Tech
Don’t Regulate AI Models. Regulate AI Use
Regulatory adherence: confine to licensed facilities and verified operators; prohibit capabilities whose primary purpose is unlawful.
Close the loop at real-world choke points
AI-enabled systems become real when they’re connected to users, money, infrastructure, and institutions, and that’s where regulators should focus enforcement: at the points of distribution (app stores and enterprise marketplaces), capability access (cloud and AI platforms), monetization (payment systems and ad networks), and risk transfer (insurers and contract counterparties).
For high-risk uses, we need to require identity binding for operators, capability gating aligned to the risk tier, and tamper-evident logging for audits and postincident review, paired with privacy protections. We need to demand evidence for deployer claims, maintain incident-response plans, report material faults, and provide human fallback. When AI use leads to damage, firms should have to show their work and face liability for harms.
This approach creates market dynamics that accelerate compliance. If crucial business operations such as procurement, access to cloud services, and insurance depend on proving that you’re following the rules, AI model developers will build to specifications buyers can check. That raises the safety floor for all industry players, startups included, without handing an advantage to a few large, licensed incumbents.
The E.U. approach: How this aligns, where it differs
This framework aligns with the E.U. AI Act in two important ways. First, it centers risk at the point of impact: The act’s “high-risk” categories include employment, education, access to essential services, and critical infrastructure, with life-cycle obligations and complaint rights. It also recognizes special treatment for broadly capable systems (GPAI) without pretending publication control is a safety strategy. My proposal for the United States differs in three key ways:
First, the U.S. must design for constitutional durability. Courts have treated source code as protected speech, and a regime that requires permission to publish weights or train a class of models starts to resemble prior restraint. A use-based regime of rules governing what AI operators can do in sensitive settings, and under what conditions, fits more naturally within the U.S. First Amendment doctrine than speaker-based licensing schemes.
Second, the E.U. can rely on platforms adapting to the precautionary rules it writes for its unified single market. The U.S. should accept that models will exist globally, both open and closed, and focus on where AI becomes actionable: app stores, enterprise platforms, cloud providers, enterprise identity layers, payment rails, insurers, and regulated-sector gatekeepers (hospitals, utilities, banks). Those are enforceable points where identity, logging, capability gating, and postincident accountability can be required without pretending we can “contain” software. They also span the many specialized U.S. agencies that may not be able to write higher-level rules broad enough to affect the whole AI ecosystem. Instead, the U.S. should regulate AI service choke points more explicitly than Europe does, to accommodate the different shape of its government and public administration.
Third, the U.S. should add an explicit “dual-use hazard” tier. The E.U. AI Act is primarily a fundamental-rights and product-safety regime. The United States also has a national-security reality: Certain capabilities are dangerous because they scale harm (biosecurity, cyberoffense, mass fraud). A coherent U.S. framework should name that category and regulate it directly, rather than trying to fit it into generic “frontier model” licensing.
China’s approach: What to reuse, what to avoid
China has built a layered regime for public-facing AI. The “deep synthesis” rules (effective 10 January 2023) require conspicuous labeling of synthetic media and place duties on providers and platforms. The Interim Measures for Generative AI (effective 15 August 2023) add registration and governance obligations for services offered to the public. Enforcement leverages platform control and algorithm filing systems.
The United States should not copy China’s state-directed control of AI viewpoints or information management; it is incompatible with U.S. values and would not survive U.S. constitutional scrutiny. The licensing of model publication is brittle in practice and, in the United States, likely an unconstitutional form of censorship.
But we can borrow two practical ideas from China. First, we should ensure trustworthy provenance and traceability for synthetic media. This involves mandatory labeling and provenance forensic tools. They give legitimate creators and platforms a reliable way to prove origin and integrity. When it is quick to check authenticity at scale, attackers lose the advantage of cheap copies or deepfakes and defenders regain time to detect, triage, and respond. Second, we should require operators to file their methods and risk controls with regulators for public-facing, high-risk services, like we do for other safety-critical projects. This should include due-process and transparency safeguards appropriate to liberal democracies along with clear responsibility for safety measures, data protection, and incident handling, especially for systems designed to manipulate emotions or build dependency, which already include gaming, role-playing, and associated applications.
A pragmatic approach
We cannot meaningfully regulate the development of AI in a world where artifacts copy in near real time and research flows fluidly across borders. But we can keep unvetted systems out of hospitals, payment systems, and critical infrastructure by regulating uses, not models; enforcing at choke points; and applying obligations that scale with risk.
Done right, this approach harmonizes with the E.U.’s outcome-oriented framework, channels U.S. federal and state innovation into a coherent baseline, and reuses China’s useful distribution-level controls while rejecting speech-restrictive licensing. We can write rules that protect people and that still promote robust AI innovation.
Kit, Firefox’s first mascot, has just made his debut, thanks to Mozilla, who combined fox and red panda features with some searing flame elements to create a one-of-a-kind creature that sticks out. Kit’s tail constantly seems like it’s on the move, even when he’s just relaxing, since his body language, posture, and eyes all appear to be working together to nail the mood.
Illustrator Marco Palmieri created the final design, starting with some pencil drawings to get a feel for the ideas and ensure they were strong before going on to other tools. Design agency JKR then stepped in and collaborated with Mozilla to take the project to the next level by delving into what makes Firefox tick, including the logo colors and the fox itself.
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According to Amy Bebbington of Mozilla, Kit is the browser’s BFF for the internet era, as it serves as a gentle reminder to users that Firefox has their back. This comes at a time when the web is undergoing significant changes and people are becoming increasingly concerned about what is happening with their data and trust. Firefox is responding by not disclosing users’ personal information and allowing them to opt in or out of artificial intelligence.
Kit is also present in quiet moments, such as when you first log in, try something new, or do something nice while browsing, and you can even use him as a wallpaper for new browser tabs under the customization menu. You may also see him on the official website, social media, and during meetups. Overall, these subtle touches make the sign-in process feel like reconnecting with an old friend. Kit is quite understated, but he provides just the right amount of personality to remind you that the browser is only there to help (not get in the way).
Anker earbuds and headphones may not have the premium status of Apple, Bose and Sony, but the brand’s value-priced products have a loyal following. Anker aficionados have been waiting for the company to release the Pro version of its $100 Soundcore Liberty 5 earbuds.
According to NotebookCheck, via leaker AnkerInsider, whose X account appears suspended, the release is near. Two versions of Anker’s new flagship earbuds are due to arrive in the coming months: The Liberty 5 Pro and Liberty 5 Pro Max. Both will feature a new AI chip called the Anker Thus to power the buds.
Read more: Best wireless earbuds of 2026
The new models don’t look anything like the current Liberty 5 buds, which have a traditional stem design. Both new Pro models will feature upgraded noise canceling (Anker’s new Adaptive ANC 4.0), Bluetooth 6.1, an IP55 dust- and water-resistant rating, Dolby Atmos spatial audio, Bluetooth multipoint and an AI-powered audio upscaling feature.
While both the Liberty 5 Pro and Liberty Pro Max have a touchscreen built into their cases, the Max’s case also doubles as a voice recorder with built-in microphones. The recorder will reportedly be able to recognize your voice thanks to voiceprint recognition.
Anker has apparently developed its own AI chip for its flagship earbuds.
The upcoming buds are expected to be officially announced in late May, with the Liberty 5 Pro to be priced at $170, and the Liberty 5 Pro Max retailing for $230 (the Max already have a shell of listing on Best Buy that notes the voice recorder). Both have a battery life of around 6.5 hours with noise cancellation turned on.
AI voice recorders have been proliferating in recent months (you might have seen an ad for one on Facebook or Instagram). Anker is shipping its Soundcore Work coin-sized wearable Al note take/voice recorder for $129 with a $39-off coupon code. Presumably, some of the same technology found in the wearable recorder will make its way over to the Liberty 5 Pro Max.
The Liberty 5 Pro Max won’t be the first pair of earbuds to have a microphone in their case. Nothing’s Ear (3) flagship earbuds have a Super Mic in their case, which had me talking to my hand when making calls. It’s a clear sign that as earbud performance plateaus, brands are getting creative with extra features to help their products stand out from the pack.
Talking to the Nothing Ear (3) case while making a call in the streets of New York. More earbuds cases appear set to have built-in microphones.
A Background Security Improvement in iOS 26.3.1 fixes a WebKit issue in Safari that could break one of the web’s most important safety rules.
Apple has fixed a WebKit bug for Safari and other browsers
Apple released a Background Security Improvement on March 17 for iOS 26.3.1, iPadOS 26.3.1, macOS 26.3.1, and macOS 26.3.2. The update fixes a WebKit flaw that could let a malicious website bypass a key browser security rule.
The company said the issue was caused by a cross-origin problem in the Navigation API and assigned it CVE-2026-20643. Apple addressed the flaw by improving input validation to stop harmful web content from breaking the browser’s protections.
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The closures come nine years after the brand opened its first outlet here
Australian premium tea retailer T2 Tea is set to close all three of its outlets and exit Singapore, according to a report from The Business Times.
Its stores at 313@Somerset, Suntec City, and VivoCity are currently running clearance sales with discounts of up to 30%.
When the publication visited the Suntec City branch yesterday (Mar 16), most of its stock had been cleared from the shelves. The store is expected to cease operations on March 25.
Despite the closures, customers can still purchase products via T2 Tea’s online store.
T2 Tea closed all of its UK outlets in 2023
T2 Tea was founded in 1996 in Melbourne, with retail stores in Australia, New Zealand and Singapore. As of June 2025, it reportedly had 62 stores across these markets.
In 2013, it was acquired by Unilever, and later sold to private equity group CVC Capital Partners for about S$6.6 billion in 2021.
T2 Tea entered Singapore in 2017 with a flagship outlet at 313@Somerset, marking its first expansion into Asia. The store offered more than 100 tea blends, ranging from classic options like English Breakfast to signature creations such as Melbourne Breakfast. It also launched a Singapore-exclusive blend inspired by kaya toast.
In recent years, however, the company has faced challenges.
In 2023, it exited the UK market, closing all stores and its online platform there, citing “unprecedented changes” at the time. It had said it would refocus on markets closer to home, including New Zealand and Singapore.
Vulcan Post has reached out to T2 Tea for more information.
- Read other articles we’ve written on Singaporean businesses here.
Featured Image Credit: Gemma Chin via Google Reviews/ T2 Tea Singapore via Instagram
It’s only been two years since Dune: Part Two but we already have a trailer for the third installment. The appropriately-named Dune: Part Three is an adaptation of Frank Herbert’s Dune Messiah book from 1969.
Just like the book, the latest film takes place a number of years after Dune: Part Two. “If the first movie was contemplation, a boy exploring a new world, and the second one is a war movie, this one is a thriller,” . “It is action-packed and tense. More muscular.”
Despite the time jump, most primary actors are returning. This includes Timothée Chalamet, Zendaya and Javier Bardem. Anya Taylor-Joy, who briefly appeared in the second film, is also coming back. The same goes for Jason Momoa, despite his Duncan Idaho character dying in the first film. Book readers will likely understand what that means.
The trailer also highlights the antagonist Scytale, as portrayed by Robert Pattinson. He should be a more nuanced villain than Baron Harkonnen, though that’s not exactly a high bar.
The release date is coming up fast. Dune: Part Three hits theaters on December 18. That’s this year. Villeneuve had intended to take a break after making the second one to focus on a smaller and more personal film, but said that he kept “waking in the middle of the night” with potential images from the third installment.
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OpenClaw took the tech industry by surprise earlier this year when an Austrian engineer created the first version in roughly an hour. This small project swept through the community like wildfire as the most open-source endeavor on record, allowing anyone to set up a personal AI agent to operate directly on their own PC and accomplish tasks like organizing files or pounding out code without sending any data off to who knows where. At GTC, NVIDIA introduced NemoClaw, a software add-on for OpenClaw that can be installed with a single command. This new layer includes the security features and privacy controls that transform these agents from fun little experiments to useful business solutions.
NemoClaw is simple to integrate into your existing setup since it introduces OpenShell, a runtime that isolates each agent in its own small bubble. Then you can create rules in plain text files that specify which folders the agent may browse, which networks it can connect to, and which external services it can access. Everything else, and we mean everything, is off limits, and every step they make leaves a clear paper trail for you to follow.
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NVIDIA is marrying this with some of their own open models known as Nemotron, which run locally on whatever hardware is available. You’re talking everything from RTX-powered laptops to entire workstations and dedicated AI systems. When you need a little more horsepower, you can utilize a privacy router to connect to more powerful cloud models while keeping all of your sensitive information in-house. The end result is a framework that allows your agents to work in a mix of local and remote resources while maintaining tight boundaries.
Companies are already putting these components to use in real-world situations. Cisco runs agents that detect security flaws, verify databases, map affected devices, and create a thorough remediation plan, all of which must be checked against the rules in real time. Box uses the same framework to handle invoices and contracts, using abilities that work well with existing access levels. NVIDIA has also partnered with Salesforce, CrowdStrike, and a few more large brands to achieve the same level of control across all of their technologies. OpenClaw agents run 24 hours a day, seven days a week on personal computers, professional workstations, and servers without interfering with anything else. If you have dedicated hardware, you can keep them up and running for hours, if not days, while they work.
It is currently available as an early preview through official sources, such as on Github. Users can begin testing right away, although NVIDIA says some rough edges must be ironed out before they are formally put into production. Developers have complete access to the toolkit, which includes sample models, runtimes, and guidance for creating their own agents. Jensen Huang referred to OpenClaw as the operating system for personal AI, indicating a trend toward software that can be instructed to do things. Peter Steinberger, the original creator of OpenClaw, sees this combination as a method for users to design and run their own secure assistants.
As electronics demand higher energy density, one component has proved challenging to shrink: the capacitor. Making a smaller capacitor usually requires thinning the dielectric layer or electrode surface area, which has often resulted in a reduction of power. A new polymer material could help change that.
In a study published 18 February in Nature, a Pennsylvania State University-led team reported a capacitor crafted from a polymer blend that can operate at temperatures up to 250 °C while storing roughly four times as much energy as conventional polymer capacitors. Today’s advanced polymer capacitors typically function only up to about 100 °C, meaning engineers often rely on bulky cooling systems in high-power electronics. The research team has filed a patent for the polymer capacitors and plans to bring them to market.
Capacitors deliver rapid bursts of energy and stabilize voltage in circuits, making them essential in applications ranging from electric vehicles and aerospace electronics to power-grid infrastructure and AI data centers. Yet while transistors have steadily shrunk with advances in semiconductor manufacturing, passive components such as capacitors and inductors have not scaled at the same pace.
“Capacitors can account for 30 to 40 percent of the volume in some power electronics systems,” says Qiming Zhang, an electrical engineering researcher at Penn State and study author, explaining why it’s important to make smaller capacitors.
A plastics blend more powerful than its parts
The research team combined two commercially available engineered plastics: polyetherimide (PEI), originally developed by General Electric and widely used in industrial equipment, and PBPDA, known for strong heat resistance and electrical insulation. When processed together under controlled conditions, the polymers self-assemble into nanoscale structures that form thin dielectric films inside capacitors. Those structures help suppress electrical leakage while allowing the material to polarize strongly in an electric field, allowing greater energy storage.
The resulting material exhibits an unusually high dielectric constant—a measure of how much electrical energy a material can store. Most polymer dielectrics have values around four, but the blended polymer dielectric in the new work had a value of 13.5.
“If you look at the literature up to now, no one has reached this level of dielectric constant in this type of polymer system,” Zhang says. “Putting two commonly used polymers together and seeing this kind of performance was a surprise to many people.”
Because the material can remain operational even at elevated temperatures—such as those from extreme environmental heat or hot spots in densely built components—capacitors built from this polymer could potentially store the same amount of energy in a smaller package.
“With this material, you can make the same device using about [one-fourth as much] material,” Zhang says. “Because the polymers themselves are inexpensive, the cost does not increase. At the same time, the component can become smaller and lighter.”
How the polymer mix improves capacitors
The researchers’ finding is “a big advancement,” says Alamgir Karim, a polymer research director at the University of Houston who was not involved in the Penn State development. “Normally when you mix polymers, you don’t expect the dielectric constant to increase.”
Karim says the effect likely arises from nanoscale interfaces created when the polymers partially separate. “At about a 50–50 mixture, the polymers don’t fully mix and instead create a very large interfacial area,” he says. “Those interfaces may be where the unusual electrical behavior comes from.”
If the material can be produced at scale, it could help address a key bottleneck in high-power electronics. Higher-temperature capacitors could reduce cooling requirements and allow engineers to pack more power into smaller systems—an advantage for aerospace platforms, electric vehicles, the electric grid, and other high-temperature environments.
But translating the concept from laboratory methods to commercial manufacturing may present challenges, says Zongliang Xie, a postdoctoral researcher at the Lawrence Berkeley National Laboratory. The Penn State team is now producing small dielectric films, but industrial capacitor manufacturing typically requires continuous rolls of material that can extend for kilometers.
“Industry generally prefers extrusion-based processing because it’s easier and cheaper to control,” Xie says. “Scaling to produce great lengths of film while maintaining the same structure and performance could complicate matters. There’s potential, but it’s also challenging.”
Still, researchers say the discovery demonstrates that new performance limits may still be unlocked using familiar materials. “Developing the material is only the first step,” Zhang says. “But it shows people that this barrier can be broken.”
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Crowds flocked to the AMC Century City theater in Los Angeles this morning for a special IMAX event featuring the first look at the concluding chapter in Denis Villeneuve’s “Dune” saga. Zendaya, Robert Pattinson, Javier Bardem, and Anya Taylor-Joy came out to meet the fans in person, while Timothée Chalamet sent in a video greeting via his phone. The energy in the room altered suddenly, as this plot picks up 17 years after the previous film finished and revolves around what happens when someone gains too much power.
The footage starts with Paul and Chani having a private conversation about what they could name their future child. Ghanima for a girl and Leto for a male, but even it felt tight, a result of how they’d begun to drift apart in the last film. Within seconds, the screen was filled with broader pictures of Paul and Stilgar exploring the cosmos on new planets, as their reach for the Atreides empire grew rapidly. Large sights of fleets of ships slicing across alien sky, as well as soldiers moving across rocky terrain far from Arrakis.
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Chani showed up shortly, this time fighting her way through a violent battle scene. A sandworm can be spotted in the midst of it all, balancing on its back before diving into the melee. Just as Chani was in the middle of it, Alia, now all grown up and played by Anya Taylor-Joy, stepped into several critical frames of her own.
Paul himself provides some of the low, echoing vocals that run under the music throughout, while Robert Pattinson appears as Scytale, the shape-shifter who is as slick as ever and whose loyalties are impossible to read. Jason Momoa has also returned, and Duncan Idaho was seen briefly. Returning cast members include Rebecca Ferguson (Lady Jessica), Florence Pugh (Princess Irulan), and Javier Bardem (Stilgar), who join an already impressive group.
Villeneuve described this installment as a fast-paced thriller centered on action and pressure. Note how, even in the midst of all that upheaval, Paul and Chani’s link remains strong, as he describes it as a steady pulse that runs through everything, with a focus primarily on the two of them. He also emphasizes how the large jump in time allows Alia to become much more vital to the tale, which the previous films just hinted at. Also, it appears that Hans Zimmer has returned to the soundtrack. Fans who left the theater today are already counting down the days until December 18, 2026, when the film is released.
If your house is already lined with Sonos products, you may want a pair of over-ear headphones that know how to play nice with your other speakers. As it turns out, Sonos actually makes a pair of over-ear headphones, the Ace, and they’re currently just $299 on Amazon. That’s a great deal, and one that almost ties the all-time low price for these cans.
Not only do the Sonos Ace integrate with your existing Sonos setup via Bluetooth, they’re also great headphones in their own right. They have a crisp, flat audio profile, something Sonos is known for, and our reviewer Parker Hall specifically called out their ability to handle any song “with a good bass line.” They have great detail, with a dynamic sound that handles a variety of genres well.
They’re also one of the more comfortable headsets you can buy, largely thanks to their impressive lightness. At just 11 ounces, it’s easy to feel like you’re wearing nothing at all, and they have good clamping force on the side that helps take a lot of the pressure off the top of your head. If fit and finish are a top priority for your headset, the Sonos Ace have both by the truckload.
The ANC is right up there with the best headsets you can buy, and in particular handled low-frequency rumbles adeptly. Transparency mode is excellent too, with a clarity to conversations that doesn’t have you feeling like you’re talking to someone through a tin can. While they lack some of the convenience features found on other headsets, they make up for it with multipoint pairing, and you can adjust all the settings to your liking in the Sonos app.
While the Sonos Ace are available in multiple colors, I only spotted the black model marked down to the $300 sale price. As I write this, the white model is in stock at a slightly higher $365, which may or may not be worth it, depending on how much the aesthetics matter to you. If you’re not sold on the Sonos Ace, make sure to check out our full roundup of the best headphones, with hands-on testing from our team of audio experts.
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