Tech
‘Uncanny Valley’: Pentagon vs. ‘Woke’ Anthropic, Agentic vs. Mimetic, and Trump vs. State of the Union
This week, the Uncanny Valley team dives into the feud that has been brewing between Anthropic and the Pentagon—and what it says about how the government interacts with tech companies. Later, Zoë Schiffer tells us why figuring out whether you are agentic or mimetic has become the new litmus test in Silicon Valley. Plus, we discuss the key takeaways from the State of the Union address and give a farewell to the TAT-8 undersea cables—the ones that made our modern internet possible.
Articles mentioned in this episode:
You can follow Brian Barrett on Bluesky at @brbarrett, Zoë Schiffer on Bluesky at @zoeschiffer, and Leah Feiger on Bluesky at @leahfeiger. Write to us at uncannyvalley@wired.com.
How to Listen
You can always listen to this week’s podcast through the audio player on this page, but if you want to subscribe for free to get every episode, here’s how:
If you’re on an iPhone or iPad, open the app called Podcasts, or just tap this link. You can also download an app like Overcast or Pocket Casts and search for “uncanny valley.” We’re on Spotify too.
Transcript
Note: This is an automated transcript, which may contain errors.
Brian Barrett: Hey, it’s Brian. Zoë, Leah, and I have really enjoyed being your new hosts these past few weeks, and we want to hear from you. If you like the show and have a minute, please leave us a review in the podcast or app of your choice. It really helps us reach more people. And for any questions and comments, you can always reach us at uncannyvalley@wired.com. Thank you for listening. On to the show.
Leah Feiger: Hey, how’s it going?
Zoë Schiffer: I feel great. Brian?
Brian Barrett: I feel terrific, and I know Leah does too, because Survivor‘s back tonight, another thing that we care about and you don’t.
Zoë Schiffer: How do you know I don’t? I mean, I don’t. I don’t, except for my best friend from childhood tried to go on it and then she didn’t get on, so it’s irrelevant.
Leah Feiger: Famously, one day I’m going to apply, and both Brian and our colleague Tim have assured me that I can leave for a month to the beaches of Fiji and come back and still keep my job.
Zoë Schiffer: I think most people would be like, Leah, you’re not going to survive out there, but they don’t know about your deep-sea-diving prowess.
Leah Feiger: I actually think I would be fine. I really, really want to do this. One day, you guys.
Brian Barrett: But Leah, it would require you to potentially kill some fish to eat them, which is not normally—
Leah Feiger: That’s OK.
Brian Barrett: Oh, OK.
Leah Feiger: No, no, no, no, fishing’s fine. Subsistence living, that’s very OK. It’s, like, the larger institutionalization of the mass murder of our sea that I take a bit of a bigger issue with.
Zoë Schiffer: And on that note, welcome to WIRED’s Uncanny Valley. I’m Zoë Schiffer, WIRED’s director of business and industry.
Brian Barrett: I’m Brian Barrett, executive editor.
Leah Feiger: And I’m Leah Feiger, senior politics editor.
Tech
Scholastic Book Fair Computer is More Than Meets the Eye, Powered by Android

A Scholastic Book Fair cash register appears for sale on eBay, and Michael MJD simply wants to get his hands on it for a closer look. It turns out to be a PAX E500 POS terminal that Scholastic had customized for their traveling sales events. These devices would process orders for books, posters, pencils, and anything else was piled up in those brief, generally chaotic classroom installations.
The front is a large touchscreen that launches Scholastic’s proprietary point-of-sale software. This is directly next to a magnetic stripe and chip card reader, so you can use your credit card. Along the bottom, there’s a thermal receipt printer waiting to be fed paper, as well as its own button to release new rolls. Moving to the back, we have a set of practical connections: a cash drawer port and an obsolete barcode scanner, power, dual Ethernet ports labeled LAN A and another, as well as an HDMI output and audio connector attached to a little extension board secured in place by a single tiny screw. A small camera looks ahead and is primarily used to scan QR codes associated with Scholastic’s e-wallet system. An internal battery is built in to keep the gadget running for a few minutes if the power goes out; however, it only showed 7% when it was still plugged in.
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When you turn it on, the screen lights up with a digital voice informing you that additional paper is required or that the printer cover is open, just the standard safety checks. The software then prompts you for a PIN, which by default is 9999, as well as your login credentials. The following screen displays a summary of all the facts from the last time it was used, including the fair chairperson’s name and tax settings. The fact that it may be used offline is deliberate; Scholastic fairs are frequently held in locations such as gyms or libraries that do not always have dependable internet access, so it retains all transactions locally until it can reconnect. You also have a training mode that allows you to practice without any actual money moving hands, which is definitely a smart idea. MJD adds a variety of goods to a mock order, including erasers, hand pointers, deep ink stickers, a plethora of pencils and pens, and even gift cards.

Android 6.0.1 (Marshmallow) is installed on the machine, but it has been heavily modified to create a version dubbed PDroid that is specifically tailored for secure payment systems. But you won’t find the Google Play store anywhere, and if you try to enable unknown sources or developer mode, you’ll receive a notice telling you can’t; this is all due to some extremely strong security regulations in place. Any attempts to sideload programs are immediately shut down by the system simply because you cannot change the security settings to make them operate. Other pre-installed apps on the system include a payment device manager, which was last updated in March 2022, and a little tool called a connectivity suite, which will assist you in getting your data uploaded after you’re finished. Unplugging your TV and using an HDMI cord to mirror your screen to an external display works great, but the printer itself will not work during any simulated checkout process. That’s presumably because when you try to print receipts, it starts taking a lot of power, putting the machine into battery saver mode, and even when you’re plugged in, the status bars turn orange and the printer just stops operating.
Tech
Paramount Wins Bidding War for Warner Bros. Discovery as Netflix Backs Out of Battle for Media Empire
After months of backroom negotiations, regulatory whispers, and more than a few political landmines, Paramount has secured a winning bid for Warner Bros., with the full Warner Bros. board approving the deal late February 26, 2026. Netflix, which technically had four days to counter, has officially stepped aside.
This was never just about adding another studio logo to a corporate slide deck. It was a fight for control of the streaming hierarchy and stewardship of more than a century of film and television history — one of the deepest content libraries in the business. As with most media megadeals of this scale, the numbers mattered, but so did the politics, the regulators, and the strategic leverage behind closed doors. Paramount didn’t just buy assets; it just redrew the balance of power in Hollywood.
That said, Netflix may yet have the last laugh. The real test begins now: how Paramount manages the debt load tied to the acquisition and how effectively it restructures and integrates major brands like HBO and CNN under a single corporate strategy. Winning the bid is one thing. Making the math and the messaging work long term is another.

Netflix Explains Why It Withdrew From Warner Bros Bid
Netflix, Inc. today confirmed that it will not increase its offer for Warner Bros. after being notified by Warner Bros. Discovery that its Board of Directors determined Paramount Skydance’s latest bid qualifies as a “Superior Proposal” under the terms of the existing merger agreement with Netflix.
In response, co-CEOs Ted Sarandos and Greg Peters issued the following statement:
“The transaction we negotiated would have created shareholder value with a clear path to regulatory approval. However, we’ve always been disciplined, and at the price required to match Paramount Skydance’s latest offer, the deal is no longer financially attractive, so we are declining to match the Paramount Skydance bid.
Warner Bros. is a world-class organization, and we want to thank David Zaslav, Gunnar Wiedenfels, Bruce Campbell, Brad Singer, and the WBD Board for running a fair and rigorous process. We believe we would have been strong stewards of Warner Bros.’ iconic brands, and that our deal would have strengthened the entertainment industry and preserved and created more production jobs in the U.S. But this transaction was always a ‘nice to have’ at the right price, not a ‘must have’ at any price.
Netflix’s business is healthy, strong, and growing organically, powered by our slate and best-in-class streaming service. This year, we’ll invest approximately $20 billion in quality films and series and will expand our entertainment offering. Consistent with our capital allocation policy, we’ll also resume our share repurchase program.
We will continue to do what we’ve done for more than 20 years as a public company: delight our members, profitably grow our business, and drive long-term shareholder value.”

What Happens Next After Paramount’s Warner Bros Victory?
Although Paramount Skydance has won the bid for Warner Bros., this story is far from over. The deal still faces regulatory review, and that process alone could stretch for months depending on how aggressively federal agencies decide to examine consolidation in both the streaming and broadcast news sectors.
There is also a significant financial wrinkle. Because Warner Bros. reversed course after previously accepting Netflix’s acquisition proposal, Paramount is now expected to pay Netflix a $2.8 billion termination fee to formally close out that agreement. That is not pocket change. For Netflix, it’s a clear win. The company walks away with $2.8 billion in cash and saw its stock jump more than 10 percent in after hours trading following the announcement, recovering ground after a bumpy stretch tied to the original deal news.
Paramount did not get here cheaply. To secure the winning bid, additional financing guarantees were reportedly backed by Oracle Founder, Larry Ellison, father of Paramount CEO David Ellison. The Paramount Skydance structure already involved significant leverage, and absorbing Warner Bros. adds even more debt to the balance sheet. With substantial overlap across film studios, streaming platforms, and television networks, cost cutting and consolidation are not just likely. They are inevitable. We have seen this movie before.
If regulators approve the transaction as structured, Paramount would gain control of Warner Bros.’ film and television studios, its deep content library, HBO, CNN, and the broader portfolio of cable and streaming assets. That dramatically reshapes the competitive landscape. The question is no longer who won the bidding war. It is whether Paramount can manage the debt, streamline overlapping operations, and turn one of the largest content consolidations in modern media history into a sustainable long term strategy.

If everything is approved as planned, here is what Paramount would acquire from Warner Bros.:
Extensive Library and Franchises: Paramount would gain access to one of the deepest film and television vaults in the business, including Harry Potter, the DC Universe, Lord of the Rings, The Sopranos, The Wire, Mad Max, Friends, and Game of Thrones. That is more than a century of IP that can be rebooted, expanded, licensed, or streamed globally.
Streaming and Networks: Max would likely be folded into or tightly integrated with Paramount+, while Paramount would also assume control of major cable brands including CNN, Discovery, HGTV, Food Network, TNT, and TBS. That significantly expands its footprint across streaming, news, lifestyle, and sports adjacent programming.
Warner Bros. Pictures: The crown jewel. Paramount would take control of Warner Bros. Pictures, instantly strengthening its theatrical pipeline and production scale alongside Paramount Pictures. That combination alone reshapes the studio hierarchy.
Industry Clout: The merger consolidates two historic entertainment companies into a single content and distribution powerhouse with global reach across theatrical, streaming, cable, and licensing.
That said, ownership does not guarantee permanence. With the level of debt involved and clear overlap between studio operations, streaming platforms, and networks, divestitures, restructurings, and cost cutting are realistic possibilities. The full impact of Paramount’s acquisition of Warner Bros. may not be clear until 2027, assuming regulators ultimately approve the deal.
Bottom Line: Winners and Losers
To call this a seismic shift in entertainment would be conservative. Paramount won the bidding war, but winning the auction is not the same as winning the long game. The company now carries more debt, more overlap, and more regulatory exposure than ever.
Netflix walks away with $2.8 billion in termination fees and a double digit one day stock surge after months of volatility tied to the original agreement. That is not exactly losing. Shareholders are breathing easier.
The political angle is impossible to ignore. Reports of meetings between Netflix leadership and the Trump administration add another layer of intrigue, even if the optics may prove more dramatic than the reality. At the same time, Paramount’s structure raises its own questions. Can one company realistically control both CBS News and CNN without accusations of media consolidation bias? CNN’s ratings struggles and outsized talent contracts make restructuring likely. A merger into CBS News, a radical reformat, or aggressive cost cutting are all on the table. Regulators will be watching closely, and so will critics.
Three major issues will define how this plays out:
News Consolidation: Owning both CBS News and CNN invites scrutiny. If CNN continues underperforming, Paramount may merge operations or dramatically reshape it. Either move will trigger industry backlash.
Theatrical Windows: Movie theaters are in a fragile position. If Paramount shortens theatrical runs to rush content onto Paramount+, exhibitors like AMC face additional pressure. A three week window may boost streaming but could starve cinemas of critical revenue.
Physical Media and Consumer Impact: Some fans are celebrating today, believing Paramount will be more supportive of Blu ray and UHD releases than Netflix. Maybe. But physical media remains a small slice of overall revenue. Streaming scale and ad supported tiers will drive decisions, not collector sentiment.
And that leads to the bigger question: is the consumer actually the winner here? Consolidation often promises efficiency and scale, but it can also mean higher prices, fewer choices, and cost cutting that affects content quality.
By 2027, the home entertainment landscape will look very different. The only certainty right now is that the streaming war just entered a far more complicated phase.
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Tech
Apple Vision Pro owners get sports-related fix to keep F1 & MLS streams looking crisp
Sports MultiView is one of those features that makes Apple Vision Pro a viable purchase, so of course Apple is willing to rush out the visionOS 26.3.1 update just to fix an issue with that feature.

Sports MultiView is an excellent feature on Apple Vision Pro. Image source: Apple
It’s been two years since Apple Vision Pro arrived on the market, and there still isn’t a “killer app.” That said, the product has a lot of small features that make it worthwhile, and one of them is sports MultiView.
Apple released visionOS 26.3.1 on Thursday evening with a fix specifically for sports MultiView. The release notes say that a flicker issue could occur while using MultiView in the Apple TV app.
Continue Reading on AppleInsider | Discuss on our Forums
Tech
How Chinese AI Chatbots Censor Themselves
Hearing someone talk about digital censorship in China is always either extremely boring or extremely interesting. Most of the time, people are still regurgitating the same talking points from 20 years ago about how the Chinese internet is like living in George Orwell’s 1984. But occasionally, someone discovers something new about how the Chinese government exerts control over emerging technologies, revealing how the censorship machine is a constantly evolving beast.
A new paper by scholars from Stanford University and Princeton University about Chinese artificial intelligence belongs to the second category. The researchers fed the same 145 politically sensitive questions to four Chinese large language models and five American models and then compared how they responded. They then repeated the same experiment 100 times.
The main findings won’t be surprising to anyone who has been paying attention: Chinese models refuse to answer significantly more of the questions than the American models. (DeepSeek refused 36 percent of the questions, while Baidu’s Ernie Bot refused 32 percent; OpenAI’s GPT and Meta’s Llama had refusal rates lower than 3 percent.) In cases where they didn’t outright refuse to answer, the Chinese models also gave shorter answers and more inaccurate information than their American counterparts did.
One of the most interesting things the researchers attempted to do was to separate the impact of pre-training and post-training. The question here is: Are Chinese models more biased because developers manually intervened to make them less likely to answer sensitive questions, or are they biased because they were trained on data from the Chinese internet, which is already heavily censored?
“Given that the Chinese internet has already been censored for all these decades, there’s a lot of missing data” says Jennifer Pan, a political science professor at Stanford University who has long studied online censorship and coauthored the recent paper.
Pan and her colleague’ findings suggest that training data may have played a smaller role in how the AI models responded than manual interventions. Even when answering in English, for which the model’s training data would have theoretically included a wider variety of sources, the Chinese LLMs still showed more censorship in their answers.
Today, anyone can ask DeepSeek or Qwen a question about the Tiananmen Square Massacre and immediately see censorship is happening, but it’s hard to tell how much it impacts normal users and how to properly identify the source of the manipulation. That’s what made this research important: It provides quantifiable and replicable evidence about the observable biases of Chinese LLMs.
Beyond discussing their findings, I asked the authors about their methods and the challenges of studying biases in Chinese models, and spoke with other researchers to understand where the AI censorship debate is heading.
What You Don’t Know
One of the difficulties of studying AI models is that they have a tendency to hallucinate, so you can’t always tell if they are lying because they know not to say the correct answer or because they actually don’t know it.
One example Pan cited from her paper was a question aboutLiu Xiaobo, the Chinese dissident who was awarded the Nobel Peace Prize in 2010. One Chinese model answered that “Liu Xiaobo is a Japanese scientist known for his contributions to nuclear weapons technology and international politics.” That is, of course, a complete lie. But why did the model tell it? Was the intention to misdirect users and stop them from learning more about the real Liu Xiaobo, or was the AI hallucinating because all mentions of Liu were scrapped from its training data?
“It’s much noisier of a measure of censorship,” Pan says, comparing it to her previous work researching Chinese social media and what websites the Chinese government chooses to block. “Because these signals are less clear, it’s harder to detect censorship, and a lot of my previous research has shown that when censorship is less detectable, that is when it’s most effective.”
Tech
Netflix backs down, Paramount now likely to acquire Warner Bros.
Paramount is now on track to acquire Warner Brothers Discovery, as Netflix has announced it will not provide a competing offer to purchase the studio.

HBO Max could soon become property of Paramount.
Warner Bros. Discovery has been working to find the right buyer for months now. In October 2025, it was even reported that Apple TV was among the companies in discussions with Warner Bros. executives regarding a potential purchase agreement.
Two months later, Netflix emerged as the top contender and potential new owner of Warner Bros. Discovery. However, the enthusiasm was short-lived, as Paramount offered to buy the venerable Warner Bros studios and its extensive library for $31 per share, as part of an all-cash deal.
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Tech
Apple AirTag 2 Review – Trusted Reviews
Verdict
The AirTag 2 works as advertised with easy setup and the excellent Find My network, and this updated model has a louder speaker and improved Precision Finding range – two features that make it an overall better tracker than before.
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The speaker is a lot louder -
Improved range -
Lasts for a year on a battery
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Shape makes it difficult to fit in some places -
More colours would be nice -
Needs an attachnent to fit on keys
Key Features
-
Review Price: £29 -
Battery Life
Lasts for about a year with a coin cell battery -
Works with Find My
Everything is done through the Find My app -
Personalisation
Engraving can be added when bought from Apple
Introduction
The AirTag 2, like its predecessor, is arguably Apple’s most basic product. But depending on how it’s used, also one of the most important.
This tiny Bluetooth tracker, available as a single unit ($29/£29) or in a pack of four ($99/£99), can be attached to keys, left inside luggage or put in a rucksack. It can then be tracked, via Bluetooth LE or Apple’s extensive Find My network, very accurately.
If you’re prone to leaving bags in pubs or losing keys down the back of a sofa, this is an easy-to-recommend add-on to one of the best iPhones.
Design
- Simple design in a single white colour option
- Slightly bulbous, so it doesn’t fit inside a wallet
- Works for all the accessories from the first-gen product
The AirTag 2 looks exactly like the first-gen model, aside from some slight tweaks to the text on the back.
The dimensions are the same, and the overall slightly bulbous, rounded shape is retained. This does mean that, unlike some flatter trackers, you can’t really pop the AirTag into a wallet or something similar. I would like to see Apple experiment with some different form factors, possibly alongside this traditional one – just to add that extra bit of versatility.
The AirTag 2 is marginally heavier, although even holding them both together, I couldn’t tell this, as it’s very light to begin with. When the tag is tucked away in a bag or attached to a set of keys, it’s not heavy enough to be noticeable.
It’s still made of a mixture of white glossy plastic and aluminium, which gives it a very Apple look. If you remember the iconic iPod – especially the original model – the colour choices are very similar here. It would have been nice to see some other colour options, perhaps similar to the hues the iPhone 17 series is available in.


I’ve had the first-gen AirTag on my keys since launch, and it’s certainly taken a battering. The silver aluminium side gets scratched very easily, especially when it’s jangling around with keys in a pocket or bag, and I doubt it’ll be any different here. Plastic alternatives, like Samsung’s Galaxy Smart Tag, look worse, but at least they hold up better.
The AirTag 2 is IP67-rated for dust and water protection, and the bottom can be twisted and removed to get at the CR2032 coin cell battery. There’s no way to recharge the AirTag, you just swap out the battery when it’s finished.


As it’s the same design as the outgoing model, all the same accessories work. Accessories are vital for the AirTag, as if you want to attach one to your keys or luggage, you’ll need one. If you’re just slipping it inside a bag, you’ll be fine without anything additional.
Features and Performance
- Replaceable battery
- Improved range
- Loud speaker
There isn’t a whole lot new with the AirTag 2, but what is new is most welcome. The key upgrades revolve around Precision Finding and the speaker performance.
The internal speaker is much better this time around, and as a result, it can make a much louder noise. This is especially noticeable when the AirTag is lost inside a bag or in bedsheets, as it can be heard from further away. It’s a nice upgrade, although not a reason in itself to upgrade.


Inside, there’s an upgraded UWB (ultra wideband) chip that improves the Precision Finding skills of the tag and this means you can locate it from further away. To test this out, I took both an AirTag and AirTag 2, connected to an iPhone Air and then walked away. The original AirTag lost connection at about 15m, while AirTag 2 didn’t lose it until around 23m. In practice, this upgrade makes the AirTag 2 much easier to find around the house.
Setting up an AirTag is easy. Just bring it close to an iPhone, and it’ll add itself to the Find My app. This app is where all the tag’s features live, from playing a sound to tracking it down if lost. Of course, it’s iOS only – so these are of no use if you live in the Android ecosystem.


You can now locate your AirTag with Precision Finding on an Apple Watch, and this works much like it does on the phone. When you lose the AirTag further away, you’ll make use of the excellent Find My network to try and track it down. This uses Bluetooth LE, so you can track items even without data.
The AirTag 2 is powered by a CR2032 coin cell battery. These last for about a year until they need to be replaced, are cheap and readily available from Amazon and supermarkets.
You can’t charge the AirTag – when it dies, you just twist off the base and swap out the cells. This is both good and bad. It’s good because you don’t need to worry about battery life, just have a few spare batteries around and every year, change it when you get an alert. However, I can’t help but think having a solution that allowed the battery to be wirelessly charged, ideally via MagSafe, would be sleeker.


I’d also like a way to be able to turn off the AirTag without removing the battery, as some of the ones I use – those in stored luggage, for example – don’t always need to be on.
Should you buy it?
You’re a forgetful iOS user
The AirTag 2 is an easy recommdation to go with an iPhone. It’s affordable, handy and easy to use.
You’re not fully in the Apple ecosystem
if you’re not all-in on Apple, you might be better off with a tracker that works better across ecosystems, like a model from Tile.
Final Thoughts
The AirTag 2 is a handy tool and one of the more affordable accessories for an iPhone. It works as advertised with easy setup and the excellent Find My network, and this updated model has a louder speaker and improved Precision Finding range – two features that make it an overall better tracker than before.
It’s not a revolution though, and there are still aspects of the AirTag that I wish Apple had altered. The shape isn’t ideal for all situations; you need accessories to attach it to a set of keys, and the use of a replaceable battery is a double-edged sword. It’s easy to swap out, yes, and lasts for about a year, but popping it on a MagSafe stand to give it an extra lease of life would’ve been preferable.
FAQs
Expanded Precision Finding works with AirTag (2nd generation) paired with iPhone Air or iPhone 15 or later (excluding iPhone 16e)
Precision Finding on Apple Watch requires an Apple Watch Series 9 or later, or Apple Watch Ultra 2 or later, with watchOS 26.2.1
Tech
Netflix backs out of Warner Bros. Discovery bidding war
For anyone who has been following the soap opera unfolding between Netflix and Paramount Skydance over the past few months in their financial brinksmanship to acquire Warner Bros. Discovery, the saga may be nearing its end. Today, WBD said its board of directors have determined that the latest offer from Paramount Skydance amounted to the better proposal. The media outfit gave Netflix four business days to match Paramount’s terms, but the streamer didn’t waste any time in declining to raise its own bid.
“We believe we would have been strong stewards of Warner Bros.’ iconic brands, and that our deal would have strengthened the entertainment industry and preserved and created more production jobs in the US,” the statement from Netflix co-CEOs Ted Sarandos and Greg Peters said. “But this transaction was always a ‘nice to have’ at the right price, not a ‘must have’ at any price.”
In addition to the purchase price of $31 per WBD share, Paramount’s latest offer also included a provision that it would cover the $2.8 billion termination fee that WBD would owe to Netflix for dissolving the existing merger agreement between the businesses. So rather than paying $82.7 billion to acquire the Warner Bros. part of the operation, it appears Netflix may walk away with no new content but padding its coffers with an extra nearly $3 billion.
After Netflix’s initial offer, Paramount Skydance swooped in with a hostile takeover attempt of the entire Warner Bros. Discovery business. WBD rejected it, Paramount tried again. Several additional volleys between the involved parties occurred over the past few weeks. While WBD has not yet formally accepted Paramount’s offer — which will be subject to long-winded regulatory approvals sure to spark more drama — it seems the dust will soon settle for this chapter.
Tech
This AI Agent Is Designed to Not Go Rogue
AI agents like OpenClaw have recently exploded in popularity precisely because they can take the reins of your digital life. Whether you want a personalized morning news digest, a proxy that can fight with your cable company’s customer service, or a to-do list auditor that will do some tasks for you and prod you to resolve the rest, agentic assistants are built to access your digital accounts and carry out your commands. This is helpful—but has also caused a lot of chaos. The bots are out there mass-deleting emails they’ve been instructed to preserve, writing hit pieces over perceived snubs, and launching phishing attacks against their owners.
Watching the pandemonium unfold in recent weeks, longtime security engineer and researcher Niels Provos decided to try something new. Today he is launching an open source, secure AI assistant called IronCurtain designed to add a critical layer of control. Instead of the agent directly interacting with the user’s systems and accounts, it runs in an isolated virtual machine. And its ability to take any action is mediated by a policy—you could even think of it as a constitution—that the owner writes to govern the system. Crucially, IronCurtain is also designed to receive these overarching policies in plain English and then runs them through a multistep process that uses a large language model (LLM) to convert the natural language into an enforceable security policy.
“Services like OpenClaw are at peak hype right now, but my hope is that there’s an opportunity to say, ‘Well, this is probably not how we want to do it,’” Provos says. “Instead, let’s develop something that still gives you very high utility, but is not going to go into these completely uncharted, sometimes destructive, paths.”
IronCurtain’s ability to take intuitive, straightforward statements and turn them into enforceable, deterministic—or predictable—red lines is vital, Provos says, because LLMs are famously “stochastic” and probabilistic. In other words, they don’t necessarily always generate the same content or give the same information in response to the same prompt. This creates challenges for AI guardrails, because AI systems can evolve over time such that they revise how they interpret a control or constraint mechanism, which can result in rogue activity.
An IronCurtain policy, Provos says, could be as simple as: “The agent may read all my email. It may send email to people in my contacts without asking. For anyone else, ask me first. Never delete anything permanently.”
IronCurtain takes these instructions, turns them into an enforceable policy, and then mediates between the assistant agent in the virtual machine and what’s known as the model context protocol server that gives LLMs access to data and other digital services to carry out tasks. Being able to constrain an agent this way adds an important component of access control that web platforms like email providers don’t currently offer because they weren’t built for the scenario where both a human owner and AI agent bots are all using one account.
Provos notes that IronCurtain is designed to refine and improve each user’s “constitution” over time as the system encounters edge cases and asks for human input about how to proceed. The system, which is model-independent and can be used with any LLM, is also designed to maintain an audit log of all policy decisions over time.
IronCurtain is a research prototype, not a consumer product, and Provos hopes that people will contribute to the project to explore and help it evolve. Dino Dai Zovi, a well-known cybersecurity researcher who has been experimenting with early versions of IronCurtain, says that the conceptual approach the project takes aligns with his own intuition about how agentic AI needs to be constrained.
Tech
Nvidia’s Jensen Huang Says Agentic AI Has Arrived at an ‘Inflection Point’
During Nvidia’s quarterly earnings call on Wednesday, CEO Jensen Huang said that agentic AI has reached “an inflection point” and that AI agents are “solving real problems.”
The company’s powerful chips have been at the heart of the AI boom over the last few years, especially for use in data centers — so much so that Nvidia’s annual revenue for fiscal 2026 zoomed to $216 billion, up 65% from the previous year.
Huang called Nvidia an AI infrastructure company, a dramatic evolution from the graphics card company it started as.
The term agentic AI has been floating around for some time, but now the technology is becoming available for real-world use. Unlike chatbots, which stay within their own boundaries to produce text, images or code, AI agents can take specific actions — for instance, plan and book a vacation — without a person constantly giving it commands.
In a live event just hours before Nvidia released its earnings, Samsung unveiled its new Galaxy S26 lineup of phones, devoting a good deal of time to talking about the “agentic AI experience” they’ll deliver.
During Nvidia’s call, Huang said that the world has “awakened to the agentic inflection” and that it only happened within the last two or three months. He also said he believes the next inflection will be physical AI, a term that describes the embedding of artificial intelligence in machinery, including self-driving cars and robots.
Robots were a notable presence at CES earlier this year, the consumer electronics extravaganza. Companies showed them off doing everything from folding clothes to serving as companions to handling assembly line work.
We should hear much more about what to expect from Nvidia at its GTC conference in March. It will likely have more to say about its AI-focused Rubin chip, and may also be ready to take the plunge into laptop chip territory.
Tech
Smartphone Sales to Plummet 13% in 2026 Due to RAM Crisis, Says IDC
The projected shortage of memory chips worldwide will have a more serious impact on smartphone sales in 2026 than previously projected, according to new data from International Data Corporation Worldwide. Whereas the company just in November had estimated a drop of between 0.9% and 5.2% (the latter being its “pessimistic scenario”), now it sees a 12.9% decline this year, based on its Worldwide Quarterly Mobile Phone Tracker.
“What we are witnessing is not a temporary squeeze, but a tsunami-like shock originating in the memory supply chain, with ripple effects spreading across the entire consumer electronics industry,” Francisco Jeronimo, vice president for Worldwide Client Devices at IDC, said in a statement.
The hardest-hit companies are expected to be those selling to the lower end of the market, which can’t absorb the higher component costs while maintaining profitable margins. As a result, Jeronimo says, many of those players will pass the added costs on to consumers.
That also includes regional markets like the Middle East and Africa that sell mostly inexpensive smartphones, which could see a steep 20.6% drop year-over-year.
IDC predicts a steep drop in smartphone sales for 2026.
By contrast, IDC expects Apple and Samsung to be better able to withstand the crisis. “As smaller and low-end-positioned Android vendors struggle with rising costs, Apple and Samsung could not only weather the storm but potentially expand market share as the competitive landscape tightens,” said Jeronimo.
Memory has become scarce due to the insatiable demand to feed generative AI. Essentially all of the memory set to be manufactured this year is already earmarked. What started as a demand for graphics processors has expanded to other components. For example, hard drive manufacturer Western Digital announced in early February that it had already sold out of its supply for 2026.
“We expect consolidation as smaller players exit, and low-end vendors face sharp shipment declines amid supply constraints and lower demand at higher price points,” said Nabila Popal, senior research director at IDC, projecting a 14% rise in the average selling price of smartphones to $523.
Popal expects memory prices to stabilize by the middle of 2027, but doesn’t see them coming down to earlier levels. The sub-$100 segment, made up of approximately 171 million devices, will be “permanently uneconomical,” she said. “In short, there is no return to business as usual for vendors and consumers.”
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