Security teams log 54% of successful attacks and alert on just 14%. The rest move through your environment unseen.
The Picus whitepaper shows how breach and attack simulation tests your SIEM and EDR rules so threats stop slipping by detection.
Salome Mikadze-Struk is no stranger to adversity. The daughter of refugees, she built a software-development business as an undergraduate at the height of the COVID-19 pandemic and kept it running despite the outbreak of war in her native Ukraine. Now, she’s drawing on her experiences to mentor tech-startup founders and speak publicly about the importance of resilience in entrepreneurship.
Mikadze-Struk was studying at Georgetown University, in Washington, D.C., when COVID-19 struck. Classes went online, and she moved back to Ukraine. In the midst of that disruption she saw an opportunity to develop her business idea, called Movadex, by tapping Ukraine’s pool of talented young engineers. Then Russia invaded in early 2022, during her final semester. Taking online classes from bomb shelters and helping employees evacuate to safer parts of the country was surreal, she says, but the team kept the company afloat and she graduated later that year.
In 2023, Mikadze-Struk took a hiatus from her business to pursue an MBA at Stanford University, which she completed this year. In her precious spare time she’s been advising startups and giving talks, using her unique perspective to promote the need for resilience in entrepreneurship—something she thinks is increasingly important in the software industry as AI coding tools upend old business models.
“You need to be okay with risk, you need to be resilient. You need to be okay with disruption and okay with uncertainty,” she says, “because this is inevitably going to be part of this industry for the foreseeable future.”
Mikadze-Struk’s parents had settled in Ukraine after fleeing conflict in the Abkhazia region of Georgia in the early 1990s. “They left everything behind,” she says. “You can look on Google Maps and zoom in on where their houses were and it’s all rubble.”
Despite this backstory, Mikadze-Struk says she and her sister had a conventional middle-class upbringing in Kyiv. Her father ran a small shop and her mother was a stay-at-home mom. Her parents placed an emphasis on education and encouraged her to study hard and take part in extracurricular programs such as Ukraine’s Junior Academy of Sciences, which introduces students to research.
“They weren’t rich, so they knew that our way to make it in life was not through investments, but through merit-based accomplishments,” she says.
When Mikadze-Struk was 14, her family discovered the newly launched Ukraine Global Scholars program, a nonprofit that helps talented students secure scholarships abroad. The program helped her win a full scholarship to the Emma Willard School, a private girl’s school in Troy, N.Y.
After graduating high school in 2018, Mikadze-Struk was accepted to Georgetown to study business administration. But it was outside the classroom that her career direction began to take shape. She won a startup competition with a medical device she had developed for a school project and, while the business idea didn’t go anywhere, it sparked an interest in entrepreneurship.
Ukraine’s software industry was booming, and she began attending startup events and competitions in her home country the summer before starting college. There she met her eventual cofounder Nor Newman.
Despite both being just 18, they saw a gap in the market. The pair noticed many founders had strong ideas but lacked the technical expertise to realize them, while talented engineering students often struggled to gain real-world experience. Newman had begun informally connecting startups with his college friends, but the pair soon saw commercial potential. “We realized we could actually create our own startup studio and help startups as a team, versus just connecting people,” says Mikadze-Struk.
Then, when the COVID-19 pandemic struck in early 2020, halfway through her sophomore year, it brought both disruption and opportunity for Newman and Mikadze-Struk. While travel restrictions and lockdowns made life complicated, there was also a surge of companies looking to move their business online. “COVID really skyrocketed everything we were doing,” she says.
Sensing an opportunity, Mikadze-Struk and Newman incorporated Movadex in Ukraine in early 2020. From the start, they decided to focus on not only providing engineering talent, but also helping startups with product development. Many times, says Mikadze-Struk, a founder’s vision for the software doesn’t line up with what users actually want. “What really helped us grow is not just the engineering or quality of code, but rather a holistic approach to creating a product and actually getting into the brain of the user,” she says.
Back in Ukraine, Mikadze-Struk had to juggle this booming business with studying remotely—taking classes at night and working during the day. It was exhausting, she says, but it also allowed her to immediately apply what she learned in business classes to building her startup.
Having successfully navigated the pandemic, Mikadze-Struk was dealt another wild card. In early 2022, Russia invaded Ukraine and her life was again turned upside down. It was particularly traumatic for her family, having already been forced from their home in Georgia once by war.
In 2023, Mikadze-Struk took an extended leave from her company to pursue an MBA at Stanford.Christie Hemm Klok
“For my parents to experience their daughters going through all the same things they had gone through was really heartbreaking,” she says. “But at the same time, because I’d heard so much about their story of resilience I had power in me to not fully break down.”
On the day of the invasion the founders told employees to take the day off and emailed clients to warn of potential disruptions. The next couple of days were spent checking on staff and evacuating as many as possible to their headquarters in Lviv, in Western Ukraine.
By the following Monday the business was back up and running. Soon afterward, they partnered with the Lviv IT Cluster business association’s nonprofit arm to help resettle refugees from the eastern part of Ukraine, where strikes were focused, and offer job placements. Throughout this period, Mikadze-Struk was also completing her final year at Georgetown remotely. “Half of my senior year was actually spent in bomb shelters,” she says.
That summer, Mikadze-Struk graduated with a bachelor’s degree in business administration and learned she had been accepted onto Stanford University’s MBA program. In 2023, she took an extended leave from Movadex and moved to California. She also gave birth to her daughter in 2024.
Balancing studies and parenthood was already a full-time job, but she continued to engage with the startup ecosystem by volunteering as a startup mentor and public speaker. Now, after graduating from Stanford, she is stepping back into a more active leadership role at Movadex, where she hopes to drive the company’s expansion into the United States. She also wants to develop a stronger focus on helping customers understand and implement AI in their businesses.
While AI is undeniably disrupting the tech industry, Mikadze-Struk, now an IEEE Senior Member, is fundamentally optimistic about its impact. “The way AI democratized access to building software and to prototyping…is just mind blowing,” she says.
But it will require a significant shift in mind-set for engineers, especially junior developers hunting for jobs. They need to “fall in love with AI” and embrace it as a powerful copilot, she says. As these tools increasingly take over the nuts-and-bolts work of coding, engineers also need to nurture higher-level skills like systems thinking and architectural design.
Perhaps most importantly, given the rapid pace at which the technology is evolving, engineers need to nurture their adaptability and resilience. “It’s both exciting and scary, because you don’t know what tomorrow will bring.”
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Microsoft has attributed a recent Mastra AI supply chain attack that compromised more than 140 npm packages to the North Korean hacking group Sapphire Sleet, also known as BlueNoroff.
This attribution comes after Microsoft first disclosed earlier this week that attackers hijacked an npm maintainer account and used it to publish malicious package updates.
“Microsoft assesses with high confidence that this activity is attributable to Sapphire Sleet, a North Korean state actor that primarily targets the financial sector,” the company said in a June 19 update.
According to Microsoft, the attack began when threat actors compromised the npm maintainer account “ehindero,” which had publishing privileges across the Mastra package environment.
Using the account, the attackers published malicious updates for more than 140 packages in the @mastra scope that injected a malicious dependency named “easy-day-js”. This dependency is a typosquat of the legitimate and widely used dayjs JavaScript library.
When the compromised packages were installed, the malicious dependency executed a post-install hook that deployed a malware dropper on developers’ devices, ultimately aimed at stealing sensitive credentials, API keys, authentication tokens, and cryptocurrency wallets.
“Once installed, easy-day-js triggered a postinstall hook that executed an obfuscated dropper script, disabled Transport Layer Security (TLS) certificate verification, contacted attacker-controlled command-and-control (C2) infrastructure, downloaded a second-stage payload, and executed the payload as a detached hidden process,” explains Microsoft.
The downloaded second-stage payload was a cross-platform information stealer designed to target Windows, Linux, and macOS systems
The implant collected information about the host, browser histories, installed applications, and running processes, and checked whether 166 cryptocurrency wallet browser extensions were installed, including MetaMask, Phantom, Coinbase Wallet, Binance Wallet, and TronLink.
The malware also used different persistence methods depending on the operating system, such as Windows Registry Run keys, macOS LaunchAgents, and Linux systemd services.

Microsoft says systems that communicated with the attackers’ command-and-control servers had follow-on activity that utilized tactics previously associated with Sapphire Sleet.
This includes the deployment of a PowerShell backdoor previously used by the group, additional persistence mechanisms, Microsoft Defender exclusions, and a malicious Windows service that granted SYSTEM privileges.
“The PowerShell backdoor, tradecraft, and C2 infrastructure have been used by Sapphire Sleet in other, prior campaigns,” Microsoft explained.
Sapphire Sleet is a North Korean state-sponsored threat actor known for cryptocurrency theft campaigns, malicious browser extensions, fake job offers, and software supply chain compromises designed to steal credentials and cryptocurrency assets.
Microsoft says the group was also responsible for a separate npm supply chain attack on the Axios HTTP client in April 2026.
Security teams log 54% of successful attacks and alert on just 14%. The rest move through your environment unseen.
The Picus whitepaper shows how breach and attack simulation tests your SIEM and EDR rules so threats stop slipping by detection.
For those who want a career that encompasses all that is positive about the technology space and that leaves the world a more equitable place, Industry 4.0 is a gamechanger.
For many within Industry 4.0 type careers, there is often no one way to define or describe a role. With the advancement of working expectations and technologies, many roles have morphed into one another, to form hybrid jobs that cover many areas. That is certainly true of careers in sustainability that sit at the intersection of the business, environmental and tech landscapes.
The professionals who operate within technology-driven sustainability-focused roles are often expected to wear many hats to address the problems of a modern era, in a modern way.
With that in mind, what skills are needed for those who envision a career in a space where business acumen, tech-knowledge and a passion for a leaner, greener and cleaner world, merge? And what kind of companies have a need for a professional with this particular skillset?
When job hunting, it can be difficult to find an organisation that perfectly aligns with your professional or even personal goals, as well as one that is genuinely committed to making a significant and lasting change. For the most part companies will say and do the right things initially, but what is important is sourcing the organisations that have a history of blending their long-term sustainability and technology strategies, so you have evidence of their commitment. This might be in a large multinational or an SME – regardless, make sure you research a company and even ask about their policies and opportunities before fully committing to a role.
It is also critical that, especially in the early days of your career, you don’t put yourself in a box because you can’t find the right title, or because the organisation itself isn’t in the sustainability space. The joy of working in this capacity is that you get to be the drive behind an organisation’s commitment to doing better. So roles in areas such as climate data science, renewable energy, AI solutions architecture, digital twins, additive manufacturing, smart manufacturing and more, in diverse companies, create opportunities to better align an organisation with future sustainability goals. It makes an impact.
As with any job in an industry that depends on major technological achievement, popular in-demand skills include AI, machine learning, data analytics, 3D imaging, IoT and so on. But when you are working in a sustainability-driven Industry 4.0 role, there are additional abilities that are needed to make up a robust skillset. Many of those skills fall under what is known as the circular economy.
The circular economy is a system by which global production and consumption focuses on sustainable, less harmful practices such as sharing, leasing, reusing, repairing, refurbishing and recycling existing materials and products as long as possible. An item’s life cycle and potential for use is extended and waste is reduced to a minimum in this system.
To achieve a circular economy, companies and their employees need to rethink how they engage with supply chains, the manufacturing process, energy usage, waste disposal and other key areas to avoid the more wasteful linear economy that tends to adopt a ‘use it and throw it away’ kind of mindset.
Skills to prioritise in this area include systems thinking, which is the ability to better understand how all parts of a value chain, the materials, supplies, consumption, waste recovery, policies and infrastructure work in tandem.
Also, consider circular design skills, which enable a professional to design and develop materials and items that are durable, repairable and reusable, effectively undermining ‘planned obsolescence’, which is the practice of deliberately making something fragile, less-powerful or prone to wear and tear, so you have no choice but to replace it – often too soon.
Another important element of careers in the sustainability and Industry 4.0 space, is the ability to advocate for the work itself and to show its value in a way that is measurable and irrefutable.
As mentioned before, careers in this area are no longer ‘just one thing’, rather professionals cover strategy, operations, policy, consultations, finances and green technologies, often while managing teams and dealing with internal and external communications.
With that in mind, professionals need to have a significant understanding of how the business works financially, how the budget can accommodate new green initiatives, how it might align regional climate-focused guidelines, as well as how to report and disseminate findings, outcomes and other relevant information.
This may require a commitment to education, a focus on leadership and management skills, a study of specific frameworks, analytical skills and capability in public speaking and engagement. If you aim to work as a consultant for an organisation or with larger institutions and government bodies, presentation skills could be of use.
The thing about careers in this space is that there are so many opportunities for qualified and ambitious tech professionals to make their role sustainability focused. We have only just scratched the surface here, so if your job sits at that intersection, don’t be panicked about choosing a lane, forge your own course.
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Although the basic principle of radio direction finding is easy to understand (measure the phase difference between different antennas, then calculate the angle of arrival from this difference), the radio hardware to actually implement this has historically been hard for hackers to access. The QuadRF project aims to change this by building a phase-coherent four-channel SDR which makes direction mapping easy (GitHub repository).
The QuadRF uses two boards: one to receive and pre-process radio waves, and a Raspberry Pi 5 for additional processing. The RF board has four patch antennas, each capable of either transmitting or receiving in the 4.9 GHz to 6.0 GHz range, with switchable right- or left-hand polarization. For on-device processing, it uses a Lattice ECP5 FPGA, which uses two MIPI cables to connect to the camera and display interfaces on the Raspberry Pi. These form a very high-speed data exchange, and after further processing, the Pi can pass data on over Ethernet or Wi-Fi. Individual QuadRF boards can connect together in a lattice grid to form larger phased arrays.
The QuadRF’s software shows off its real strength: it’s compatible with standard programs like GNU Radio, but it also hosts a few of its own programs. The most striking of these is an “RF camera” which scans its entire frequency range at 30 fps, tracking the direction of detected signals and visualizing them on a spatial plot. When overlaid on a camera feed, this plot lets one easily see the radio signals emitted from electronics; as an example, the creators tracked a drone in flight, even distinguishing the two radio transmitters on the drone.
This isn’t the first multi-antenna SDR we’ve seen, though this is the first that could transmit. It’s important to be careful, though: some applications of this kind of hardware run afoul of arms regulations.
Thanks to [Swake] for the tip!
Security
Hunting and fishing license incident catches 3M residents
The Texas Parks and Wildlife Department (TPWD) says 3 million Texans had their data stolen following a breach at one of its suppliers.
People with state-issued hunting and fishing licenses are among those affected after attackers breached the vendor that handles license sales and copied customer data.
Details of victims’ driving license and passport numbers may be present in the leaked data. Basic personal information, such as email addresses, phone numbers, and residential addresses also leaked.
Social Security numbers (SSNs), financial data, or information relating to minors were not involved, according to the department’s disclosure.
According to a filing with the Office of the Attorney General, the attack on the unnamed vendor affected 3,087,721 Texans. The filing appears to contradict the department’s disclosure, noting that individuals’ names and SSNs were also involved.
Affected Texans were offered the usual one year of free credit monitoring services provided by Kroll, as long as they enroll by September 14.
A Kroll webpage dedicated to the incident reveals that an investigation has not determined when the breach took place. The department notified Texas Cyber Command on May 13, however.
“We recognize the seriousness of this issue and have identified and implemented additional security options to better protect customer information,” said TPWD. “Many of our staff are hunters and anglers and were affected by this incident. We are committed to continuing to work with the license system vendor to implement increased safeguards to prevent future incidents.”
TPWD said it is working with the affected vendor to introduce additional preventive measures, including enhanced monitoring and access controls.
The org went on to say that new license sales currently scheduled for August will go ahead as planned, although the website used to purchase licenses was unreachable at the time of writing. ®
THX Ltd. has spent more than four decades teaching moviegoers to expect the room to move before the film even begins. Founded by George Lucas in 1983 and developed out of Lucasfilm’s push to improve theatrical sound and presentation, THX became inseparable from Tomlinson Holman’s work, James A. Moorer’s thunderous Deep Note, and the kind of pre-movie trailer that made weak subwoofers beg for mercy.
The company’s latest Deep Note trailer, “Spark,” is not just another nostalgia play from one of cinema’s most recognizable audio brands. Now operating under Razer ownership after the 2016 acquisition, THX is using “Spark” to connect its Lucasfilm-era legacy with the next phase of immersive entertainment, including HDR10+ video and Eclipsa Audio. For a logo that once told audiences the theater was properly calibrated, this is THX trying to make the same argument in a very different format war.
Pro Tip: The first THX Deep Note trailer debuted in 1983.
“Spark” blends the nostalgia of THX’s Lucasfilm-era origins with a more modern visual and sonic presentation. The trailer reflects the company’s long-standing mission to help audiences experience movies, music, games, and home theater content closer to the way creators intended.
It also acknowledges THX’s role in raising theatrical presentation standards during the Star Wars era, when George Lucas and Tomlinson Holman pushed for better sound and picture quality in cinemas. More than four decades later, “Spark” gives the Deep Note a fresh identity while preserving the familiar slow build and signature crescendo that made the THX trailer part of the moviegoing experience.
“As entertainment evolves, so does the role THX plays in bringing a creator’s full vision to audiences,” said Tuyen Pham, chief executive officer of THX Ltd. and veteran immersive audio innovator. “This trailer honors our legacy while embracing a future for open technology format standards for broader access for creators and deeper enjoyment by the audience. By releasing the Trailer in HDR10+ and Eclipsa Audio, we are empowering more storytellers, artists, and technologists to build extraordinary experiences that reach fans exactly as intended—faithfully, powerfully, and without compromise, with technology accessible to all via open standards of excellence and fidelity.”
The artistic approach for “Spark” is intended to symbolize imagination taking shape as an audiovisual journey, beginning with a “spark” from THX’s early innovations and media playback standards. It celebrates the creative possibilities of today’s entertainment landscape across concert venues, cinemas, home theaters, gaming rooms, and mobile devices enjoyed with headphones.
“THX was built on the idea that technical rigor and artistic ambition go hand in hand,” said Grace Qaqundah, senior vice president, THX Ltd. “Spark is a tribute to our history and a beacon for what lies ahead. We are thrilled to share it with audiences around the world as a spark of what’s possible when imagination meets high fidelity.”
The Spark also marks the first THX trailer released in the new open standards HDR10+ video and Eclipsa Audio. This is a strategic movie by THX that illustrates their commitment to open standard technology ecosystems that enable broad creator adoption and high-fidelity experiences across theaters, home entertainment, gaming platforms, and certified devices.
Samsung has been one of the first major TV brands to support Eclipsa Audio, bringing the format to its 2026 TV and soundbar lineup. HDR10+ also has a much broader device footprint, with more than 22,000 certified products across categories including TVs, computer monitors, projectors, automotive displays, tablets, mobile phones, streaming devices, AVRs, and Blu-ray players. Supporting brands include Samsung, Panasonic, JVC, Xiaomi, TCL, Hisense, and Skyworth.
“Spark” is also expected to appear in THX Certified Cinemas in the second half of 2026, as well as on displays from THX brand partners and THX Certified devices.
The inclusion of both HDR10+ and Eclipsa Audio follows THX’s recent expansion of its audio/video technology laboratories in Asia. The company’s Shenzhen lab has been named an Authorized Test Center for both HDR10+ and Eclipsa Audio certifications for consumer electronics and home theater devices.
For more details, see our reference article: THX Expands Global Certification with New Shenzhen and Taipei Labs, Adds HDR10+ and Eclipsa Audio Testing.
The THX Deep Note has been part of the cinema experience since 1983, when it debuted ahead of Star Wars: Episode VI — Return of the Jedi. That history matters because THX helped establish the idea that going to the movies should come with a higher standard for sound, picture, and presentation, not just a bigger screen and a sticky floor.
Since then, theater chains and studios have pushed premium formats such as IMAX, Dolby Cinema, ScreenX, RPX, and others, but the THX Deep Note still carries a very specific meaning for moviegoers. It is a signal that the room, the sound system, and the presentation are supposed to matter. “Spark” updates that ritual for today’s immersive cinema landscape while keeping the familiar build that tells audiences the outside world can wait for the next two hours.
THX says “Spark” is expected to debut in THX Certified Cinemas in the second half of 2026, along with appearances on displays from THX brand partners and THX Certified devices.
For more information: thx.com/deepnote/
When you first think of music streaming services, Pandora probably doesn’t come to mind before other platforms, even though it was once a staple. But it’s definitely not one to forget about, especially if you’re keen to find a more affordable alternative to Spotify Premium. In case you need a refresher, or this is your first time hearing about it, Pandora is a music, podcast, and comedy streaming platform primarily based around customizable online radio stations.
You can use Pandora for free — or, if you want to unlock more functionality, you can subscribe to a paid tier. The cheapest paid tier, Pandora Plus, is $4.99 per month, making it a much more affordable option than the majority of other music streaming services. This tier gives you access to custom radio stations uninterrupted by ads, alongside unlimited skips and limited offline listening.
There is a small catch, though, and it’s an integral part of how Pandora Plus works. Since it revolves around personal radio stations and custom listening experiences, it doesn’t really prioritize searching for and picking out individual songs on demand — at least not without listening to an ad first. So, if you frequently find yourself reaching for your phone to hear one specific song, you might decide to opt for Pandora Premium for $10.99 instead. But if you don’t mind letting Pandora’s algorithm work its magic and listening to the occasional ad, then Pandora Plus could suit you just fine.
Exactly how Pandora compares to its competitors like Apple Music, Spotify, or Tidal, depends on which tier of Pandora you’re using. For example, Pandora and Spotify’s respective free tiers aren’t all that different from one another, as they both set restrictions around your ability to select and play a specific song, and they both include ads. Similarly, Pandora Premium is roughly on par with other streaming services’ premium tiers in terms of functionality, offering ad-free access to its entire library, unlimited skips, offline listening, and playlists.
The real differences between Pandora and other streaming platforms arise with the mid-tier Pandora Plus, because of its focus on stations instead of purely listener-directed listening. With this tier, you’ll spend more time listening to algorithmically informed, never-ending playlists, rather than specific albums, artists, or songs. However, it’s not solely Pandora driving the music. You get plenty of say over what you’re listening to, since you can skip as many songs as you want, and there are several different stations to choose from. Plus, you influence the stations based on your tastes, and by giving any given track a thumbs up or thumbs down. You can also download stations to listen to offline.
Pandora Plus effectively creates a kind of bridge between free and premium subscriptions, which differs from how other platforms work. For that reason, it might not serve as a one-to-one replacement if you’re hoping to ditch your Spotify or Amazon Music subscription. That doesn’t mean that it couldn’t work as an alternative, particularly if you regularly find yourself flicking between Spotify mixes or artist radio stations on Tidal.
Pandora stations work a little differently from autogenerated mixes or playlists on some other streaming services, and that’s because it uses something called the Music Genome Project. According to Pandora’s official website, the Music Genome Project is the “most comprehensive analysis of music ever undertaken,” and it’s a bespoke musical database that has been compiled for more than 20 years. It keeps track of a massive amount of different details about every song logged on the service. That project is what provides the backbone of your listening experience when you tune in via Pandora’s stations.
When working on the Music Genome Project, Pandora’s researchers log information into the database on a song-by-song basis, rating each track based on hundreds of different parameters. This information is then used to create networks and relationships between different songs to find similarities. That’s a much more granular approach than just finding different artists that may be similar to one another, which makes the database much more detailed — and arguably, more accurate.
When you give a song a thumbs up or down on a station, it tells Pandora what you do or don’t like about it, such as its key, rhythm, or instrumentation. That makes it far more likely to find another song that sounds similar to the one you liked than if it were basing its algorithm on a rough idea that two artists generally belong to the same genres, or that their music came out around the same time.
Optical computing has emerged as a promising alternative to traditional electronic systems struggling with increasingly large-scale AI and deep learning workloads.
By harnessing the physical properties of light, including interference and diffraction, optical computing systems offer faster speeds, better energy efficiency, and stronger parallel processing capabilities.
Chinese researchers have now proposed a digital twin model that fundamentally changes how these complex systems are developed and tested.
Traditional optical computing systems face a persistent challenge, since task development relies heavily on direct access to physical hardware platforms.
When multiple researchers need to work with the same system, they typically wait in line, then repeatedly tune parameters and perform error calibration before any genuine computation can begin.
Once one user finishes, the next often must readjust the entire system state, making parallel research nearly impossible across competing projects.
That cycle of waiting, tuning, and recalibrating drives up trial-and-error costs while severely limiting overall research efficiency.
To address that bottleneck, researchers developed what they call the Digital Twin Optical Computing System, or DT-OCS, published in Opto-Electronic Advances.
The framework constructs a digital model that reproduces the input-output responses of a physical optical computing system across different configuration parameters entirely within software.
If the physical system resembles an expensive, heavily occupied real machine, researchers describe DT-OCS as functioning like a high-fidelity simulator running alongside it.
Using a high-speed optical computing system paired with a silicon photonic feature-computing chip, the research team tested DT-OCS on image classification and sequential decision-making tasks.
The results showed that configuration parameters trained and optimized within the digital twin transferred directly to the physical system without requiring further adjustment.
Task performance on the physical hardware matched the digital model’s predictions closely, validating both the fidelity and transferability of the entire approach.
Because training and optimization happen primarily within the digital domain, researchers can now develop multiple distinct tasks simultaneously rather than queuing for shared hardware access.
The team has also made the DT-OCS framework and its associated datasets openly available.
This will allow other researchers to conduct training and validation without ever touching physical equipment themselves.
According to the researchers, they designed DT-OCS as “a reproducible, accessible, and scalable software resource for wider sharing and validation.”
The openness effectively transforms optical computing from a specialized resource constrained by device availability into something closer to a shareable, reproducible research platform.
The researchers argue that future optical computing systems should pair physical hardware with openly available digital models offering equivalent computational behaviour.
Drawing a comparison to how modern transportation depends on both physical roads and continuously updated digital maps, they suggest mature optical computing platforms need a similar dual structure going forward.
Via EurekAlert
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Anyone who’s Googled themselves recently knows that it doesn’t quite hit the way it used to. Sure, there’s everything going on with Google search itself, but there’s also an inescapable feeling that web search isn’t the canonical source of information that it used to be, with just as many people learning about you and me from chatbots.
Thomas Dimson and Joey Flynn had a similar feeling, leading them to create In the Weights. The “weights” in question are the numerical parameters that shape an AI model’s training and output, so the website purports to measure how well “a model is able to recall someone without using tools like web search.”
“Being in the weights means your existence was deemed important in the process of creating superhuman artificial intelligence,” the website says.
To achieve this, In the Weights supposedly queries different models (including Grok, Gemini, multiple versions of GPT, Claude, and Llama, plus lesser known models) with a question similar to, “Who is

For example, this humble tech blogger received a strength score of 641, placing me in the top 6% of names. I was feeling pretty good until I saw that multiple TechCrunch colleagues scored even higher. And the leaderboard has been shifting as I write this post, with “Home Alone” star Macaulay Culkin currently in the top slot with a strength score of 988, followed by opera singer Luciano Pavarotti.
The results also show which models returned answers for a given name, and they highlight potential hallucinations — apparently GPT-5.4 Mini says that Anthony Ha is an “ambiguous name form that could refer to multiple people with the initials A.H.A.”
Asked why he built In the Weights, Dimson told TechCrunch via email that he and Flynn were looking to “get the creative juices flowing again” after leaving OpenAI (which they both joined through the acquisition of their design startup Global Illumination).
Dimson said he was thinking about how “Google vanity searches are the wrong objective in 2026 as more traffic moves to LLMs” and about the fact that “so many lives are encoded somehow in a bunch of floating point numbers inside the AI brain.” He also said the direction of the site was “sealed” by a tongue-in-cheek blog post riffing on AI weights and Terry Bisson’s classic short story “They’re Made Out of Meat.”
“Reception has been insane so far, we thought this would be a mild curiosity but it seems like it has struck a nerve of wanting to see if you live forever in the super intelligence (the comparison factor doesn’t hurt either!)” Dimson added.

While I’m not as convinced that being “remembered” by a chatbot is a guaranteed ticket to immortality, I can’t deny that I find the results both intriguing and jealousy-inducing, especially since they’re codified in an easy-to-compare score. (AI critic Anthony Moser scoffed that this is “literally the same as asking 13 chatbots to tell you about yourself.”) Also helping: The fact that the site features a cute, Nintendo-inspired retro design.
Dimson said he plans to dig in further into why different models in the same series return different results, which models are biased towards different types of people, and which people “should have a Wikipedia article but don’t.”
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Learning to drive might be less of a priority than it once was for American teenagers, but the majority still have their licence by the time they turn 19. Depending on where they live, some teens might need to wait a few years longer than others to get on the road. As shown by the Insurance Institute for Highway Safety, the lowest age for getting an unrestricted driver’s license varies from state to state, with some states requiring drivers to wait until they’re 18 to drive without curfews and passenger restrictions.
In contrast, the lowest minimum age for an unrestricted driving license is 16. Only a handful of states allow drivers who have just turned 16 to hold a regular license: They are Idaho, Montana, North Dakota, and South Dakota. In Montana, 16 year old drivers have to have held their license for 12 months or more in order to get nighttime and passenger restrictions lifted. A range of other states lift restrictions at 16 years and six months, including Arizona, Kansas, Mississippi, and New Mexico, among others.
The minimum entry age for learners similarly varies between states, with the lowest age across the country being 14 years old. Drivers in Alaska, Arkansas, Iowa, Kansas, North Dakota, and South Dakota can all get a learner’s permit at the age of 14.
Anyone looking to get their license will need a car to practise in, and if you’re a first timer looking to purchase your first car, it’s worth choosing your new ride carefully. Picking a car with modern safety features should give you extra reassurance in the case of an accident, even though it might not be the cheapest option on the market. When asked, Jay Leno suggested that cars from 2005 onwards are a good bet, but at a minimum, making sure you have something with airbags and modern seatbelts is advisable.
Plenty of car enthusiasts like the feeling of control and involvement that a manual transmission gives them, but learning to drive stick also comes with its own challenges. There are a few beginner tips worth keeping in mind when you start learning, like memorizing your car’s shift pattern, that should make it a little easier.
After you pass the learner stage, all states have an intermediate stage that imposes restrictions about the time of day you can drive and the passengers you can carry. The restrictions vary considerably between states, so be sure to check restriction rules before you head out on the road. To have those restrictions lifted, you’ll usually need to have held your license for a set period of months, or reach a specific age, but again, the time period and age requirements vary depending on where in the country you live.
The partnership does not affect Blacknight’s leadership, workforce or day-to-day functions, the company said.
Carlow-based web hosting company Blacknight has been acquired by European digital services group Your.Online.
Blacknight has secured long-term investment from the Amsterdam-based company to position itself for the next phase of its growth, it said in a statement.
The company did not disclose details of the transaction, but CEO Michele Neylon told SiliconRepublic.com that Blacknight has “reinvested substantially” into the new entity.
Your.Online partners with entrepreneurs, providing promising digital brands with the funds and expertise needed to grow. Blacknight is its first portfolio company based in Ireland.
Founded in 2003 by Neylon and Paul Kelly, Blacknight began as a small hosting business operating from a house in Carlow town.
In the more than two decades since, the company has grown into one of Ireland’s leading domain registrars with more than 90,000 customers across Ireland and internationally.
The company employs nearly 60 people and operates its own infrastructure from multiple data centre locations across Ireland.
It provides domains, hosting, cloud infrastructure, email, co-location and online solutions to businesses, developers, organisations and entrepreneurs.
It entered the national broadband market for homes in 2021, reacting to a growth in work-from-home set-ups following the Covid-19 pandemic restrictions.
The partnership with Your.Online allows Blacknight to access additional resources and expertise to accelerate investment in infrastructure, cloud services, security and customer solutions, the company said.
Blacknight will continue to operate independently under its established brand, with Neylon and Kelly remaining in their leadership roles alongside the existing team. Day-to-day operations also remain unchanged. Neylon said that the company plans to hire and expand both in Ireland and overseas.
“This is not about changing who we are,” said Neylon. “It is about strengthening the foundations for the future.
“Blacknight has always believed that Ireland deserves world-class digital infrastructure delivered by people who understand the local market. Joining Your.Online ensures we can continue building for the long term while remaining true to the values that brought us here.”
Chief technology officer Kelly added: “We have always taken a long-term approach to technology, infrastructure, and customer relationships.
“Becoming part of Your.Online allows us to continue investing in innovation and resilience while staying true to the principles Blacknight was built on.”
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