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The Large Hadron Collider will now heat homes as well as smash particles

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The European Organization for Nuclear Research (CERN) recently announced the launch of a new heat exchange system connected to the Large Hadron Collider. The system is designed to reuse the hot water that cools the LHC, providing a low-cost and environmentally sustainable source of heat for nearby residents.
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Researchers disclose vulnerabilities in IP KVMs from four manufacturers

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Researchers are warning about the risks posed by a low-cost device that can give insiders and hackers unusually broad powers in compromising networks.

The devices, which typically sell for $30 to $100, are known as IP KVMs. Administrators often use them to remotely access machines on networks. The devices, not much bigger than a deck of cards, allow the machines to be accessed at the BIOS/UEFI level, the firmware that runs before the loading of the operating system.

This provides power and convenience to admins, but in the wrong hands, the capabilities can often torpedo what might otherwise be a secure network. Risks are posed when the devices—which are exposed to the Internet—are deployed with weak security configurations or surreptitiously connected to by insiders. Firmware vulnerabilities also leave them open to remote takeover.

No exotic zero-days here

On Tuesday, researchers from security firm Eclypsium disclosed a total of nine vulnerabilities in IP KVMs from four manufacturers. The most severe flaws allow unauthenticated hackers to gain root access or run malicious code on them.

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“These are not exotic zero-days requiring months of reverse engineering,” Eclypsium researchers Paul Asadoorian and Reynaldo Vasquez Garcia wrote. “These are fundamental security controls that any networked device should implement. Input validation. Authentication. Cryptographic verification. Rate limiting. We are looking at the same class of failures that plagued early IoT devices a decade ago, but now on a device class that provides the equivalent of physical access to everything it connects to.”

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Kalshi’s legal troubles pile up, as Arizona files first ever criminal charges over ‘illegal gambling business’

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Arizona Attorney General Kris Mayes has filed criminal charges against prediction market platform Kalshi, for allegedly operating an illegal gambling business in the state without a license and for election wagering.

The 20-count complaint, filed in Maricopa County court on Tuesday, accuses the company of engaging in unlicensed gambling activities, claiming that the site “accepted bets from Arizona residents on a wide range of events,” including state elections, a practice that is illegal in Arizona. The complaint charged Kalshi with four counts of election wagering for accepting bets from Arizona residents on the 2028 presidential race, the 2026 Arizona gubernatorial race, the 2026 Arizona Republican gubernatorial primary, and the 2026 Arizona Secretary of State race.

This is the first time a state has pursued such charges against the company, according to the Arizona Mirror, and marks a significant escalation in the battle between states and the prediction market industry.

“Kalshi may brand itself as a ‘prediction market,’ but what it’s actually doing is running an illegal gambling operation and taking bets on Arizona elections, both of which violate Arizona law,” Attorney General Mayes said in a statement. “No company gets to decide for itself which laws to follow.”

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It’s worth noting that the charges are technically misdemeanors. They follow a small surge of cease-and-desist letters, lawsuits, and other official actions from states over Kalshi’s activities, in which numerous officials have complained that the company is skirting state gambling laws.

Conversely, prediction sites like Kalshi have argued that they are not in violation of state law because they are subject to federal regulation via the Commodity Futures Trading Commission.

Kalshi may be getting attacked left, right, and center, but the Kalshi has also taken its own, often preemptive, legal action.

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Kalshi sued Arizona’s Department of Gaming in federal court on March 12. The company’s lawsuit argued that Arizona’s regulatory attempts were intruding “into the federal government’s exclusive authority to regulate derivatives trading on exchanges.” Kalshi also recently sued Iowa and Utah on similar grounds.

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Mayes’ office argues the company is merely trying to avoid accountability.

“Kalshi is making a habit of suing states rather than following their laws. In the last three weeks alone, the company has filed lawsuits against Iowa and Utah, and now Arizona,” Mayes said in a statement. “Rather than work within the legal frameworks that states like Arizona have established, Kalshi is running to federal court to try to avoid accountability.”

Elisabeth Diana, Kalshi’s head of communications, called the Arizona criminal charges “seriously flawed” and a matter of “gamesmanship” related to the company’s own litigation against the state.

“Four days after Kalshi filed suit in federal court, these charges were filed to circumvent federal court and short-circuit the normal judicial process,” Diana said. “They attempt to prevent federal courts from evaluating the case based on the merits – whether Kalshi is subject to exclusive federal jurisdiction. These charges are meritless, and we look forward to fighting them in court.”

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Federal officials have signaled that they’re on the prediction industry’s side, setting up a potential regulatory showdown between states and the federal bureaucracy. Mike Selig, chair of the Commodity Futures Trading Commission, recently published an op-ed in the Wall Street Journal in which he accused state governments of having “waged legal attacks on the CFTC’s authority to regulate” such sites. Selig also claimed that his agency would no longer “sit idly by while overzealous state governments” undermined the agency’s “exclusive jurisdiction” over the industry.

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Shoe-Sized Dolphin Robot Swims Straight Into Oil Spills and Pulls Them Clean Out

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Bio Dolphin Robot RMIT Oil Spills
Researchers at RMIT University in Australia built a small robot shaped like a dolphin. About the size of a sneaker, the machine glides across the surface of polluted water and gathers oil with a pump mounted at the front. A filter inside separates the oil from everything else, sending only the slick into an onboard tank while the water flows away untouched.


Bio Dolphin Robot RMIT Oil Spills
The filter draws its clever design from sea urchins. Microscopic spikes coat the sponge-like surface, too small to see without an electron microscope. Those spikes hold pockets of air that push water aside so it beads up and rolls off. Oil, on the other hand, spreads across the spikes and soaks in right away. The coating mixes oleic acid-treated barium carbonate with thin sheets of reduced graphene oxide. No fluorine or silane chemicals go into it, which keeps the whole setup safer for the environment than many older filters.


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Lab tests put the robot through its paces using blue kerosene as a stand-in for real oil. It collected about two milliliters every minute, and the liquid that ended up in the tank measured more than 95 percent pure. The filter never clogged or soaked up water. One full battery charge keeps the machine running for roughly 15 minutes. The same material can absorb between 15 and 65 times its own weight in oil, then release most of it when squeezed and return to work with over 97 percent of its original performance intact. Salt water does not corrode it, and stray contaminants rinse away easily.


Dr. Ataur Rahman, who leads the project at RMIT’s School of Engineering, described the thinking behind the build. Oil spills bring heavy costs to nature and to economies everywhere. The team wanted a device that deploys fast, steers with precision, and reaches places too dangerous for crews on boats. PhD researcher Surya Kanta Ghadei, who developed the filter material, shared what drove his part of the work. Growing up in India, he watched spills harm marine life, especially turtles. That memory pushed him to find a way for responders to act quicker and shield wildlife from harm.

Bio Dolphin Robot RMIT Oil Spills
Right now the robot answers to a Wi-Fi remote. A larger version, closer to the actual size of a dolphin, sits in the plans. Its exact scale will depend on the pump and the tank it carries. In that future form the machine will run without anyone steering it. It will vacuum oil from the surface, head back to a base station to empty the tank and recharge, then return to the spill and start again. The cycle keeps going until the area clears.

Bio Dolphin Robot RMIT Oil Spills
Engineers see clear advantages over systems that simply float in place and wait for oil to drift their way. This robot moves through the slick on its own, collecting as it goes. The filter stays dry and ready for repeated use, so crews avoid the constant swaps and messy disposal that older setups demand. Next steps include scaling up the filter area, strengthening the pump, running field trials, and checking long-term durability in open water.
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This wild iPhone 17 Pro case features a touchscreen for 48MP selfies

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The new Center Stage selfie camera is one of the best features of Apple’s iPhone 17 series — but why settle for 18MP snaps when 48MP selfies are possible?

That’s the question posed by Kickstarter case brand Dockcase, whose latest offering, the Selfix case, adds a touchscreen to the back of your iPhone 17 Pro for seamless, main camera-quality selfies.

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Gamers React With Overwhelming Disgust To DLSS 5’s Generative AI Glow-Ups

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Kyle Orland writes via Ars Technica: Since deep-learning super-sampling (DLSS) launched on 2018’s RTX 2080 cards, gamers have been generally bullish on the technology as a way to effectively use machine-learning upscaling techniques to increase resolutions or juice frame rates in games. With yesterday’s tease of the upcoming DLSS 5, though, Nvidia has crossed a line from mere upscaling into complete lighting and texture overhauls influenced by “generative AI.” The result is a bland, uncanny gloss that has received an instant and overwhelmingly negative reaction from large swaths of gamers and the industry at large.

While previous DLSS releases rendered upscaled frames or created entirely new ones to smooth out gaps, Nvidia calls DLSS 5 — which it plans to launch in Autumn — “a real-time neural rendering model” that can “deliver a new level of photoreal computer graphics previously only achieved in Hollywood visual effects.” Nvidia CEO Jensen Huang said explicitly that the technology melds “generative AI” with “handcrafted rendering” for “a dramatic leap in visual realism while preserving the control artists need for creative expression.”

Unlike existing generative video models, which Nvidia notes are “difficult to precisely control and often lack predictability,” DLSS 5 uses a game’s internal color and motion vectors “to infuse the scene with photoreal lighting and materials that are anchored to source 3D content and consistent from frame to frame.” That underlying game data helps the system “understand complex scene semantics such as characters, hair, fabric and translucent skin, along with environmental lighting conditions like front-lit, back-lit or overcast,” the company says. Nvidia’s announcement video and detailed Digital Foundry breakdown can be found at their respective links.

“Reactions have compared the effect to air-brushed pornography, ‘yassified, looks-maxed freaks,’ or those uncanny, unavoidable Evony ads,” writes Orland. “Others have noted how DLSS 5 seems to mangle the intended art direction by dampening shadows in favor of a homogenized look.”

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Thomas Was Alone developer Mike Bithell said the technology seems designed “for when you absolutely, positively, don’t want any art direction in your gaming experience.”

Gunfire Games Senior Concept Artist Jeff Talbot added that “in every shot the art direction was taken away for the senseless addition of ‘details.’ Each DLSS 5 shot looked worse and had less character than the original. This is just a garbage AI Filter.”

DLSS 5’s “AI dogshit is actually depressing,” said New Blood Interactive founder and CEO Dave Oshry, adding that future generations “won’t even know this looks ‘bad’ or ‘wrong’ because to them it’ll be normal.”

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Mistral bets on ‘build-your-own AI’ as it takes on OpenAI, Anthropic in the enterprise

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Most enterprise AI projects fail not because companies lack the technology, but because the models they’re using don’t understand their business. The models are often trained on the internet, rather than decades of internal documents, workflows, and institutional knowledge. 

That gap is where Mistral, the French AI startup, sees opportunity. On Tuesday, the company announced Mistral Forge, a platform that lets enterprises build custom models trained on their own data. Mistral announced the platform at Nvidia GTC, Nvidia’s annual technology conference, which this year is focused heavily on AI and agentic models for enterprise.

It’s a pointed move for Mistral, a company that has built its business on corporate clients while rivals OpenAI and Anthropic have soared ahead in terms of consumer adoption. CEO Arthur Mensch says Mistral’s laser focus on the enterprise is working: the company is on track to surpass $1 billion in annual recurring revenue this year.

A big part of doubling down on enterprise is giving companies more control over their data and their AI systems, Mistral says. 

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“What Forge does is it lets enterprises and governments customize AI models for their specific needs,” Elisa Salamanca, Mistral’s head of product, told TechCrunch. 

Several companies in the enterprise AI space already claim to offer similar capabilities, but most focus on fine-tuning existing models or layering proprietary data on top through techniques like retrieval augmented generation (RAG). These approaches don’t fundamentally retrain models; instead, they adapt or query them at runtime using company data.

Mistral, by contrast, says it is enabling companies to train models from scratch. In theory, this could address some of the limitations of more common approaches — for example, better handling of non-English or highly domain-specific data, and greater control over model behavior. It could also allow companies to train agentic systems using reinforcement learning and reduce reliance on third-party model providers, avoiding risks like model changes or deprecation. 

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Forge customers can build their custom models using Mistral’s wide library of open-weight AI models, which includes small models such as the recently introduced Mistral Small 4. According to Mistral co-founder and chief technologist, Timothée Lacroix, Forge can help unlock more value out of its existing models. 

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“The trade-offs that we make when we build smaller models is that they just cannot be as good on every topic as their larger counterparts, and so the ability to customize them lets us pick what we emphasize and what we drop,” Lacroix said. 

Mistral advises on which models and infrastructure to use, but both decisions stay with the customer, Lacroix said. And for teams that need more than guidance, Forge comes with Mistral’s team of forward-deployed engineers who embed directly with customers to surface the right data and adapt to their needs — a model borrowed from the likes of IBM and Palantir. 

“As a product, Forge already comes with all the tooling and infrastructure so you can generate synthetic data pipelines,” Salamanca said. “But understanding how to build the right evals and making sure that you have the right amount of data is something that enterprises usually don’t have the right expertise for, and that’s what the FDEs bring to the table.” 

Mistral has already made Forge available to partners including Ericsson, the European Space Agency, Italian consulting company Reply, and Singapore’s DSO and HTX. Early adopters also include ASML, the Dutch chipmaker that led Mistral’s Series C round last September at a €11.7 billion valuation (approximately $13.8 billion at the time).

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These partnerships are emblematic of what Mistral expects Forge’s main use cases to be. According to Mistral’s chief revenue officer Marjorie Janiewicz, these include governments who need to tailor models for their language and culture; financial players with high compliance requirements; manufacturers with customization needs; and tech companies that need to tune models to their code base.

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Kit Becomes Firefox’s First Mascot and Ready Companion

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Mozilla New Mascot Kit Firefox
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.

Mozilla New Mascot Kit
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).

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Anker’s Upcoming Liberty 5 Pro Max Buds Will Have an AI Voice Recorder in Their Charging Case

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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

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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 chip with Thus writing

Anker has apparently developed its own AI chip for its flagship earbuds.

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Screenshot by David Carnoy/CNET

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.

David Carnoy/CNET

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Apple's latest Background Security Improvement targets a WebKit flaw

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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.

Safari web browser app icon showing a blue circular compass with white tick marks and a red and white needle, centered on a white rounded square against a blue gradient background
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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Australian tea brand T2 Tea to shutter all Singapore stores

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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.

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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.

A T2 Tea store at Melbourne Central./ Image Credit: Ian via Google Reviews

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.

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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

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