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Shadow AI is everywhere. Here’s how to find and secure it.

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Popular AI products

AI tools are everywhere now and used by virtually everyone in your org. For IT and security teams, that means the job has shifted from “should we allow AI?” to “how do we secure and govern it?” And that’s no small task.

New AI tools and integrations are added constantly, usually without any knowledge or oversight from IT.

To manage this new hidden source of risk, you need a system that gives you continuous discovery, real-time monitoring, and proactive governance without requiring a full-time team dedicated to tracking down every new AI tool. That’s exactly what Nudge Security delivers.

Here’s how it works:

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Day One: Get a full inventory of AI apps and users

First things first—you can’t secure what you can’t see. Nudge Security gives you Day One discovery of every AI app and account ever introduced to your org, even those added before you started using Nudge. No surveys, no guesswork, no relying on people to self-report (because let’s be honest, that never works).

You’ll get a complete picture of your AI landscape from the moment you start.

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How it Works

Nudge Security’s shadow AI discovery works through a lightweight integration with your IdP (Microsoft 365 or Google Workspace). It takes less than 5 minutes to enable this integration ,and once that’s in place,

Nudge Security analyzes the machine-generated emails sent by SaaS and AI app providers (think noreply@dropbox.com) to document activities like creation of new accounts, password changes, changes to security settings, and more.

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Nudge taps into this signal (without ever storing email content) to automatically detect new accounts and tool adoption across your workforce. This means you get comprehensive visibility into AI tool sprawl as it happens, and a Day One inventory of everything that has been introduced up to that point.

You can get expanded visibility by deploying the browser extension which delivers real-time insights and alerts when risky behaviors are detected.

Additionally, you can “nudge” users via the browser extension (and via Slack, Teams, and email) to warn users of risky behaviors, remind them of secure practices, redirect them to approved tools, ask for additional context on new or unfamiliar tools, and more.

Let’s dive into how this works in practice.

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Shadow AI is quietly accessing sensitive data across your SaaS environment. AI use now spans MCP servers, agentic AI, and SaaS apps with AI features—it’s more than just chat prompts.

Learn how to close AI blind spots and get ahead of data exposure risks with this new guide.

Get Your Free AI Discovery Guide →

Monitor AI Conversations for Sensitive Data Sharing

AI tools are incredibly useful, but they’re also incredibly chatty. Employees paste all sorts of things into ChatGPT, Gemini, and the dozens of other AI assistants out there.

The Nudge Security browser extension monitors AI conversations and detects when sensitive data like PII, secrets, or financial info is shared.

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And it’s not just text. Nudge also detects file uploads to AI tools, including context on who, what, when, and how. You’ll also see a visual summary of data flows between your systems and AI tools to quickly understand where the biggest data risks are likely to be.

AI Usage

Track Usage of AI Tools

Want to know which departments are AI power users? Curious whether that unapproved tool is popping up again? Nudge tracks AI use by approved/unapproved app status, specific apps, and department.

You’ll finally have data showing what AI use actually looks like in practice so you can focus your security efforts on the most-used tools and guide users towards the approved toolset.

AI Chatbot activity

See Which AI Apps Have Access to Sensitive Data

AI tools love to integrate with your SaaS apps. MCP server connections, AI agents, Google Workspace add-ons, Microsoft Copilot plugins—they’re all requesting access to data.

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Nudge maintains an inventory of SaaS-to-AI integrations and scopes, including MCP server connections, so you can see exactly where AI tools have been granted access to data and evaluate the risk.

AI apps with sensitive data

Get Alerted of Risky Activities

You can’t watch everything all the time. That’s why Nudge offers configurable alerts that notify you when new AI tools show up or when policy violations occur—like sensitive data sharing or use of unapproved tools. Think of it as your early warning system.

AI Conversation

Enforce Your AI Policy

You have an AI acceptable use policy, right? (If not, let’s talk.) Nudge automates the process of sharing your policy with employees as well as collecting and tracking acknowledgements.

AI Dashboard

But acknowledgment is just the beginning. Nudge delivers guardrails when and where employees are working in the form of friendly nudges (hence the name) that reinforce your policy and guide them toward safer AI use in real time.

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It’s proactive governance that doesn’t require you to be the bad guy.

The Bottom Line

Your job isn’t to stop progress—it’s to make sure progress doesn’t come with a side of data breach. Nudge Security gives you the visibility, control, and automation you need to govern AI use effectively, so you can sleep a little better at night.

Interested in seeing it for yourself? Start a free 14-day trial of Nudge Security today.

Sponsored and written by Nudge Security.

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LEGO Machine Plays Tic-Tac-Toe Without Electronics

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Tic-Tac-Toe is a relatively simple game, and one of the few which has effectively been solved for perfect play. The nature of the game made it possible for [Joost van Velzen] to create a LEGO machine that can play the game properly in an entirely mechanical fashion.

The build features no electronics to speak of. Instead, it uses 52 mechanical logic gates and 204 bits of mechanical memory to understand and process the game state and respond with appropriate moves in turn. There are some limitations to the build, however—the game state always begins with the machine taking the center square. Furthermore, the initial move must always be played on one of two squares—given the nature of the game though, this doesn’t really make a difference.

It’s also worth heading over to the Flickr page for the project just to appreciate the aesthetics of the build. It’s styled in the fashion of an 18th-century automaton or similar. It’s also been shared on LEGO Ideas where it’s raised quite a profile.

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If you’ve ever wanted to think about computing in a mechanical sense, this build is a great example of how it can be done. We often see some fun LEGO machines around these parts, from massive parts sorters to somewhat-functional typewriters.

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Liquid Glass is divisive now, but Apple knows where it's going

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Six months after public release, Liquid Glass remains as controversial as ever. Apple may be considering some mitigations in iOS 27 and so forth, but this is the future — especially if we get touchscreen Macs.

Close-up of a glossy smartphone screen displaying rounded, glass-like app icons for search, messages, music, and other apps on a blue gradient background with reflections.
Maybe Liquid Glass is controversial on Macs and iPhones, but you’d still buy one of these Apple Park models if you could — image credit: Apple

It’s not at all true that everyone hates Apple’s Liquid Glass redesign. What is true is that right now, it’s in flux and being changed.
There was never any question that it would stay. It was always going to evolve, just as Apple’s iOS 7 so famously and controversially did over many years.
Continue Reading on AppleInsider | Discuss on our Forums

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Digg relaunch fails in two months as AI agents and spambots overrun the site

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The new Digg experiment is ending in a resounding fiasco. The beta version of the rebuilt social sharing portal has already been shut down – a “difficult” decision that forced the company to significantly downsize its development team. Building new internet projects in 2026 is a completely different experience, Digg…
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The 2026 Audi Q3 Is Better Than It Needs To Be

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Exclusivity is a part of luxury, but luxury automakers have found that a more egalitarian approach is good for the bottom line. The Audi Q3 is one of numerous pint-sized crossover SUVs (as well as a few sedans and coupes) from luxury brands that appeal to budget-conscious new car shoppers and thus represent a major opportunity for cynicism. A customer who won’t look past the brand name can end up with an underwhelming car built down to a price. What’s a reputation when image-conscious shoppers don’t know (or care about) the difference?

The redesigned 2026 Audi Q3 naturally incorporates elements from other new or recently-updated Audi models like the Q5 and Q6 e-tron crossovers. But Audi is also dispensing with the bovine excrement and offering a single well-equipped version (with a few options) that’s more expensive than before, but also offers more of everything and ensures customers will get more than just a prestige badge.

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It looks more like an SUV than before

This third-generation Q3 retains the Volkswagen Group MQB architecture used by the outgoing model, as well as the Audi A3 sedan and most of VW’s U.S. lineup, but clothes it in something different. Audi put it on a whey and protein diet, creating more visual bulk in order to make the Q3 look less like a lifted hatchback and more like a traditional SUV. It also looks like a mini version of the Audi Q5, which fits perfectly with its aspirational mission.

That doesn’t mean the new Q3 is nice to look at. The tall front end and body sides left a lot of space that needed to be filled with fussy styling details. The headlights and LED daytime running lights (with three programmable styles) are stacked atop pillar-like air intakes that are mostly blanked off (there’s a small secondary radiator intake below the passenger-side headlight, and slats for to direct air around the outside of the wheel wells to reduce drag).

Things are better in profile view, where sheetmetal character lines nicely break up the body-side surfaces and a longer hood makes the front end look less stubby than before. A strip of textured plastic clutters the back end, but is necessary to camouflage the girth of the rear bumper. Optional OLED taillights have programmable styles like the DRLs, but that required a split arrangement similar to that of the 2026 Audi A6 to meet federal regulations.

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Form meets function

The interior is perfectly calibrated for the price point. Standard wood dashboard trim provides a nice bit of contrast, while the dash itself has a distinctive concave shape. The overall aesthetic is clean but a bit sterile, like a new apartment in a freshly gentrified neighborhood, the kind of place many Q3 owners will likely call home. Even the plastics are presentable, although there’s an unfortunate moat of piano black around the cupholders, where it’s likely to get stained by coffee drips.

Designers also made sure aesthetics didn’t get in the way of functionality. The door handles are placed high and are easy to grab, a simple detail many other automakers nonetheless miss. The doors also have seemingly endless space for water bottles, and the wireless phone charger on the center console is now standard equipment. To free up more space, Audi also replaced the shifter and the wiper/turn signal stalks with small tabs on either side of the steering wheel. They don’t take much getting used to, although it is easy to accidentally brush the touchpads on the wheel spokes when using them.

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The new Q3 isn’t much bigger than the old version: Audi increased cargo space by 5.3 cubic feet with rear seats up and 2.0 cubic feet with the rear seats folded, to 29.0 and 50.0 cubic feet, respectively. That gives the Audi more cargo space than rivals with the rear seats in place. Headroom and legroom aren’t as remarkable, but are respectable.

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Important tech updates

As the least-expensive Audi SUV, one might expect the Q3 to have a watered-down version of the tech seen in its pricier siblings. But in some respects, the Q3 is a step ahead.

The standard touchscreen grows from 10.25 inches to 12.8 inches, while the digital instrument cluster grows from 8.8 inches to 11.9 inches. They’re arranged in the same Digital Stage style as other recent Audi models, meaning in an oversized housing that curves around the driver’s seat. The instrument cluster in particular is much smaller than the bezel around it. That looks chintzy, a word that also describes the sound of the optional 12-speaker Sonos audio system.

However, the Q3 launches with an updated interface that isn’t available on other Audi models yet. This returns the map view to the gauge cluster, and populates both the cluster and touchscreen with large gray icons that are easier to read than the previous version. The underlying Android-based software still provides snappy responses, while incorporating wireless Apple CarPlay and Android Auto.

The voice recognition system is augmented with ChatGPT, allowing the car to answer trivia questions, although when we asked it to tell us a joke it demurred (perhaps because this is a German car). It was also able to make recommendations, although we were unable to confirm the quality of the Mexican food at the place the system suggested due to time constraints. More mundane tasks, such as adjusting temperature and adjusting seat heaters, were easily handled.

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It’s quicker and more powerful than before

Like the vehicle architecture, the engine carries over and will be familiar to fans of Audi and its parent Volkswagen brand. It’s the EA888 (here in Evo 4 spec) 2.0-liter turbocharged inline-four. Versions of this engine are used in everything from the VW GTI hot hatchback to the Atlas midsize SUV. In the 2026 Q3, it gets a substantial power bump of 27 horsepower and 22 pound-feet of torque, bringing the totals up to 255 hp and 273 lb-ft.

That extra power means, according to Audi, the Q3 will now do zero to 60 mph in 5.5 seconds instead of 7.1 seconds. That’s quicker than a BMW X1 xDrive28i or Mercedes-Benz GLA 250 4Matic—the base all-wheel drive versions of the Audi’s German rivals—where the opposite was the case previously. And it leaves other subcompact crossovers behind as well. BMW and Mercedes offer quicker versions, though, whereas the Q3 is only available in a single spec for now. Audi engineered RS Q3 performance versions of the previous two generations, but not for the U.S.

Naturally for Audi, all-wheel drive is standard. That’s far for a given in the segment, despite the premium brands playing in it. However, this redesign swaps the eight-speed automatic transmission for a seven-speed dual-clutch unit, like that used in the Q5 and A5. And as in those models, it’s not very well calibrated. There’s significant hesitation at throttle tip-in, and a bit of clunkiness after that.

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But more power doesn’t equal more fun

The transmission wasn’t the only thing that needed a bit more fine-tuning. Audi fitted the latest Q3 with its “progressive” steering rack, which is supposed to quicken up responses as the wheel is turned more. But that effect wasn’t apparent when maneuvering on urban streets. Combined with the slow-reacting transmission, it made this subcompact crossover feel clumsy in an area where it should excel. Outward visibility is at least better than in bigger traditional SUVs, at least.

Unshackled from stop-and-go traffic, the Q3 felt more composed, and indeed refined enough to justify its prestige badge. It may share components with humble Volkswagen models, but the comfortable ride (even on optional 20-inch wheels) shows just how well-engineered those components are. Audi also added acoustic laminated glass to the front-door windows for 2026, lowering the amount of wind noise significantly. The crashing of the 20-inch wheels against surface imperfections was still apparent, but that could be cured with smaller wheels.

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What’s missing is excitement. Audi dialed up the power, but it didn’t do the same with anything else. The Q3 goes around corners without embarrassing itself, and it has autobahn-worthy solidity at highway speeds. But this isn’t a car that encourages you to take the long way home. Most shoppers probably aren’t looking for that from their entry-level crossover, even if Audi laid the foundation for something sportier with the Q3’s added power.

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2026 Audi Q3 verdict

Audi’s decision to offer the 2026 Q3 in one well-equipped spec means it’s more expensive than before, but it’s still a good value. The base price of $44,995 is $3,900 higher than the outgoing model, but Audi claims that $3,699 worth of previously-optional equipment is now standard. Factor in the added power, cargo space, and screen size, and the price increase is (for once) justified.

Several option packages are available, which can boost the price to $51,790 for a fully-loaded model. That’s not an enormous step up from the starting price, showing that Audi really did cover the bases with standard equipment. Many of the added features are design-related or, like the lackluster Sonos audio system, don’t dramatically change the experience. The Q3 is also still priced close to all-wheel drive versions of its BMW X1 and Mercedes GLA-Class rivals, as well as the Volvo XC40. The Acura ADX and Lexus UX are cheaper, but also less appealing.

The Q3 won’t make these rivals obsolete, but it will deliver what customers attracted to its four-ring badge should expect. Its refined driving experience and long list of features provide solid reasons to choose a Q3 over something more mainstream, even if its handling and styling aren’t as stirring as they should be. It could be better but, by delivering a true budget-friendly dose of luxury, it’s probably already better than it needed to be.

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Microsoft pulls Samsung app blocking Windows C: drive from Store

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Windows 11

​Microsoft has removed the Samsung Galaxy Connect app from the Microsoft Store because it was causing issues on specific Samsung Galaxy Book 4 and desktop models running Windows 11.

This comes after the company said on Friday that it was investigating reports of app failures and users losing access to their C:\ drive on some Windows 11 systems.

“Users might encounter the error, ‘C:\ is not accessible – Access denied,’ which prevents access to files and blocks the launch of some applications including Outlook, Office apps, web browsers, system utilities and Quick Assist,” Microsoft explained.

The known issue impacts a wide range of Samsung Galaxy Book 4 and Samsung Desktop models running Windows 11, including NP750XGJ, NP750XGL, NP754XGJ, NP754XFG, NP754XGK, DM500SGA, DM500TDA, DM500TGA, and DM501SGA.

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On affected devices, users have been experiencing problems launching apps, accessing files, or performing administrative tasks, and, in some cases, issues elevating privileges, uninstalling updates, or collecting logs due to permission failures.

​Following a joint investigation with Samsung, Microsoft has attributed these issues to the Samsung Galaxy Connect app (used for screen mirroring, file sharing, and data transfer between Galaxy devices and Windows PCs) and temporarily removed it from the Microsoft Store.

“The affected Samsung Galaxy Connect application was temporarily removed from the Microsoft Store to prevent further installations,” Microsoft said.

“Samsung has republished a stable previous version of the application to stop recurrence on additional devices. Recovery options for devices already impacted remain limited, and Samsung continues to evaluate remediation approaches with Microsoft’s support.”

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Microsoft and Samsung have not yet provided a workaround and are still working on a fix for affected Windows 11 devices. Impacted users are advised to contact Samsung for device-specific assistance.

On Friday, Microsoft also released an out-of-band (OOB) update to fix a security issue in the Routing and Remote Access Service (RRAS) management tool affecting Windows 11 Enterprise devices that receive hotpatch updates instead of regular Patch Tuesday cumulative updates.

Malware is getting smarter. The Red Report 2026 reveals how new threats use math to detect sandboxes and hide in plain sight.

Download our analysis of 1.1 million malicious samples to uncover the top 10 techniques and see if your security stack is blinded.

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The accessibility gap: Why good intentions aren’t enough for digital compliance

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Presented by AudioEye


While most organizations recognize the importance of accessibility from a theoretical angle, a stark gap exists between that awareness and actual execution. Companies can’t just give a nod to accessibility — and it can’t just be a nice-to-have. The chasm between knowing and doing is not only exposing businesses to significant legal risk, it’s also costing them actual business and growth opportunities.

According to AudioEye’s newly released 2026 Accessibility Advantage Report, 59% of business leaders say their organization would face legal risk due to accessibility failure if audited today, and more than half have already encountered accessibility-related lawsuits or threats. That’s unsurprising, because today the average web page still contains 297 accessibility issues, based on an analysis of over 15,000 websites in AudioEye’s 2025 Digital Accessibility Index.

The report, which surveyed more than 400 business leaders across the C-suite, VPs, and directors, reveals that organizations understand accessibility matters, but most lack the systems, expertise, and operational infrastructure to deliver it consistently, says Chad Sollis, CMO at AudioEye.

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“What the data makes clear is that accessibility hasn’t stalled because people don’t care,” Sollis says. “It’s stalled because fragmented ownership and reactive workflows make it hard to sustain as digital experiences evolve. Leaders know accessibility matters, but their organizations aren’t set up to deliver it consistently.”

Why digital accessibility delivers a measurable business advantage

With regulations like the European Accessibility Act now in effect and enforcement intensifying globally, the benefits extend far beyond avoiding lawsuits. Over half of leaders now cite accessibility as a business growth opportunity, recognizing that accessible digital experiences drive better user outcomes across the board.

“Organizations that treat accessibility purely as a compliance exercise miss the opportunity to improve performance, reach new audiences, and build stronger digital experiences for everyone,” Sollis says. “Accessibility is a growth lever hiding in plain sight.”

In fact, accessible design doesn’t just serve users with disabilities; it creates faster, more intuitive experiences for everyone. Organizations leading in accessibility are seeing it as a performance multiplier that:

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• improves site discoverability through better structure and cleaner code

• reduces friction in the customer journey

• strengthens brand loyalty by demonstrating inclusion in action

“The leaders making the smartest decisions aren’t asking, ‘What’s the fastest fix?’” Sollis adds. “They’re asking, ‘What gives us durable protection while improving experience?’”

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Where digital accessibility breaks down in execution

Despite widespread recognition of accessibility’s importance, implementation remains inconsistent. The report identifies what AudioEye calls “The Yet Problem,” or the gap between good intentions and actual execution.

While many business leaders say they actively champion accessibility, the same percentage cite low budgets and limited expertise as barriers. Developers, designers, and content creators want to build accessible experiences. But when accessibility isn’t integrated into their everyday tools and processes, it creates additional complexity — with extra steps, extra time, and extra cost added to already heavy workloads and tight deadlines.

The result is what the report calls “patchwork accessibility,” or programs that appear compliant on paper but fail users in practice. Many organizations treat accessibility as a project to complete rather than a practice to maintain, pursuing compliance milestones or quick fixes without building sustainable systems.

“Accessibility doesn’t fail because companies aren’t trying; it fails because it’s treated as a single-layer problem,” Sollis says. “Real accessibility spans code, content, design, and ongoing change.”

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This pattern reveals a fundamental truth: accessibility is failing because the systems supporting it weren’t built for the people doing the work. Until accessibility is easier to design, build, and track alongside other priorities, it will continue to be deprioritized.

The limits of fully in-house digital accessibility programs

Even when leaders secure better tools and a larger budget, progress often stalls because of the misconception that accessibility must be tackled entirely in-house. AudioEye calls this “the in-house illusion,” or the assumption that internal responsibility automatically translates to organizational ability.

“There’s a growing gap between ownership and capability,” Sollis explains. “Managing accessibility within the company can create the illusion of control, but without the right expertise and support, progress often stalls.”

In fact, while nearly half of organizations manage accessibility with their own teams, 50% admit those teams lack internal accessibility expertise, and 43% cite competing priorities as major barriers. Only 47% describe their programs as proactive, while the rest operate reactively or meet only bare minimums.

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The illusion persists because many organizations equate ownership with control, and control with efficiency. In reality, accessibility is a specialized, evolving discipline.

Without cross-functional expertise and external guidance, well-intentioned teams end up doing more work for less impact and more cost. True ownership doesn’t mean doing everything yourself, but knowing where to partner, automate, and delegate.

The organizations advancing fastest are rethinking ownership altogether, treating accessibility as a system to orchestrate rather than a silo to control.

Building a sustainable digital accessibility program

The report’s findings point toward a clear path forward: organizations must move accessibility from aspiration to operational habit. This requires giving teams what they need to implement, maintain, and measure accessibility efficiently.

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Leading companies are building scalable systems that make accessibility part of everyday work. Plus, they’re elevating it from a compliance cost to a growth opportunity, in order to secure adequate budget and internal resources. And they’re quantifying the impact of the work, to demonstrate that accessibility improvements drive traffic, reduce abandonment, and expand total addressable market.

Most importantly, they’re recognizing that sustainability often requires partnership.

“The organizations making the most progress are the ones treating accessibility as an always-on system rather than a one-time project,” Sollis says. “That means using automation to handle scale, pairing it with expert review for complex, high-risk issues, and backing it all with protection that actually holds up when legal claims arise.”


Sponsored articles are content produced by a company that is either paying for the post or has a business relationship with VentureBeat, and they’re always clearly marked. For more information, contact sales@venturebeat.com.

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Nanophotonics and AI for Molecular Sequencing and Single-Cell Phenotyping

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11 am PDT / 2 pm EDT / 7 pm CET

The biosphere transmits data 9 orders of magnitude faster than the technosphere. A new class of nanophotonic tools is beginning to close that gap.

In this webinar, Prof. Dionne will present VINPix: Si-photonic resonators with high-Q factors (thousands to millions), subwavelength mode volumes, and densities exceeding 10M/cm². Combined with acoustic bioprinting and AI, they may enable detection of multiomic signatures — genes, proteins, and metabolites on a single chip — at previously unattainable rates, opening new possibilities for molecular communication systems and biochemical sensing for health and sustainability.

 

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Key Takeaway: 

  • Single-chip multiomics — VINPix arrays plus AI for simultaneous gene, protein, and metabolite detection
  • Field-deployed biosensing — integrated with Monterey Bay Aquarium Research Institute (MBARI) autonomous underwater robots for ocean biochemical monitoring
  • Peptide & glyco-conjugate sequencing — major histocompatibility complex (MHC)-tethered peptides, dynamic Raman spectroscopy, and computational metadynamics to identify previously unseen molecular species
  • Tumor microenvironment profiling — subcellular prediction of drug resistance, macrophage polarization, and T-cell activation states

Who Should Attend:

  • R&D engineers, data scientists, and researchers in biotech & pharma, medical diagnostics, environmental & marine science, and the semiconductor and photonics industries.

    Can’t attend live? Register for the recording.

Note that COMSOL will follow up with all registrants about this event and any related questions.

*Please see www.comsol.com/privacy for COMSOL’s Privacy Policy. Contact COMSOL at www.comsol.com/contact for more information.

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SXSW 2026 Updates: Monday Looks at the Future of News and Media

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“I never started out wanting to win 23 Grand Slams. I wanted to win the US Open, and then I made that scalable,” joked Serena Williams, managing partner of investment firm Serena Ventures, at SXSW.

Typically, panels made up of venture capitalists focus on profits and returns on investment. But with tennis legend Serena Williams as Reckitt Catalyst’s entrepreneur-in-residence, the conversation centered on how funding tech startups could drive tangible community impact. 

Another panelist included Mika Eddy, the co-founder of Malama Health, a community-based telehealth company that connects pregnant people with local doulas and remote-monitoring tech to support them during their pregnancy and postpartum. Malama, which means “care” in Hawaiian, aims to improve maternal health outcomes. 

Eddy said she was inspired to build the company after watching her OB-GYN grandmother care for patients in rural Japan while growing up.

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“The US was truly not built for healthy outcomes for women, and particularly if you do not have privilege or a platform, oftentimes these outcomes are left to chance,” said Eddy. “We built Malama in order to help fill the gaps.”

Also on the panel was Kwamane Liddell, an emergency department nurse who founded Thrivelink to help patients across the country find the housing, medication and other vital social service resources. The company is focused on accessibility — you don’t need the internet, smartphones or reading skills to use it. For example, Thrivelink uses AI voice tech rather than relying on text, which may be harder for some patients to use. Liddell’s uncle, who had a stroke and was part of the inspiration for Thrivelink.

“People might not be able to text or type within the app, but they can say their address,” said Liddell. “So we built a telephonic AI agent that allows people to talk. Since then, we’ve helped thousands of families access healthy food.”

Health tech, venture capitalism and policy have a long, complicated history in the US. Health technology is often designed to fill gaps or address major issues left by the health care and insurance industries. Big companies in the AI revolution, such as OpenAIAmazon and Microsoft, are also building health AI tools along with startups like Malama and Thrivelink.  

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Inventor of the Jetson ONE Personal eVTOL Takes it Out for a Test Flight Along the California Coast

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Jetson ONE eVTOL California Coast Beach Test Flight
Tomasz Patan took off from his own driveway in a Jetson ONE eVTOL, heading straight out to sea. Soon, he was flying low over the cliffs of Pismo Beach, following the coastline and headed directly over the pier, and the view most certainly stole his breath away as he made his way down the shoreline, passing a beach restaurant he’d flown over many times before.



Surfers were in the sea below, and the entire coastline was laid out in all its grandeur before him. Patan later described the view as one he would never forget, as the marathon brought him from Pismo Beach to Grover Beach, where hundreds had gathered to watch him pass by. Local groups had secured for all of the essential permissions from a variety of different organizations, which required some effort but ultimately paid off.


DJI Neo, Mini Drone with 4K UHD Camera for Adults, 135g Self Flying Drone that Follows You, Palm Takeoff…
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Jetson ONE eVTOL California Coast Test Flight
Without a runway or airport to worry about, he could plot the most direct route possible and just go. The flight itself was straightforward, a short hop from his house to a familiar stretch of coastline where the Pacific was doing its usual thing, waves rolling in against the rocks and sand with the hills and houses of the shoreline sitting quietly in the background. The Jetson ONE just did its thing without a hitch, unbothered by the wind or weather throughout.

Jetson ONE eVTOL California Coast Test Flight
The Jetson ONE runs on eight electric motors driving eight individual blades, all wrapped in an aluminum and carbon fiber frame that keeps the total weight down to around 254 pounds with the batteries fitted. The open cockpit can accommodate a pilot of up to 209 pounds, and from there you get roughly 20 minutes of flight time before needing to touch down again. Top speed is around 63 mph, though most flights never push anywhere near that. Control comes down to a single four axis joystick, which keeps things refreshingly simple, and the high discharge lithium ion batteries deliver plenty of power throughout. Recharging from a standard wall socket takes just a few hours, and when you’re done the whole thing folds down neatly for storage.

Jetson ONE eVTOL California Coast Test Flight
Patan began working on the Jetson ONE in 2017, and now oversees production from a separate factory. So far, they’ve received more than 650 orders totaling nearly $100 million. They are planning their first 100 deliveries for next year and are already accepting bookings for 2028. A full airframe parachute system is included as standard, which is a true lifesaver in the event of an emergency, and it also complies with all ultralight vehicle regulations, which is a good thing.

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Seniors ballot every week just to play mahjong with young S’poreans

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At Mahjong Together, generations meet over tiles, conversation, and friendly rivalry

On Sunday afternoons at Toa Payoh West Community Club, mahjong tiles clack steadily across the room as players shuffle stacks into walls and call out their moves.

At each table, four players lean forward in concentration—scanning their tiles, calculating their next move, and occasionally pausing to trade friendly jabs across the table.

But the tables here bring together a unique mix of players.

Across from a retired uncle might sit a junior college student. An auntie in her seventies might be teaching a teenager the finer points of reading discarded tiles.

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They have gathered here for Mahjong Together, a youth-led initiative that brings seniors and young volunteers together over one of Singapore’s most recognisable games—and it’s grown so popular that seniors have to ballot every week just to get a seat.

Mahjong Together was started by a group of four students

Mahjong Together first began in 2021, started by four students from Dunman High School who wanted to do more for their community. Inspired by stories of senior isolation during the COVID-19 pandemic, they set out to create meaningful, intergenerational interaction.

Today, the programme is run by a committee of 15 youths, mostly students, who rotate annually and manage its operations, outreach, and volunteer recruitment.

Each session pairs 24 youth volunteers with 24 elderly participants for three hours of mahjong, with no money involved.

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Image Credit: Mahjong Together

Youth volunteers (Mahjong Together currently accepts those aged 15 to 30) are recruited monthly via online sign-ups, with about 70 to 90 participants joining each month. Sessions are held most regularly on Sunday afternoons at Toa Payoh West Community Club, though they occasionally take place at other community clubs, active ageing centres, and care homes across Singapore.

What makes Mahjong Together distinctive is its simplicity.

There are no structured lessons, formal service activities, or strict agendas. Instead, the game itself becomes the bridge between generations. Four players at a table, a wall of tiles to build, and three hours of conversation and strategy create a natural space for intergenerational bonding.

Its popularity highlights the programme’s success: by 2025, sessions were frequently oversubscribed, prompting the introduction of a ballot system to give more people a fair chance to attend.

More than just a game

Seniors who have attended the sessions speak highly of the experience.

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“I’m very happy when I get the chance to play,” said 73-year-old retiree Kong Yoke Kew in an interview with the Straits Times. He had been attending Mahjong Together at Toa Payoh West Community Club for two years. “I look forward to it every week.”

The sessions are as beneficial as they are enjoyable.

For seniors, they provide a reason to leave the house and engage with the community, helping to combat social isolation. Mahjong also doubles as a mental workout, exercising memory, pattern recognition, and strategic thinking.

Meanwhile, youth volunteers gain insight into older generations, hearing stories from decades past and perspectives rarely encountered in school. For many, that sense of connection and community keeps them coming back week after week, long after their first session.

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Unlike structured intergenerational programmes, Mahjong Together fosters interaction naturally. Seniors and youth sit as equals at the same table, playing, exchanging tips, and sharing stories over the course of the game.

As Singapore’s population ages, the country doesn’t just need more hospitals—it needs more spaces like this, where people of different generations can meet, connect, and spend time together.

  • Find out more about Mahjong Together here.
  • Read other articles we’ve written about Singapore’s current affairs here.

Featured Image Credit: Mahjong Together

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