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Hisense UR9 RGB MiniLED 4K TVs Aim To Set New Standard in Color Performance in 2026

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The TV technology arms race is accelerating in 2026, and RGB MiniLED has quickly emerged as one of the key battlegrounds. Hisense is stepping directly into that fight with its newly announced UR9 RGB MiniLED TV lineup, offered in 65, 75, 85, and 100-inch screen sizes. The move puts it alongside Samsung, TCL, and LG, all of whom are pushing next-generation backlighting systems aimed at improving brightness, color accuracy, and contrast control, right as consumers continue to gravitate toward much larger displays.

That shift in demand is impossible to ignore. Screens that once felt excessive now look like the new normal, especially as prices fall and living rooms evolve into full-time viewing spaces. Hisense is clearly leaning into that trend with the UR9 series, positioning RGB MiniLED as a practical upgrade for buyers who want bigger screens and better performance without stepping into ultra-premium territory.

The living room has become the social centerpiece of the home, with your screen starring at the center of it all,” said James Fishler, Chief Commercial Officer at Hisense USA. “Nearly 90% of Americans say bold, vibrant color makes them more interested in what they’re watching — and that’s exactly why we built the UR9. As the first to bring RGB MiniLED to market, we’re setting a new standard for color performance in home viewing experiences.”

RGB MiniLED Explained: Why This New Backlight Tech Matters

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An RGB MiniLED TV is still an LCD-based display, but it takes miniLED backlighting a step further by using individual red, green, and blue LEDs instead of the traditional white or blue-only LEDs found in most LED and MiniLED TVs. This tri-color backlight structure allows for far more precise control over both brightness and color, rather than relying on filters to shape the image after the fact.

The result is a wider color range, up to full BT.2020 coverage, along with improved contrast and more accurate detail rendering. With Pantone Validated RGB MiniLED color support, the technology is designed to deliver more lifelike images with better separation between light and dark areas, exposing details that conventional LED backlit displays often miss.

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For a deeper dive into RGB MiniLED and Micro RGB LED technology, check out our reference article: WTF Are RGB MiniLED and Micro RGB LED TVs? Breaking Down the Next Gen Display Tech.

Hisense was first to bring RGB MiniLED technology to market, getting out ahead of rivals with a consumer-ready implementation. The UR9 Series represents the next phase of that strategy, expanding the lineup with a broader range of screen sizes aimed at meeting growing demand for larger displays.

Hisense UR9 RGB MiniLED TVs: Key Features, Screen Sizes, and What Sets Them Apart

RGB MiniLED: This is the foundation of the UR9 series. Available in 65, 75, 85, and 100-inch screen sizes, it uses independent red, green, and blue MiniLED light sources to generate color directly, rather than relying on a white backlight and filters. The payoff is more accurate color reproduction, improved contrast, deeper blacks with better shadow detail, and brighter, more controlled highlights.

Hi-View AI Engine RGB: To support the RGB MiniLED backlight system, the UR9 series integrates Hisense’s Hi View AI Engine, which analyzes content in real time and adjusts brightness, contrast, and color temperature on the fly. It can recognize different types of content such as sports, movies, streaming, and gaming and optimize the picture accordingly, reducing the need for constant manual adjustments.

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The 65/75/85-inch Hisense UR9 models all share the same stand.

Obsidian Panel: Hisense’s low reflection screen surface is designed to reduce glare from windows and room lighting while maintaining strong contrast. Dark scenes hold onto their detail and depth even in bright environments, making daytime viewing far less of a compromise.

Up to 5000 Nits Peak Brightness: Combined with the low reflection properties of the Hisense Obsidian Panel, the UR9 series can deliver up to 5000 nits of peak brightness, depending on the model and screen size. This level of light output helps maintain image clarity and impact in bright rooms and daytime viewing conditions.

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AI RGB Light Sensor: This feature automatically adjusts brightness and color temperature based on the lighting in your room, helping the picture stay balanced and natural whether you are watching during the day or at night. It works hand in hand with the UR9’s high light output to keep the image consistent without constant manual adjustment.

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IMAX Enhanced and Filmmaker Mode: IMAX Enhanced support allows the UR9 to deliver optimized picture and DTS audio performance for compatible content, including the correct aspect ratio used in IMAX presentations. Filmmaker Mode takes a different approach by preserving the original aspect ratio, color, frame rate, and sound, ensuring content is presented as the director intended without added processing.

Native 180Hz Game Mode: For gamers, the UR9 series supports a native 180Hz refresh rate, delivering fast, responsive performance with reduced motion blur and input lag. Rapid camera movement, competitive gameplay, and live sports all benefit from sharper detail and smoother motion.

Enhanced Game Bar: Hisense’s Advanced Game Bar provides real time access to key settings such as FPS, VRR, and HDR. It allows for quick adjustments without interrupting gameplay, which is exactly how it should work.

AI Smooth Motion with MEMC: The UR9 also includes AI Smooth Motion along with standard motion estimation and motion compensation processing to reduce blur, judder, and stutter. It can improve clarity across sports, movies, and games, but there is a trade off. For films, it is best to turn it off if you want to preserve a more natural look. Filmmaker Mode handles that automatically and saves you from digging through menus.

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Total HDR Solution: The Hisense UR9 is compatible with advanced HDR formats (Dolby Vision IQ, HDR10+ Adaptive), preserving creative detail and dynamically adjusting brightness based on both content and room lighting.

4K UltraHD Resolution & AI 4K Upscaler: The UR9 Series TVs support 4K UHD native resolution and also support AI 4K upscaling for the best possible image display from lower resolution content. 

3x HDMI 2.1: The Hisense UR9 TVs support HDMI 2.1 on all three of their HDMI inputs. For details on what HDMI 2.1 supports, refer to our reference article: WTF is HDMI 2.1?

Wi-Fi 6E: The UR9 Series is equipped with the latest WiFi 6E connectivity, provided you have high-speed broadband access. This provides support for high-resolution streaming, cloud gaming, and multi-device households.

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4.1.2 Multi-Channel Surround & Tuned by Devialet: To provide a good foundation for TV listening, the UR9 incorporates precision-tuned speakers tuned by Devialet that provide layered, multidirectional room-filling audio. Clear Dialogue is supported while effects move naturally around and above you, providing a more natural listening experience. The UR9 series is also Dolby Atmos compatible

Hi-Concerto: In addition to Devialet tuning, UR9 TVs include Hisense Hi-Concerto. This allows the TV to work in tandem with compatible Hisense soundbars, or the HT Saturn Audio system enables the speakers in both the TV and external audio system to work together. This is similar to Samsung’s Q-Symphony, offering users a more integrated audio setup without needing to disable their TV’s own speakers.

Google TV with Gemini: The UR9 series runs Google TV, bringing together movies, shows, and live TV from your streaming services into a single interface with access to over 10,000 apps. Gemini adds a more conversational layer, allowing users to ask more natural questions and get useful responses, while also helping with voice control and basic automation.

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Backlit Remote: Hisense includes a backlit voice remote with practical touches like a customizable favorite key for quick app access and a Find My Remote function. The backlighting adjusts automatically based on room conditions, making it easier to use in both bright and dark environments.

Minimalist Design: The UR9 features a clean, understated chassis with a slim profile that keeps the focus on the screen. It integrates easily into a range of setups, whether wall mounted or placed on a stand or media console.

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Left to right: Hisense UR9 65/75-inch, 85-inch, and 100-inch side views

The Bottom Line 

The Hisense UR9 series is one of the first serious attempts to bring RGB MiniLED into a full consumer lineup, not just a limited run of oversized flagship screens. That alone makes it notable. Hisense moved quickly, beating Samsung to market with a broader range of sizes from 65 to 100 inches, and positioned RGB MiniLED as a practical step forward in backlight precision, color performance, and brightness for real world viewing.

But there are tradeoffs. Pricing is aggressive, with the 65 inch model starting at $3,499, and there is no support for HDMI 2.2, which some expected to see at this level. That makes the UR9 feel a bit early adopter focused. Hisense is clearly aware of that, which is why the pre-order promotion matters. Offering a free 55-inch TV alongside the purchase could take some of the sting out of the price and give buyers a reason to jump in sooner rather than later.

The bigger picture is where things get interesting. This puts immediate pressure on Samsung, which has talked up Micro RGB LED but has yet to deliver a full lineup, and leaves the door open for TCL and Sony to respond with their own approaches. The UR9 is not a safe play, but it is a strategic one. If RGB MiniLED delivers on its promise, Hisense just bought itself a head start in what is shaping up to be the next major TV technology fight.

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Availability & Pricing

Pre-orders for the Hisense UR9 RGB MiniLED TV have begun at Hisense and Best Buy as follows:

Pro Tip: Customers who register for pre-order a UR9 Series RGB MiniLED TV  between March 26 and April 22 will receive a unique redemption code for a 55-inch Hisense CanvasTV ($687.99 at Amazon) on Hisense with a qualifying purchase. Additional terms and conditions apply. 

Hisense Out Host 

“Out Host with Hisense” Campaign: Alongside the UR9 pre order launch, Hisense is rolling out its “Out Host with Hisense” campaign, timed with the FIFA World Cup 2026 coming to the United States this summer, where the brand is serving as an official sponsor. The campaign leans into a familiar message for Hisense, focusing on how TVs bring people together at home and anchor shared viewing experiences.

“Out Host with Hisense” highlights different hosting styles and ties them to the brand’s 2026 TV lineup, positioning its products as part of how people gather, watch, and share major moments. As part of the campaign, users can visit the official Hisense site to take a Hosting Style Quiz, identify their hosting persona, and get matched with a recommended TV setup.

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Podcast: QUAD ESL 2912X Electrostatic Speakers at AXPONA 2026

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Recorded from the show floor at AXPONA 2026, this episode brings together Cornelius and Jamie O’Callaghan of the IAG Hi-Fi Division for a deep dive into the legacy and future of QUAD’s electrostatic loudspeakers, including the ESL 2912X. We break down what makes electrostatic panel speakers fundamentally different from traditional designs, why QUAD has remained committed to the technology for decades, and how the latest generation improves on transparency, dispersion, and real world usability. The conversation also explores how these iconic speakers fit into a modern hi-fi landscape increasingly dominated by compact and wireless solutions, and why QUAD continues to attract listeners who care more about realism than convenience.

This episode was recorded on April 10, 2026 (the first day of AXPONA 2026).

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On the Panel:

QUAD ESL 2912X Electrostatic Speakers at AXPONA 2026
QUAD ESL 2912X Electrostatic Speakers at AXPONA 2026

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Seattle-area billboard takes a page from Bay Area playbook: ‘Startup energy should be more visible’

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A billboard for Bellevue, Wash., startup Summation, visible from SR 520 in Bellevue. (Photo courtesy of Summation)

A Bellevue, Wash.-based startup that came out of stealth last fall is really trying to get noticed now, taking a page out of a playbook that’s more prevalent in Silicon Valley.

Summation is an AI platform that helps enterprise leaders draw insights from large volumes of internal data. A bright orange billboard visible from SR 520 doesn’t say that, but it does put the company’s name in sight of drivers — many of whom potentially work in tech — heading east along the highway.

“We’re building Summation here in Bellevue, and wanted to do something a little bold and a little playful — for recruiting, for awareness, and because startup energy should be more visible around here,” CEO Ian Wong told GeekWire.

Wong is the former CTO of real estate giant Opendoor and Square’s first data scientist. He co-founded Summation in 2024 with Ramachandran “RC” Ramarathinam, who led Opendoor’s core transaction platform.

Summation raised $35 million in funding from Benchmark and Kleiner Perkins in October.

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Tech company billboards are a big part of the landscape in the San Francisco Bay Area. Signs advertise a whole new era of AI-focused startup names and products. Last summer, The New York Times published a fun quiz challenging readers to decode what some of the billboards were even selling around Silicon Valley.

Wong said capturing a slice of that energy was part of the point with his company’s billboard in Bellevue, which went up about two weeks ago near the Burgermaster restaurant along Northup Way.

“In SF, startup ambition is just visible — on 101, on the sides of buildings, in every coffee shop,” he said. “The Seattle/Bellevue area has world-class technical talent, but the scene here has always been understated. We wanted to put up a small signal that ambitious things are being built on this side of the lake, too — and if you want to work on one of them, come find us.”

Bellevue-based startup Stasig used a reverse tactic back in 2024 when it launched an aggressive campaign to spread its name across the Bay Area with more than 200 billboards and posters at transit shelters and stations.

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Summation employs about 35 people right now and is hiring across engineering, product, and go-to-market.

Summation’s platform sits on top of data systems and runs massive calculations automatically, testing different scenarios and using AI agents to explore different questions in parallel. The software also automates financial reconciliations, variance analysis, and management reporting.

The advertising lines up with what Wong called “a big product release” coming next week.

“Always be hiring,” he said. “And selling.”

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When it comes to leadership, do companies know what they are doing?

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Robert Walters research suggests that many Irish organisations are lacking a clear leadership succession plan.

Leadership often defines an organisation and Robert Walters has published data indicating that a number of companies are not as prepared for upcoming changes as they should be. 

The report found that, of those who contributed their data, just 16pc of organisations have a leadership succession plan in place. More than 40pc of Irish companies have no plan in place whatsoever and 7pc are unsure whether one currently exists or not. At the same time, 72pc of Irish leaders said they have a shortage of senior talent, with half describing the shortage as significant.

“There is a clear gap between how concerned organisations are about senior talent shortages and how prepared they are for leadership change,” said Suzanne Feeney, the country manager at Robert Walters Ireland.

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She added: “In many organisations, succession planning has historically been handled informally. But they are now operating in a far more complex environment than they were even a few years ago. 

“Advances in artificial intelligence, geopolitical uncertainty and economic pressures are all contributing to more frequent leadership transitions. With only one in five businesses having an established succession plan, many are leaving themselves exposed to significant operational risk.”

Pipeline pressures

Securing and retaining skilled professionals is a key issue for employers in 2026. The recent Data Salaries & Job Sentiment Analysis 2026 report, published by Analytics Institute and SAS, highlighted the growing challenges being experienced by organisations looking to expand their data capabilities. 

The report found that 64pc of organisations have future plans to increase the size of their data teams, whereas 70pc of professionals explained that they are unlikely to change employers this year. 

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Commenting on the Robert Walters report, Adam Gordon, the global head of talent development at Robert Walters, said: “Leadership continuity can be a challenge for organisations of every size, from SMEs to the world’s most recognised brands.

“Senior talent is one of the hardest resources to replace and finding the right long-term successor can take time. Interim leaders can play a valuable role here by maintaining stability and ensuring critical decisions continue to move forward while organisations assess their long-term options.”

Robert Walters’ research also points to challenges in the development of future leaders, with the report suggesting that nearly two-fifths (38pc) of participants are struggling to identify and develop strong successors within their business. 

Feeney said: “Many organisations have talented people internally, but identifying future leaders early and giving them the right development opportunities takes deliberate effort.

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“At its core, succession planning is about future-proofing the organisation, building a strong leadership pipeline comprising internal progression and external hiring to ensure organisations have the resilience they need for the long term.”

Undoubtedly, the working landscape for modern-day employees is evolving quickly in 2026. An earlier report from Robert Walters, at the start of the year, found that changes in remote and in-person arrangements could compel skilled employees to increase their engagement in the workplace. 

More than half (59pc) of contributing Irish employees said that they want their place of employment to adopt a microshifting schedule, with Feeney noting that microshifting has the potential to increase engagement, accountability and even time spent in the office.

Don’t miss out on the knowledge you need to succeed. Sign up for the Daily Brief, Silicon Republic’s digest of need-to-know sci-tech news.

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North Korea hackers blamed for $290M crypto theft

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Over the weekend, hackers stole more than $290 million in cryptocurrency from Kelp DAO, a protocol that allows users to earn yields on idle crypto investments. 

By Monday, LayerZero, one of the projects affected by the hack, accused North Korea of carrying out the heist. The hack is now the largest crypto theft of the year so far, following an earlier hack at crypto exchange Drift in April netted hackers around $285 million.

Per its post on X, LayerZero said the hackers exploited Kelp DAO via its LayerZero bridge, which allows different blockchains to send instructions to each other. The hackers then took advantage of Kelp’s own security configuration, which did not require multiple verifications before approving transactions. That allowed the hackers to siphon off the funds with fraudulent transactions.

The company cited “preliminary indicators” that point to North Korea as the culprit, in particular its hacking group that targets crypto known as TraderTraitor

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Kelp DAO responded to LayerZero blaming it for the theft instead. 

In the last few years, North Korean hackers working for Kim Jong Un’s regime have become highly successful at stealing crypto. Last year, North Korean hackers stole more than $2 billion in crypto. Overall, since 2017, the total amount of stolen crypto by North Korea is said to be around $6 billion.

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Allbirds’ Move To AI Has Echoes of the Dot-Com Frenzy

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An anonymous reader quotes a report from Bloomberg, written by writer Austin Carr: Allbirds is pivoting to artificial intelligence. The San Francisco brand, whose wool running shoes were once the sneaker du jour among the tech crowd, announced last week that it was expanding into AI computing infrastructure. The bizarre strategic shift was immediately greeted with a surprising frenzy on Wall Street, where shares of Allbirds soared 582% last Wednesday before dropping the next day. […] Of course, the absurdity of Allbirds’ situation echoed familiar Silicon Valley tropes — from the endless startup pivots of the 2010s to the more recent boom-and-bust cycles of arbitrarily valued crypto coins. But it immediately reminded me of the marketing ploys of the dot-com crash. After all, some of the more iconic fails ended up being retailers such as Pets.com, Webvan, etc., riding the web wave with little to show for it beyond terrible margins.

One particular comparison from that period stands out as relevant to Allbirds: Zap.com. The holding company behind it, Zapata Corp., had a long and convoluted history, but was essentially selling fish-oil products by the time it decided to reinvent itself as an internet portal. It amassed a variety of web properties — in media, e-commerce, gaming and so on — and even once tried to acquire the search engine Excite. Spoiler alert: Zap flopped. Jen Heck, then a young employee at one of Zap’s up-and-coming portfolio entities, remembers how quickly the hype of that web 1.0 turned to hell. As absurd as Zapata’s pivot sounds today, it seemed feasible during the excitement of the internet revolution. “We went from like, ‘Wow, this life thing is just so easy,’ to it all ending so suddenly,” Heck recalls. The ones who survived that tech bubble, she says, actually had differentiated products and the right creative thinkers building them — and weren’t just cynically jumping on the latest hot trend. “‘Internet’ was the magic word then, and ‘AI’ is the magic word now,” Heck says.

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SaaS is not dead. You are just being sold the funeral

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The “AI has killed software” narrative has a handful of very loud beneficiaries and a lot of quiet evidence against it. The companies that will survive the next five years are the ones that refuse to treat the hyperscalers as the new gods.

Whenever I make an affirmation, I like to do my research first, and not to sound like a LinkedIn post. I wish more people in this industry did the same, as there is a prevailing mood where we think that big numbers are the whole story.


When the Black Death came among us, people probably thought it was the end. When wars came to our societies, people thought it was the end. Yet, in a strange way, we have a natural power to overcome obstacles and turn change to our advantage.

When AI started to infiltrate our work, and later our personal lives, a large group of people declared that “AI will replace people,” that this technology, not even particularly new, would conquer our brains, hearts, and work, and lead us where it wanted.

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Yet we are still working; people are still writing, thinking, creating, building.

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In the last two years, more and more people have been saying that “SaaS is dead.” Of course, this phrase came from someone’s mouth, someone with enough influence to shape general opinion, and everybody was already in black, ready for the funeral.

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In August 2024, Klarna’s chief executive, Sebastian Siemiatkowski, sat on an earnings call and mentioned, almost in passing, that the Swedish fintech had “shut down Salesforce.” Workday was next.

Klarna would build its own AI-driven replacements, a lightweight stack unshackled from the bloat of traditional enterprise software. The quote moved markets. Articles followed with headlines about the death of SaaS. Salesforce’s Marc Benioff, on stage at Dreamforce, was asked to respond to a customer who had apparently decided the future was AI and the past was his product. He looked, by his own admission, embarrassed.

Six months later, Siemiatkowski quietly clarified what had actually happened. Klarna had not replaced Salesforce with AI. It had replaced Salesforce with other SaaS: Deel for HR, third-party tools for CRM, the Swedish graph database Neo4j for data consolidation.

Klarna still uses Slack, which is still a Salesforce product. Siemiatkowski himself admitted on X that he was “tremendously embarrassed” by how the story had spiralled.

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“No,” he wrote, “we did not replace SaaS with an LLM.”

This is the single most instructive story in enterprise software of the past two years. The distance between what was said and what was done reveals the mechanics of the entire “SaaS is dead” narrative. The headline travelled. The correction did not.

An industry of analysts, venture capitalists, and foundation model CEOs built a year of marketing on the louder half.

Start by asking who gains from the story that software-as-a-service is being replaced by artificial intelligence, because the answer is surprisingly narrow. The hyperscalers do, because AI workloads justify the $660 to $690 billion in capital expenditure the five largest US cloud and technology companies have committed for 2026, according to Futurum Group analysis, nearly double the previous year.

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The foundation model labs benefit, because every dollar of enterprise software spend redirected to their APIs validates valuations that are otherwise difficult to defend. OpenAI ended 2025 at around $20 billion in annual recurring revenue. Anthropic crossed $9 billion in January 2026. These are genuinely large numbers. They are also, respectively, about three per cent and a little over one per cent of the hyperscaler capex being spent to serve them.

The venture capitalists benefit because their portfolio repricing depends on the narrative that AI-native companies will outrun the incumbents they once funded. And Nvidia, supplier and financier of the boom, benefits until it no longer does.

In March 2026, CEO Jensen Huang confirmed that his recent investments in OpenAI and Anthropic would likely be the last. The circular financing, Nvidia invests in OpenAI, OpenAI buys Nvidia chips, had reached the point where even the chipmaker was ready to stop calling it a virtuous cycle.

MIT’s Michael Cusumano, quoted by Bloomberg, put the arithmetic bluntly: “Nvidia is investing $100 billion in OpenAI stock, and OpenAI is saying they are going to buy $100 billion or more of Nvidia chips.”

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You could call that demand. You could also call it bookkeeping.

The 95% number that should have ended the hype

The harder question is whether any of this is producing business results. Here the data is less generous than the pitch decks.

In July 2025, MIT’s Project NANDA published “The GenAI Divide: State of AI in Business 2025”, based on 150 executive interviews, 350 survey responses, and analysis of 300 public AI deployments. Its headline finding: despite roughly $30 to $40 billion in enterprise generative AI spending, 95% of pilots delivered no measurable impact on profit and loss. Only 5% reached production.

The response from the industry was not to recalibrate. It was to argue that the wrong metric was being used. UC Berkeley published a rebuttal suggesting ROI was an “industrial-era” measurement unsuited to a “cognitive-era transformation.”

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This is what every hype cycle says in its late phase, that profit is a distraction, that what is being built is too large for ordinary standards. The same argument was made about WeWork, the metaverse, and blockchain.

Each time, the underlying assumption was that the people with capital and megaphones understood the future better than the people actually trying to run a business.

The 5% of AI projects that did succeed, MIT found, shared specific traits. They were built by specialised vendors, not attempted internally. They focused on back-office automation rather than sales theatre. They integrated deeply with existing workflows. Over half of enterprise AI budgets, meanwhile, were going to sales and marketing tools where ROI was lowest.

This is not a revolution sweeping through the enterprise. It is a lot of companies buying demo-friendly products that do not produce returns, while a minority does the unglamorous integration work that quietly extracts value.

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The collapse that did not collapse

Stil, I have to admit that there are genuine signs of stress in the SaaS market. In February 2026, roughly $285 billion in market value evaporated from software stocks in a single trading session, what Wall Street christened the “SaaSpocalypse.”

ServiceNow fell 7%. Intuit dropped 11%. LegalZoom lost nearly 20%. Salesforce is down approximately 30% year-to-date. The business rationale, that per-seat pricing starts to collapse when one employee with AI tools can do the work of five, is not wrong.

But Bain & Company, looking at the broader record, has offered a useful correction: technological transitions rarely produce extinction.

They produce heterogeneity. Desktop survived mobile. Cloud did not kill on-premise so much as push it into specialised niches. The history of software is a history of layers accumulating, not replacing.

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SaaS vendors are becoming agent-orchestration platforms. Salesforce has Agentforce. HubSpot has AI tools. Snowflake partners with Anthropic. The incumbents are being forced to adapt, but adaptation is not death.

IDC’s European practice framed it precisely in February: “SaaS is not dead, but it is metamorphosing.”

Pricing shifts towards outcomes. Interfaces become more agent-driven. But the real business logic, the auditing, versioning, compliance, and data gravity, remains where it was. The transformation is real. The extinction event is marketing.

The new gods are not new

Every major technology wave produces a brief period in which the companies at its centre are treated as reinventors of reality. For the cloud, it was AWS. For mobile, Apple. Before that, Microsoft.

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The rhetoric around big techs like Nvidia, OpenAI, Anthropic, Meta, and xAI has the same cadence: they are building the new infrastructure of civilisation, rewriting how humans work, inevitable. There is a grain of truth in it. AI, and agentic AI in particular, is a real technological step. 

The companies most likely to thrive are the ones already disciplined enough to recognise the pattern. Every enterprise that survived the dot-com crash, the mobile transition, and the cloud migration did so by adopting what was useful and ignoring what was hyped, by measuring outcomes against costs, by refusing to treat platform vendors as infallible.

The companies that went under bought the whole story: that their customers would wait while they rebuilt, that the new paradigm would reward early and total commitment.

We reported in February on a pattern now visible across dozens of SaaS companies between $20 million and $80 million in ARR: shipping AI features while net revenue retention quietly collapses.

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Eighteen months after going “AI-first,” one company watched its NRR drop from 108% to 94% and lost $2.8 million in renewals, not because the product got worse, but because everyone was building the future and nobody was watching the present. The AI features were legitimately good. The existing customers churned anyway.

None of this is an argument against AI. Previous AI cycles ended with research freezes, shuttered startups, and survivors who had been quietly doing useful work while everyone else claimed the moon. This cycle will likely end similarly.

Some hype will turn out to be real. Most revenue projections will not. A handful of current “AI-native” startups will become durable businesses. Many will be absorbed or exposed as wrappers.

The companies that come through refuse both extremes. They do not miss the trend, because dismissing AI in 2026 is as serious a strategic error as dismissing mobile was in 2010. And they do not drown in it. They do not empty their engineering teams into AI-first rebrands while their existing revenue base walks out the door. They do not treat the big tech companies as gods, but as what they are: very large commercial entities with very specific interests in what you believe about the future.

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Klarna, for the record, is still paying for SaaS. It is also still paying OpenAI. This is probably the honest shape of the future: not the death of anything, but a quieter rearrangement in which the winners are the operators who kept their feet on the ground while everyone else was watching the sky.

The funeral for SaaS has been extremely well-attended. The corpse, on closer inspection, is still breathing.

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NSA Using Anthropic’s Mythos Despite Blacklist

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Axios reports that the NSA is using Anthropic’s restricted Mythos Preview model despite the Pentagon insisting the company poses a “supply chain risk.” Axios reports: The government’s cybersecurity needs appear to be outweighing the Pentagon’s feud with Anthropic. The department moved in February to cut off Anthropic and force its vendors to follow suit. That case is ongoing. The military is now broadening its use of Anthropic’s tools while simultaneously arguing in court that using those tools threatens U.S. national security.

Two sources said the NSA was using Mythos, while one said the model was also being used more widely within the department. It’s unclear how the NSA is currently using Mythos, but other organizations with access to the model are using it predominantly to scan their own environments for exploitable security vulnerabilities.

Anthropic restricted access to Mythos to around 40 organizations, contending that its offensive cyber capabilities were too dangerous to allow for a wider release. Anthropic only announced 12 of those organizations. One source said the NSA was among the unnamed agencies with access. The NSA’s counterparts in the U.K. have said they have access to the model through the country’s AI Security Institute. Anthropic’s CEO met with top U.S. officials on Friday to discuss “opportunities for collaboration,” according to a White House spokesperson, “as well as shared approaches and protocols to address the challenges associated with scaling this technology.”

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Typing with your brain might soon be as simple as wearing a beanie

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Silicon Valley startup Sabi is the latest entrant to suggest using the brain as an interface device. The company is developing a noninvasive device that translates internal speech into text. Rather than relying on implanted hardware, Sabi is building a wearable device – initially in the form of a beanie,…
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Researchers are using ultrasound to trigger smell directly in the brain for VR

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Current systems emphasize sight and sound, with some progress in haptics. Smell remains largely absent, despite its unusually strong connection to memory and emotion.
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Flash Joule Heating Recovers The Good Stuff

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Rare earth materials are a hot button topic these days. They’re important for everything from electric vehicles to defence hardware, they’re valuable, and everyone wishes they had some to dig up in their backyard. Lithium, too, is a commodity nobody can get enough of, with the demand for high-performance batteries grows each year.

When a material is desirable, and strategically important, we often start thinking of ways to conserve or recycle it because we just can’t get enough. In that vein, researchers have been developing a new technique to recover rare earth metals and lithium from waste streams so that it can be put back to good use.

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Enter the technique of flash joule heating. The method is relatively straightforward, in concept at least. It involves a high energy discharge from a capacitor bank, which is passed through a sample of material to be recycled or refined. The idea is that the rapid energy discharge will vaporize some components of the sample, while leaving others intact, allowing the desired material to be separated out and collected in a straightforward and economically-viable manner.  It does this in a manner rather contrary to traditional techniques, which often involve large amounts of water, acids, or alkalis, which can be expensive and messy to dispose of or reprocess to boot.

A flash joule heating apparatus used to recover rare earth materials. Credit: Jeff Fitlow, Rice University

Researchers from Rice have developed this technique to recycle rare earth metals from waste magnets. Imagine all the magnets that get thrown away when things like hard drives and EV motors get trashed, and you can imagine there’s a wealth of rare earth material there just waiting to be recovered.

In this case, the high-energy discharge is applied to waste magnet material in an effort to vaporize the non-rare earth components that are present. The discharge is performed in the presence of chlorine gas, which would chlorinate materials like iron and cobalt in the sample, removing the volatile elements and leaving the rare earth elements behind in solid form. Laboratory experiments were able to refine the material to 90% purity in a single step.

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In the rare earth case, the undesired material is vaporized and removed by the chlorine gas while the rare earths remain behind in the solid phase. For capturing lithium from spodumene ore, it’s the opposite. Credit: research paper

As per the research paper, lifecycle analysis suggested the technique could reduce energy use by 87% compared to contemporary hydrometallurgy recycling techniques, while also reducing greenhouse gas emissions in turn and slashing operating costs by 54%.

The technique can also be applied to separate lithium from spodumene ore. It’s an abundant material, particularly in the United States, and improved ways to process it could increase its value as a source of lithium. When it comes to processing spodumene with flash joule heating, the discharge of electric current makes the lithium in spodumene available to react with chlorine gas. The rapid heating causes the vaporized lithium to form lithium chloride which can be bled off, while other components of spodumene like aluminium and silicon compounds remain behind. It’s basically the opposite of the rare earth recovery method.

As outlined in the research paper, this method achieved recovery of lithium chloride with 97% purity and a recovery rate of 94% in a single step. It’s also a lot simpler than traditional extraction methods that involve long periods of evaporating brine or using acid leeching techniques. Indeed, the laboratory rig was built using an arc welder to achieve the powerful discharge. Other researchers are examining the technique too and achieving similar results, hoping that it can be a cleaner and more efficient method of recovery compared to traditional hydrometallurgy and pyrometallurgy techniques.

The lithium recovery process using flash joule heating. Credit: research paper

These methods remain at the research stage for the time being. Pilot plants, let alone commercial operations, are still a future consideration. Regardless, the early work suggests there is economic gain to be had by developing recycling plants that operate in this manner. Assuming the technique works at scale, if it makes financial sense and recovers useful material, expect it to become a viable part of the recycling industry before long.

 

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