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Mistral drops Voxtral Transcribe 2, an open-source speech model that runs on-device for pennies

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Mistral AI, the Paris-based startup positioning itself as Europe’s answer to OpenAI, released a pair of speech-to-text models on Wednesday that the company says can transcribe audio faster, more accurately, and far more cheaply than anything else on the market — all while running entirely on a smartphone or laptop.

The announcement marks the latest salvo in an increasingly competitive battle over voice AI, a technology that enterprise customers see as essential for everything from automated customer service to real-time translation. But unlike offerings from American tech giants, Mistral’s new Voxtral Transcribe 2 models are designed to process sensitive audio without ever transmitting it to remote servers — a feature that could prove decisive for companies in regulated industries like healthcare, finance, and defense.

“You’d like your voice and the transcription of your voice to stay close to where you are, meaning you want it to happen on device—on a laptop, a phone, or a smartwatch,” Pierre Stock, Mistral’s vice president of science operations, said in an interview with VentureBeat. “We make that possible because the model is only 4 billion parameters. It’s small enough to fit almost anywhere.”

Mistral splits its new AI transcription technology into batch processing and real-time applications

Mistral released two distinct models under the Voxtral Transcribe 2 banner, each engineered for different use cases.

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  • Voxtral Mini Transcribe V2 handles batch transcription, processing pre-recorded audio files in bulk. The company says it achieves the lowest word error rate of any transcription service and is available via API at $0.003 per minute, roughly one-fifth the price of major competitors. The model supports 13 languages, including English, Mandarin Chinese, Japanese, Arabic, Hindi, and several European languages.

  • Voxtral Realtime, as its name suggests, processes live audio with a latency that can be configured down to 200 milliseconds — the blink of an eye. Mistral claims this is a breakthrough for applications where even a two-second delay proves unacceptable: live subtitling, voice agents, and real-time customer service augmentation.

The Realtime model ships under an Apache 2.0 open-source license, meaning developers can download the model weights from Hugging Face, modify them, and deploy them without paying Mistral a licensing fee. For companies that prefer not to run their own infrastructure, API access costs $0.006 per minute.

Stock said Mistral is betting on the open-source community to expand the model’s reach. “The open-source community is very imaginative when it comes to applications,” he said. “We’re excited to see what they’re going to do.”

Why on-device AI processing matters for enterprises handling sensitive data

The decision to engineer models small enough to run locally reflects a calculation about where the enterprise market is heading. As companies integrate AI into ever more sensitive workflows — transcribing medical consultations, financial advisory calls, legal depositions — the question of where that data travels has become a dealbreaker.

Stock painted a vivid picture of the problem during his interview. Current note-taking applications with audio capabilities, he explained, often pick up ambient noise in problematic ways: “It might pick up the lyrics of the music in the background. It might pick up another conversation. It might hallucinate from a background noise.”

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Mistral invested heavily in training data curation and model architecture to address these issues. “All of that, we spend a lot of time ironing out the data and the way we train the model to robustify it,” Stock said.

The company also added enterprise-specific features that its American competitors have been slower to implement. Context biasing allows customers to upload a list of specialized terminology — medical jargon, proprietary product names, industry acronyms — and the model will automatically favor those terms when transcribing ambiguous audio. Unlike fine-tuning, which requires retraining the model, context biasing works through a simple API parameter.

“You only need a text list,” Stock explained. “And then the model will automatically bias the transcription toward these acronyms or these weird words. And it’s zero shots, no need for retraining, no need for weird stuff.”

From factory floors to call centers, Mistral targets high-noise industrial environments

Stock described two scenarios that capture how Mistral envisions the technology being deployed.

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The first involves industrial auditing. Imagine technicians walking through a manufacturing facility, inspecting heavy machinery while shouting observations over the din of factory noise. “In the end, imagine like a perfect timestamped notes identifying who said what — so diarization — while being super robust,” Stock said. The challenge is handling what he called “weird technical language that no one is able to spell except these people.”

The second scenario targets customer service operations. When a caller contacts a support center, Voxtral Realtime can transcribe the conversation in real time, feeding text to backend systems that pull up relevant customer records before the caller finishes explaining the problem.

“The status will appear for the operator on the screen before the customer stops the sentence and stops complaining,” Stock explained. “Which means you can just interact and say, ‘Okay, I can see the status. Let me correct the address and send back the shipment.’”

He estimated this could reduce typical customer service interactions from multiple back-and-forth exchanges to just two interactions: the customer explains the problem, and the agent resolves it immediately.

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Real-time translation across languages could arrive by the end of 2026

For all the focus on transcription, Stock made clear that Mistral views these models as foundational technology for a more ambitious goal: real-time speech-to-speech translation that feels natural.

“Maybe the end goal application and what the model is laying the groundwork for is live translation,” he said. “I speak French, you speak English. It’s key to have minimal latency, because otherwise you don’t build empathy. Your face is not out of sync with what you said one second ago.”

That goal puts Mistral in direct competition with Apple and Google, both of which have been racing to solve the same problem. Google’s latest translation model operates at a two-second delay — ten times slower than what Mistral claims for Voxtral Realtime.

Mistral positions itself as the privacy-first alternative for enterprise customers

Mistral occupies an unusual position in the AI landscape. Founded in 2023 by alumni of Meta and Google DeepMind, the company has raised over $2 billion and now carries a valuation of approximately $13.6 billion. Yet it operates with a fraction of the compute resources available to American hyperscalers — and has built its strategy around efficiency rather than brute force.

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“The models we release are enterprise grade, industry leading, efficient — in particular, in terms of cost — can be embedded into the edge, unlocks privacy, unlocks control, transparency,” Stock said.

That approach has resonated particularly with European customers wary of dependence on American technology. In January, France’s Ministry of the Armed Forces signed a framework agreement giving the country’s military access to Mistral’s AI models—a deal that explicitly requires deployment on French-controlled infrastructure.

Data privacy remains one of the biggest barriers to voice AI adoption in the enterprise. For companies in sensitive industries — finance, manufacturing, healthcare, insurance — sending audio data to external cloud servers is often a non-starter. The information needs to stay either on the device itself or within the company’s own infrastructure.

Mistral faces stiff competition from OpenAI, Google, and a rising China

The transcription market has grown fiercely competitive. OpenAI’s Whisper model has become something of an industry standard, available both through API and as downloadable open-source weights. Google, Amazon, and Microsoft all offer enterprise-grade speech services. Specialized players like Assembly AI and Deepgram have built substantial businesses serving developers who need reliable, scalable transcription.

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Mistral claims its new models outperform all of them on accuracy benchmarks while undercutting them on price. “We are better than them on the benchmarks,” Stock said. Independent verification of those claims will take time, but the company points to performance on FLEURS, a widely used multilingual speech benchmark, where Voxtral models achieve word error rates competitive with or superior to alternatives from OpenAI and Google.

Perhaps more significantly, Mistral’s CEO Arthur Mensch has warned that American AI companies face pressure from an unexpected direction. Speaking at the World Economic Forum in Davos last month, Mensch dismissed the notion that Chinese AI lags behind the West as “a fairy tale.”

“The capabilities of China’s open-source technology is probably stressing the CEOs in the US,” he said.

The French startup bets that trust will determine the winner in enterprise voice AI

Stock predicted that 2026 would be “the year of note-taking” — the moment when AI transcription becomes reliable enough that users trust it completely.

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“You need to trust the model, and the model basically cannot make any mistake, otherwise you would just lose trust in the product and stop using it,” he said. “The threshold is super, super hard.”

Whether Mistral has crossed that threshold remains to be seen. Enterprise customers will be the ultimate judges, and they tend to move slowly, testing claims against reality before committing budgets and workflows to new technology. The audio playground in Mistral Studio, where developers can test Voxtral Transcribe 2 with their own files, went live today.

But Stock’s broader argument deserves attention. In a market where American giants compete by throwing billions of dollars at ever-larger models, Mistral is making a different wager: that in the age of AI, smaller and local might beat bigger and distant. For the executives who spend their days worrying about data sovereignty, regulatory compliance, and vendor lock-in, that pitch may prove more compelling than any benchmark.

The race to dominate enterprise voice AI is no longer just about who builds the most powerful model. It’s about who builds the model you’re willing to let listen.

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Durobo Krono e-reader: small on size, short on features

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The Durobo Krono strips the e-reader down to its pocketable essentials, but a lack of polish and questionable features keep it from challenging more refined rivals.

Black smartphone on a light pink surface, screen showing large digital clock, February calendar widget, and date 21, angled slightly with soft lighting and subtle shadow underneath
Durobo Krono e-ink e-reader

Reading on the go is always kind of a pain. Either you’re doing it on a smartphone, which isn’t great for your eyes, or you might try to lug around an iPad or a larger e-paper reader like a Kindle.
That’s why there’s a surprisingly large fanbase for pocket-sized e-eaders. I even consider myself a part of that fanbase, considering how much I’ve enjoyed using one myself.
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Amazon to move out of longtime office building near its main Seattle headquarters

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The front lobby of Kumo, an Amazon office building at 1915 Terry Ave. in Seattle. (GeekWire Photo / Taylor Soper)

Amazon plans to exit an office building near its Seattle headquarters, 12 years after taking over the space during the height of its growth in the city.

Amazon is not renewing its lease at 1915 Terry Ave. in the Denny Triangle area of downtown Seattle, the company confirmed to GeekWire on Tuesday. The tech giant, which has occupied the seven-story, 251,000-square-foot space owned by Seattle Children’s since 2014, will move out at the end of May and relocate employees to other offices.

The Puget Sound Business Journal first reported on the planned move.

The seven-story building in the Denny Triangle neighborhood is owned by Seattle Children’s. (GeekWire Photo / Taylor Soper)

Kumo, as Amazon calls it, is a 1950s-era building located just a few blocks from Amazon’s main office towers and the Spheres. Amazon did not say how many employees work from the building.

The company employs approximately 50,000 corporate and tech employees in Seattle. More than 1,400 workers in Seattle were impacted by company-wide layoffs of 16,000 people announced at the end of January.

PSBJ reported that since 2020, Amazon has given up more than 1 million square feet of office space in Seattle, most of it in the Denny Triangle.

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The company has been growing its footprint across Lake Washington in Bellevue, where it has opened new office buildings and said it plans to employ 25,000 people as part of its regional HQ.

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The US Had a Big Battery Boom Last Year

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The United States installed a record 57 gigawatt hours of new battery storage on its electric grids in 2025, a nearly 30% increase over the prior year that arrived even as the Trump administration cut tax credits for wind and solar in last summer’s One Big Beautiful Bill.

The figures come from a Solar Energy Industries Association report published Monday, which also projects the market will grow another 21% this year by adding 70 gigawatt hours in 2026 alone. Battery tax credits themselves survived the legislation largely intact, and the majority of last year’s new installations were stand-alone systems not tied to specific solar projects.

In Texas, solar met more than 15% of electricity demand throughout the summer and beat out coal for the first time, and the SEIA report predicts the state will overtake California this year in total deployed storage. Supply chain restrictions reinforced by the bill and project cancellations could slow the pipeline this year, the report cautions.

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S’pore’s Tap Space is sparking a craze for transport merch

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Tap Space’s founder started with just S$50 to kickstart his business

From keychains bearing the names of MRT stations to miniature bus models, transport merchandise is taking off in Singapore.

One business riding this wave is TapSpace, founded by 29-year-old Danial Sim—he started with just S$50, and now, he can sell thousands of items in a single day.

We spoke with Danial to find out more about how a holiday inspiration grew into a full-fledged business, with a store that regularly sees queues and can sell over a thousand products in a single day.

The idea for Tap Space struck him during a holiday in Korea

danial sim tap space seoul keychain transportdanial sim tap space seoul keychain transport
(Left): Danial Sim in South Korea; (Right): Seoul’s transport keychains inspired by real-life stations./ Image Credit: Danial Sim/ KAvenyou via Facebook

The idea for TapSpace struck Danial during a holiday in Korea in August 2023. There, he noticed a vibrant public transport culture and a genuine appreciation for transit systems through collectible trinkets—something he realised was largely missing back home in Singapore.

At the time, Danial was working in engineering and laboratory roles, hardly the typical background for someone launching a creative merchandise business. Though the idea of making transport-themed collectibles had lingered in the back of his mind, he had put it on hold due to the demands of his job.

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Yet his love for public transport—and the nostalgia it evoked, from the sights and smells to the interiors—stuck with him throughout his daily travels around Singapore. Hence, a year later, in Aug 2024, he finally decided to give it a shot, starting with a S$50 investment to test the market.

That modest investment went towards sourcing local manufacturers for small-batch items like keychains. Danial’s breakthrough came when he found a Singapore supplier willing to work without minimum order quantities, a rare opportunity that let him test the market without a massive upfront commitment.

Starting from ground zero

tap space's burlington square retail spacetap space's burlington square retail space
Image Credit: Kevin Chng via Google Reviews, Tap Space

Tap Space’s first merchandise line launched with just four MRT station keychain designs: Changi, Orchard, Punggol, and Sengkang, each priced at S$9.90.

To market his products, Danial started from scratch, launching a TikTok account with zero followers. Every single night, after dinner, Danial would religiously start a TikTok livestream to show what he’s come up with and engage with potential customers.

Beyond TikTok Shop, Danial expanded to Shopee after noticing that many Singaporeans prefer it for online purchases. Tap Space also regularly held pop-ups at hobby fairs to reach an even wider audience.

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Danial’s hard work paid off eventually. Every day, he would gain “a few hundred followers” on social media, which proved to him that there was an appetite for transport trinkets in Singapore.

Gradually, customers also began requesting additional stations—Choa Chu Kang, Jurong East, Woodlands—laying the foundation for new product lines. Danial continued expanding, and today he has over 250 MRT and LRT-inspired key chain designs.

Tap Space broke even in one year

Every brand has its watershed moment. For TapSpace, it arrived in Aug 2025 at Takashimaya during a two-week invitational pop-up event coinciding with Singapore’s SG60 National Day celebrations.

tap space pop up at takashimaya sg60 fair hobbiesfair 2025tap space pop up at takashimaya sg60 fair hobbiesfair 2025
Image Credit: Tap Space

The event marked a milestone for the business—it broke even, selling 1,500 pieces on the first day and completely selling out by day three.

It also showed Danial that Tap Space could grow beyond a hobby. After the pop-up, he took the leap from full-time employment into full-time entrepreneurship, recognising that the growing demand for his products required his full attention.

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Shortly afterwards, he even opened a physical retail space at Burlington Square, giving customers a place to browse his collectibles in person.

Expanding Tap Space’s product range

Tap Space’s store at Burlington Square./ Image Credit: Tap Space

Beyond MRT stations, Tap Space also offers other iconic transport symbols as keychains, such as the ‘May I have a seat’ and priority seating icons. The shop even sells MRT handles as keychains—initially sourced from local scrap yards, though Danial has since located the original supplier for these authentic pieces.

People thought the transport handles were 3D printed, like a fake thing. However, when they realised that it’s the actual thing, they buy them for funny uses, not just as keychains, but for the gym, or to walk their dogs.

Danial Sim

transport handles transport symbols tap space may i have a seat pleasetransport handles transport symbols tap space may i have a seat please
Tap Space turns transport handles and transport symbols commonly seen on Singapore’s public transport into functional merchandise./ Image Credit: Tap Space

Apart from keychains, Tap Space has expanded into stickers, miniature models of buses, trains and taxis from different eras, figurines, and desk mats. Some of these products are even sold in blind boxes.

To balance local support with efficiency, Danial works with local manufacturers for small-batch restocking, while larger production is handled by specialised suppliers across Asia—China, Malaysia, and Thailand—for faster turnaround times.

Ambitions to go beyond merchandise & expanding overseas

Today, Tap Space’s store sees steady demand. According to the founder, it requires restocking two to three times weekly, a frequency backed by the “daily” queues it sees every day.

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People just see public transport as something that you take; they don’t really think of it as a memory. When you turn it into something memorable and collectible, people be like, ‘Oh, I didn’t know that this can have so much memories in this one keychain or in this one design.’ That’s where it starts off.

Danial Sim

tap space buses trains tap space buses trains
Miniature trains and buses are also part of the key offerings at Tap Space./ Image Credit: Tap Space

The shop attracts a wide range of customers, from parents with children to groups of overseas tourists seeking authentic souvenirs beyond the usual Merlion keychains. Many visitors come just to browse the carefully curated, cosy space, which, according to Danial, has been described as a ‘museum for mini Singapore transport.’

The founder has also managed to secure consignment placements in major retailers, including Popular bookstores and Toys “R” Us.

Looking ahead, Tap Space’s ambitions go beyond merchandise into technology. Danial is exploring NFC-enabled keychains that link to LTA wayfinding and EZ-Link systems, aiming to merge physical collectibles with digital utility.

As part of his efforts of “expanding thoughtfully,” Danial is also in the midst of coming up with bilingual versions of station designs, such as Japanese and English, which may appeal better to international visitors.

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International expansion is also not off the table. Danial recently hosted a successful pop-up in Kuala Lumpur showcasing products inspired by Malaysian public transport, though he has not shared concrete plans for further expansion.

The transformation of mundane infrastructure—train handles, station signs, bus liveries—into coveted collectibles demonstrates that business opportunities often hide in plain sight, waiting for someone willing to see the extraordinary in the ordinary.

You don’t have to start with a lot of money. Can be like me: start with S$50. Use the money you have. You shouldn’t go all out; you should just try the small market first. If you go for small pop-ups around Singapore and there is interest, then why not?

Danial Sim

  • Find out more about Tap Space here.
  • Read other articles we’ve written on Singaporean businesses here.

Featured Image Credit: Tap Space

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Trump Administration Makes The Conscious Choice To Make America Less Prepared For The Next Pandemic

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from the hot-stove dept

Way back in the ancient days of the year 2020, the world went through this pandemic thing called COVID-19. For those of you not old enough to remember such ancient history, it was a fairly significant health issue that caused a few disruptions throughout the world, including in these here United States. Trump was president at the time of the wild spread of the pandemic. There were shutdowns. There was a supply chain shitstorm. People argued over masks and school closures while staring at shelves where toilet paper used to be available so we could wipe ourselves. The government displayed such an impressive failure of leadership that I myself questioned why we should have a government at all if this is how it was going to behave.

But, to be fair, there were also some impressive things from government to come out of the pandemic. Trump’s administration initiated Operation Warp Speed to develop and distribute COVID vaccines so we could all get back to our lives. While the first Trump administration didn’t do so great at the distribution part of the plan, and managed to coat the world in incredible amounts of misinformation around the pandemic and these vaccines, it was still an impressive feat to bring these vaccines to market in record time. One of the government agencies that powered Operation Warp Speed was the National Institute of Allergy and Infectious Disease (NIAID), which was responsible for collating research on previous pathogens similar to COVID-19 and for building out the trials for the vaccines that would eventually come to market. If it weren’t for NIAID, it’s unlikely the government’s response to the pandemic would have been as rapid, or successful.

And if you think I’m wrong about that, there’s a chance that the next pandemic will provide us with an answer. That’s because this second Trump administration is actively choosing to remove exactly this sort of pandemic work from NIAID’s proactive efforts.

NIH director Jay Bhattacharya explained the restructure at an event with other top agency officials on 30 January. “It’s a complete transformation of [the NIAID] away from this old model” that has historically prioritized research on HIV, biodefence and pandemic preparedness, he said. The institute will focus more on basic immunology and other infectious diseases currently affecting people in the United States, he added, rather than on predicting future diseases.

Nahid Bhadelia, director of Boston University’s Center on Emerging Infectious Diseases in Massachusetts, says the decision to deprioritize these areas will leave people in the United States more vulnerable to pathogens that are constantly evolving in wildlife around the world and spilling into human populations, sometimes sparking outbreaks. “Just because we say we’re going to stop caring about these issues doesn’t make the issues go away — it just makes us less prepared,” she says.

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This is one of the things I’ve found about Trump’s second term most perplexing. His reelection efforts were arguably chiefly torpedoed by the pandemic. There’s an old saying in parenting that even a child can learn a lesson from pain. If a child touches a hot stove, they will get burned and will not touch it again. By installing the likes of RFK Jr. and his cadre of conspiracy theorists to manage the health of Americans, and by keeping the very agency that allowed for his rapid response to COVID from doing likewise in the future, it appears Trump wants to keep touching the hot stove. I don’t get it.

And it’s not like we don’t have outbreaks of infectious disease happening right now. We absolutely do. The measles infection count that has gone on for 14 months in this country is insane. There’s no reason COVID can’t mutate and come right back into our lives as a major health issue. Or there could be another novel pathogen that grinds all of our lives back to a halt once more. For a man so concerned with building walls, he’s tearing down the virtual protection that is proactive research and knowledge.

“NIAID’s work clearly neither prevented the pandemic nor prevented Americans from experiencing among the highest levels of all-cause excess mortality in the developed world during that time,” [Bhattacharya and subordinates] wrote. “Given the increasing prevalence of allergic and autoimmune disorders and the burden of common infections in the population over the past few decades, the NIAID must focus research on these conditions with a greater sense of urgency.”

This is a wild fictionalization of what occurred at NIAID. The agency doesn’t make healthcare policy. It advises the Executive Branch on what is needed to prepare for new and existing diseases, performs research into detecting those diseases before they become pandemics, and provides research and planning into how to respond to them. When Anthony Fauci led NIAID in 2017, he warned the administration of all of this and asked for funding to prepare for it. Not only did he not get his funding, but the administration also made staff and budget cuts impacting our pandemic preparations.

“We do need a public-health emergency fund. It’s tough to get it … but we need it,” Fauci said. “Because what we had to go through for Zika — it was very, very painful when the president asked for the $1.9 billion in February and we didn’t get it until September.”

But the Trump administration did not create such a fund, and instead cut spending for federal agencies responsible for detecting and preparing for outbreaks. In May 2018, Trump’s national security advisor disbanded the National Security Council’s pandemic response team, while in October 2019, the administration declined to renew funding for a pandemic early warning system.

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This administration is doing it again, except worse. This time, it’s not removing some funding and some staff that were used to prepare us for the next pandemic. Instead, he’s just removing the mission of pandemic preparedness from NIAID entirely. And there are future plans to remove funding for research on novel pathogens, as well.

The instructions to agency staff members to rebrand the institute’s language are only the first step towards implementing this new vision, according to the NIAID employees. NIH principal deputy director Matthew Memoli has ordered more changes, including the review of the portfolio of grants funding biodefence and pandemic preparedness, in the coming weeks and months, they say.

This is crazy. It’s as though we’re all in the back seat of the family minivan, while mom and dad drive us somewhere… except we have no GPS, no maps, the steering wheel moves on its own, and the windshield is made of lead.

The stove is still hot. And, unfortunately, as Trump makes another attempt to touch it, it won’t be his fingers that are singed, but our own.

Filed Under: covid, donald trump, health, jay bhattacharya, niaid, operation warp speed, pandemics, vaccines

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Apple’s touchscreen MacBook will reportedly have a dynamic interface

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Apple’s plan to add touchscreens to its premium MacBook Pros is coming into focus. Bloomberg reports that when the new laptops launch this fall, they’ll feature a Dynamic Island, not unlike Apple’s iPhones, and an interface that changes depending on where you touch your Macbook’s screen.

This “dynamic interface” is reportedly designed to make the transition between mouse input and touch input smoother on Apple’s new laptops. Bloomberg says that if users touch an onscreen button, the version of macOS running on these new MacBook Pros will be able to pull up a contextual menu “that provides more relevant options for touch commands.” Parts of the interface, like macOS’ menu bar, will also be able to enlarge to make menu items easier to select with a finger. Those tweaks are on top of the expected features from touchscreen Apple products, like smooth scrolling and the ability to pinch and zoom into and out of images, files and web pages. The only thing missing from these increasingly iPad-like laptops, per Bloomberg, will be a touchscreen keyboard, because they’ll already have a more comfortable physical keyboard attached.

To make these new laptops extra enticing, both the 14-inch and 16-inch touchscreen MacBook Pros will feature OLED screens for the first time, likely the reason Apple will be able to include a Dynamic Island-style webcam in the first place. Up until now, the company has offered OLED screens on its iPhones, Apple Watches and more recently the iPad Pro, but it hasn’t brought the display technology to laptops. That could reportedly change with these new MacBook Pros.

Plenty of Windows laptops include touchscreens, and Microsoft and its partners have incorporated dynamic interface elements in the past to make these touchscreens more natural to use with Windows. Apple is late to the party in this respect, but it’s also potentially set up to succeed. Much of modern macOS already looks touch-friendly, and Apple’s has expended significant effort making it possible to port touch-based iPad apps to macOS and develop applications across platforms. That, paired with the right interface, could make the experience of using a touchscreen MacBook nicer out of the box, even if it doesn’t get rid of the awkwardness of reaching over your keyboard to touch a screen.

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Nvidia challenger AI chip startup MatX raised $500M

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MatX, a chip startup founded by two former Google hardware engineers, has raised a $500 million Series B led by Jane Street and Situational Awareness, an investment fund formed by former OpenAI researcher Leopold Aschenbrenner.

The company’s goal is to make its processors 10 times better at training LLMs and delivering results than Nvidia’s GPUs.  

Other investors in the round include Marvell Technology, NFDG, Spark Capital, and Stripe co-founders Patrick Collison and John Collison, the startup’s founder and CEO Reiner Pope announced Tuesday in a post on LinkedIn.

Although the company didn’t release its latest valuation, Etched, MatX’s closest competitor, raised a $500 million round at a $5 billion valuation, Bloomberg reported last month. Etched didn’t immediately respond to a request for comment.

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MatX’s latest round comes more than a year after its Series A of about $100 million, which was led by Spark Capital. TechCrunch earlier reported that the 2024 round valued the startup at more than $300 million.

Before co-founding MatX in 2023, Pope led AI software development for Google’s TPUs, the tech giant’s proprietary AI chips. His co-founder, Mike Gunter, was a lead designer of the TPU hardware before leaving to launch the startup.

The new funding will help MatX produce its chips with TSMC, with plans to start shipping them in 2027.

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Death Stranding 2 PC requirements are surprisingly pleasant

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Kojima Productions has officially revealed the PC system requirements for Death Stranding 2: On the Beach, and the good news is that they are far more approachable than many recent big-budget releases. According to Sony’s PlayStation Blog, the PC version launches March 19 and includes a wide range of graphics presets designed to scale from budget systems all the way to high-end rigs.

At the entry level, the game targets 1080p at 30 frames per second with hardware that many gamers already own. A GTX 1660 or Radeon RX 5500 XT paired with an Intel Core i3-10100 or Ryzen 3 3100 and 16GB of RAM is enough to get started. That alone makes the game feel refreshingly accessible in a landscape where minimum specs often demand much newer GPUs.

Moving up the preset scales is a predictable process. Medium settings aim for 1080p at 60fps with an RTX 3060 or RX 6600, while the recommended tier targets 1440p at 60fps with an RTX 3070 or RX 6800. The very high preset pushes into 4K at 60fps territory with an RTX 4080 or RX 9070 XT. Every preset requires 16GB of RAM and a 150GB SSD install, which is becoming standard for modern AAA titles.

Handheld gaming and modern upscaling take center stage

One of the most interesting additions is a dedicated Portable preset designed specifically for handheld gaming PCs. This mode targets devices such as the Steam Deck and ROG Ally, with full support for modern upscaling and frame-generation technologies, including NVIDIA DLSS 4, AMD FSR 4, and Intel XeSS 2. These tools allow players to push higher resolutions and frame rates without requiring top-tier hardware.

On top of that, the game includes Guerrilla’s in-house Pico upscaling technology from the Decima engine, which can be used alongside frame generation and works across different graphics cards. Ultrawide support is also included, with cutscenes designed for 21:9 displays and gameplay extending to 32:9 aspect ratios.

With the PC launch arriving on March 19, these requirements suggest that many players may already have the hardware needed to jump in on day one. If anything, this release feels like a reminder that not every blockbuster needs extreme specs to deliver a next-gen experience.

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How BYD is redefining automotive spaces in Singapore

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[This is a sponsored article with BYD by 1826.]

Singapore’s physical spaces are shifting from purely transactional retail to experience-led destinations.

Consumers, especially younger and urban audiences, increasingly seek places where they can linger without pressure, connect socially and experience a brand through food, design and culture.

Across industries, retail, food and lifestyle brands are rethinking how space functions—not just to sell, but to shape how they are experienced.

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From individual brands like Louis Vuitton x Takashi Murakami’s pop-up, where potential customers can pamper themselves with a cinema, cafe and carestation to creative precincts like New Bahru that feature retail brands in a design-led and cultural environment, physical environments are becoming strategic branding tools.

Now, the automotive industry is catching up. BYD by 1826, which claims to be Singapore’s first integrated automotive lifestyle brand, wants to lead the way in enhancing how car showrooms can appeal to customers.

BYD is transforming the car-buying experience

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BYD by 1826’s IMM hub features locally roasted specialty coffee in a tranquil setting./ Image Credit: BYD by 1826

While lifestyle-first spaces are common in fashion, food, and retail, automotive retail spaces have largely remained transactional. Traditional showrooms can feel intimidating or high-pressure, especially for first-time buyers.

As electric vehicle (EV) adoption grows and car ownership becomes a lifestyle choice rather than a status symbol, expectations around how people engage with car brands are shifting, alongside the global move towards experiential spaces. 

This is evident from how two-thirds of people globally expect the places and spaces where they live, work and play to provide more enjoyment, diverse activities, and add value to the time they spend there.

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As such, BYD has been experimenting with spaces that blend automotive retail with lifestyle experiences. Over the years, it has launched several of these spaces, including the first BYD-themed restaurant, BYD by 1826, which opened at Boat Quay in 2023. 

These outlets have helped the brand understand how Singaporeans interact with cars in relaxed, everyday settings and refine its automotive-lifestyle retail model.

Michelle Ho, Chief Brand Officer & Chief Culinary Officer, shared: “Each outlet sharpened our understanding of how different communities engage with us.”

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BYD by 1826 Zhongshan Park./ Image Credit: BYD by 1826

For instance, while BYD by 1826’s Zhongshan Park outlet demonstrated the strength of inclusive, pet-friendly environments that encourage longer stays, the Suntec and Tanjong Pagar outlets reinforced the need for accessibility and seamless integration into the routines of professionals. 

On the other hand, BYD by 1826 at Waterway Point highlighted the power of neighbourhood familiarity and repeat visits driven by coffee culture.

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Armed with these insights, its latest IMM outlet, located in the West, draws inspiration from local identity and daily routines. The outlet combines electric vehicles, a café, design elements, and community-focused activities.

Alongside its accessible EVs, BYD by 1826 at IMM also includes DENZA, a premium electric‑vehicle brand owned by the Chinese automaker. 

BYD by 1826’s IMM hub represents the evolution of the concept from hybrid showroom to experiential hub… [it] signals a deeper commitment to embedding BYD within the social fabric of the neighbourhood.

Michelle Ho, Chief Brand Officer & Chief Culinary Officer of BYD by 1826

What you can expect at BYD by 1826’s IMM hub

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BYD by 1826’s IMM outlet is pet-friendly and serves Singapore fusion dishes./ Image Credit: BYD by 1826

At the BYD by 1826 IMM hub, visitors can enjoy speciality coffee and Singaporean fusion fare, from Chilli Crab Shiok-shuka to Tiger Prawn Risotto Pao Fan, in a pet-friendly, family-oriented space designed for lingering.

While they enjoy the ambience and food, they can also browse cars from BYD and DENZA. 

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Together, these elements form a “café-first” environment where food, conversation, and community unfold alongside automobiles, according to the brand. 

This reinforces BYD by 1826’s vision of automotive-lifestyle integration, where they aim to position cars as part of a place of familiarity and belonging.

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(Left): The cafe at BYD by 1826’s IMM hub; (Right): The space also hosts curated cultural programmes, spotlighting local musicians, creatives and small businesses./ Image Credit: BYD by 1826

The brand has noticed that because customers are not in a sales-driven environment, they feel comfortable asking questions at their own pace, which piques their curiosity. 

In several cases, repeat visits have led to spontaneous test drives and eventually to serious purchase considerations.

When people experience the brand in a relaxed, lifestyle setting, trust builds organically. That sustained engagement has proven far more impactful than a single transactional interaction.

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“Each location we open is not just about showcasing cars—it’s about creating experiences that belong to Singaporeans,” said Davin Ongsono, CEO of BYD by 1826. 

The future of automotive spaces

Image Credit: BYD by 1826

In Singapore, it’s clear that retail spaces are no longer just about transactions—they’re evolving into experience-driven destinations. 

BYD has embraced this trend by creating spaces that combine cars, cafés, and community activities, offering a more relaxed and engaging way for people to explore automotive options.

It’s a notable disruption in the automotive industry, which has long relied on traditional, transactional showrooms. 

From the West to the East, the brand wants Singaporeans to experience what the future of automotive spaces can look like. You can check out BYD by 1826 at IMM here, and discover its other lifestyle spaces across the city-state here.

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Featured Image Credit: BYD by 1826

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Linux 7.0 rc1 arrives with major hardware enablement and performance gains

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