like that.
“This kind of thing would have sounded crazy 10 years ago when we were all building mobile apps,” he said. “Starting it in 2026 just lets you tap into all the energy and excitement that’s that’s happening in the capital markets.”
Poon found his way into the space data center business by a circuitous route. After leaving Ford, he bought a Nvidia A100 on a lark, co-locating it in a Santa Clara data center and serving open-weight models. That first-hand experience convinced him the value in delivering compute in the era of AI.
Now he’s just got to put a couple thousand GPUs in space.
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Tech
Drones Learn to Navigate the Bee Way and Return Home on Almost No Computing Power

Photo credit: Delft University of Technology | Micro Aerial Vehicles Lab
Researchers at Delft University of Technology have built a navigation method for small drones that copies one of nature’s most efficient routines. Honeybees fly long distances along twisting routes yet still head home with striking accuracy. The new system lets a drone do something similar after just one short practice flight near its base, all while using a learning program small enough to fit in the memory of a basic phone app icon.
Honeybees keep track of distance and direction by observing how the ground and surroundings move past their eyes. Then, over time, slight inconsistencies begin to appear. To remedy this, bees will frequently undertake a quick small learning flight shortly after starting feeding, looping around the area near the hive and gathering all of their visual memory of what is around them. Later, when they’re far out in the wild, their memories guide them back to the hive, even though they can’t see it.
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A group of Delft researchers wanted to see if a drone might follow a similar path. Rather than develop an incredibly thorough three-dimensional picture of the entire area, as if a robot were trying to recall a complex plan, they just had the thing snap a few short panoramic photos during a quick learning fly around the starting position. They then uploaded the photographs to a small learning system, along with the drone’s initial estimates of how far and in which direction it had traveled. Yes, those calculations become a little jumbled, but the program still manages to extract enough information from the surroundings to determine its home territory and return the drone to that location.

When the drone takes off on a longer flight, it primarily relies on those motion estimates to get there and back, right up until it approaches the place where it learned to fly. The visual portion of the system then takes over and returns the drone to its original location. It also teaches the drone to fly faster when it is still in the wilderness and slow down as it approaches, similar to how bees adjust their own speed near the end of a journey.
Tests in these huge indoor environments were consistently successful. The drone might take off from a certain position, fly all the way to the other side of this massive hangar or test arena, and then return without ever seeing its home base. Outside, the same method worked fine for a drone that flew more than 600 meters before turning and returning home, and it continued to work well even on calm days, but it began to get a little wonky on windy days, primarily because gusts would blow the drone around and interfere with the camera’s view.

The outdoor version works on a learning system that uses only 42 kilobytes of memory, reducing memory utilization to a minimum. Traditional map-building methods often require substantially more memory and processing capacity, pushing designers to invest more in drones that use more energy and are more expensive to fly. The bee-inspired technique keeps the technology lightweight, allowing small drones to safely fly around people or into places like greenhouses where they don’t want to clash with anything.
Crop monitoring has a clear advantage because a lightweight drone can fly between rows of plants looking for early signs of disease or pests without the bulk or risk associated with larger mapping systems. The same navigation technique makes it perfect for robots moving about warehouses inspecting industrial equipment or functioning in places where satellite signals are distorted due to trees, buildings, or weather.
[Source]
Tech
French govt messaging service breached in account hijacking attack
DINUM, the digital affairs directorate of the French government, warned that hackers used a hijacked user account to breach Tchap, the French government’s encrypted messaging platform.
Developed in-house by DINUM in collaboration with ANSSI (the French Cybersecurity Agency) in 2018, Tchap is an instant messaging service and collaboration tool based on the decentralized Matrix protocol, designed exclusively for the French public sector.
Tchap has now reached over 300,000 monthly users and over 500,000 downloads on Google’s Play Store after Prime Minister François Bayrou mandated the use of Tchap and banned foreign apps for work communications for all civil servants in early August 2025.
DINUM revealed on Monday that ANSSI detected a Tchap breach on Sunday and said that a threat actor gained access to the secure instant messaging platform using a compromised user account.
The French digital affairs directorate has also alerted France’s data protection authority, the CNIL, to the incident due to the potential exposure of personal data shared by some users in conversations that the attacker could access, and has alerted all Tchap users, reminding them that public chat rooms are accessible to any user and are not encrypted.
“At this stage, the account originating the malicious requests has been identified. It was immediately blocked to remove the attacker’s persistent access and allow for a thorough analysis of the data they were able to access. The investigation continues, including the study of event logs, to identify the conversations that the attacker was able to access and the nature of the exfiltrated data,” DINUM said in a Monday press release.
“A message has been sent to all Tchap users reminding them that a public chat room can be found and joined by any user and that its content is not encrypted. In accordance with Tchap’s terms of service, no personal, sensitive, or confidential information should be exchanged in public chat rooms: such exchanges should be reserved for private chat rooms.”
While the DINUM has not shared any further details regarding this breach, a threat actor claimed responsibility for the incident over the weekend, shared a sample of stolen files, and said they gained access to the platform following a social engineering attack.
”I social engineered a valid account on the education shard (matrix.agent.education.tchap.gouv.fr). Everything below is what that one account could reach, other shards will have more,” they said.
They claim to have stolen hardcoded LDAP credentials allegedly leaked via a PowerShell script shared by a French tax authority regional director and over 13.5GB of documents and media files shared by public servants using the Tchap service.
The threat actors also allegedly scraped nearly 650,000 messages and information on over 73,000 accounts, including email addresses, organization information, meeting links, and account and device metadata.
“Every file ever shared on Tchap, on any shard, is downloadable without a token,” they added. “The media IDs come from the messages. Once you have a message with a media URL you can pull the file freely regardless of which shard hosts it.”
BleepingComputer reached out to DINUM with questions about the incident, but a response was not immediately available.
Last month, French authorities detained a 15-year-old suspected of selling data stolen in an April cyberattack on ANTS (Agence nationale des titres sécurisés), the country’s agency for issuing and managing official identity and registration documents.
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Tech
Amazon Ember Artline Review: A Stylish Art Television
One unique feature is a free “moving artwork” functionality. Imagine a static painting where a portion of the art, such as a river or mist over a mountain, is moving slightly. It’s calming and beautiful. At least dozens are available, but I’m not able to add my own. The TCL NXTVISION also features paintings in a slowly moving video format, but the video art on the Ember Artline looks more realistic. In particular, I was blown away by some of the subtle clips, including one scene that shows the sun passing over a mountain range in extreme hi-def.
Another unique feature is Match the Room. It uses a photo where the TV is situated, then generates AI images that fit within the space’s color scheme. Having my TV display art that fits the aesthetic of my family room’s brown walls and dark blue couch made me feel like an interior designer.
Then there’s the Omnisense feature, which claims to know when you leave the room. At that point, it turns off the art display, then powering it back on when you return. (For the sake of comparison, the TCL doesn’t have a motion sensor; most Ember models and the Frame Pro do have motion sensing.) During my testing, the Omnisense worked about 90 percent of the time, sometimes failing to clock my presence in the room and not turning on the Artline as it should. Amazon reps told me they have not heard this feedback before. Even so, the feature was mostly functional and is a great power-saving capability.
The Alexa+ voice search function proved limited on the Artline, though you can conveniently use it to raise the volume and start apps by voice. Unfortunately, I wasn’t able to use it to search for classic masterpieces, like Van Goghs or Rembrandts. However, the virtual assistant could answer questions about the weather, play music, provide sports scores, and even chat with you about politics. I loved using Alexa+ to find movies and shows. I made complex requests like “show me every thriller from the last two years that has an 80 percent score or higher on Rotten Tomatoes,” and that actually worked. You can also show Amazon Photos, animated art, and use Alexa+ to generate AI artwork. The AI artwork is a bit generic. That said, using voice commands to make art is unique and fun.
The main drawback of the Ember Artline compared to the Samsung Frame Pro is that the contrast is a bit washed out. I couldn’t find Vincent Van Gogh’s The Starry Night when I scanned through the Artline’s available artwork, so I loaded it as a photo. When I did this on the Frame Pro, the incredible contrast and color quality provided a vibrant, realistic texture, like you could reach out and feel the grooves of thick brushstrokes. On the Artline, the same painting lacked texture and contrast.
Screen Play
Photograph: John Brandon
I was surprised to discover that the Ember Artline doesn’t use new screen technology—it’s roughly the same QLED tech as previous Amazon Fire and newer Ember televisions. Which is to say, the contrast ratio (which Amazon does not release) is not outstanding, based on my experience viewing multiple movies and shows. There’s a new anti-glare matte finish, though, that makes all of the artwork (and whatever content you are streaming) look more realistic.
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