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.
AI agents are increasingly proficient at executing business tasks autonomously, but IT leaders are cautious about granting permissions to access enterprise systems.
Part of the challenge lies in how AI reliability is measured. Industry standards often rely on EVAL scores, which provide a static snapshot of performance rather than a measure of overall reliability. These metrics can fail to capture predictability across prompts, environments, and input types, said Bryan Silverthorn, director of the AGI Autonomy research lab at Amazon.
Amazon’s AGI autonomy research lab is moving beyond raw performance benchmarks, focusing instead on a structured framework centered on consistency, robustness, predictability, and safety, Silverthorn told VentureBeat during an interview ahead of his session at VB Transform 2026.
Rather than assuming that models can be harnessed into safety, Amazon’s approach emphasizes decoupled systems, such as sandboxed environments where agents propose changes that are reviewed by humans before implementation.
This strategy aims to bridge the trust gap by prioritizing verifiable interactions, even in highly sensitive domains like finance, where the potential damage an agent can cause is significant.
In VentureBeat’s Q2 Pulse Research survey of over 100 senior technology leaders and buyers, just 4% said they are comfortable relying on model guardrails alone. When asked what worries them most about model guardrails, 40% said unauthorized access to tools or data and 27% cited prompt manipulation or injection.
At VB Transform, Silverthorn will share details of Amazon’s approach to trustworthy agentic AI and how companies can move from single-agent wrappers to multi-tool architectures that can self-correct mid-execution during his session titled Closing the capability-reliability gap: Inside Amazon’s framework for engineering trustworthy agents.
Another agentic ops and evals-focused session at VentureBeat’s flagship conference, happening July 14 and 15 in Menlo Park, is Intelligence at scale: How Waymo builds safe, efficient AI for the physical world with speaker Manasi Joshi, director of systems intelligence and machine learning at Waymo.
Interested in attending VB Transform 2026? A select number of complimentary passes are also available to senior technology leaders. Contact us to get yours. You can also purchase tickets here.

The idea of loading a comedy podcast onto the original 160 by 144 pixel screen of a Game Boy Color feels like a stretch even before any hardware enters the picture. The handheld dates back to 1998. It carries no wireless hardware, runs on an 8-bit processor, and originally shipped without a backlight. Still, Throaty Mumbo set out to make live YouTube playback happen on that exact platform and recorded the entire process.
Early tests began with a static image to get a feel for things, then he loaded a full-color Mario graphic onto an EverDrive cartridge to check if the Game Boy Color could handle images more advanced than those included. That tiny victory paved the stage for some movement. So the next step was to replace the screen, which involved removing the old non-backlit display and installing a brand new backlit LCD panel. Disassembling the item required some caution because those ribbon wires and plastic clamps don’t like to be messed with, but once the replacement panel was installed and the system turned up, the improvement was much improved visibility.
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With a reasonable view in front of him, the next step was to get some video up and running. He tested a couple homemade players, and it came out that one of them prioritized frame rate and produced smooth animation at the expense of some color depth. Another person attempted to jam more colors per scanline but suffered a slight decrease in frame rate, approximately five or six frames per second. Both of these DIY players employed specially encoded data sent through the cartridge slot, but getting the audio and video to sync perfectly proved challenging. These experiments verified, however, that the console could decode and display movies when the data arrived in the correct format and at the appropriate speed.

The next challenge would be getting new video data into the machine without needing to recreate complete segments in a cartridge from start. So, first, he tried routing everything through the Game Boy Color’s link cable connector. A PC transmitted frames to the handheld, which attempted to decode them in real time. What happened was that the link cable maxed out at 64 kbps, so throughput remained low, and the handheld’s processor struggled to keep up, resulting in graphics that sometimes took ages to show. Yes, the system worked for short demos, but it was far from capable of streaming video in real time.

However, a shift to wireless transformed the game, as he created a modified cartridge based on the GB Interceptor design. Then he added a Raspberry Pi Pico 2 microcontroller based on the RP2350 chip, which is wired directly to the breakout and accurately handles the timing for the cartridge bus, allowing it to respond to all memory reads from the Game Boy Colour in perfect sync with its clock. Then he added an ESP12F Wi-Fi module as a bridge, allowing the handheld to receive data without requiring a physical cable to be attached.

The entire pipeline works as follows: a nearby computer captures a copy of a YouTube stream using normal streaming tools, converts the video frames into a format that the Game Boy Color can read, and then sends the packed data via Wi-Fi. The ESP module then captures the stream and sends it to the RP2350 over an extremely fast SPI connection. From there, the microcontroller just sends the data to the Game Boy Color, as if a cartridge ROM were feeding it the pixels, much like a real game cartridge. Then there’s the GBC Tube software, which provides the user with an interface for searching for videos using an on-screen keyboard. Search results appear as low-resolution image thumbnails… and picking a title returns the video ID to the computer, which initiates the encoding and streaming process in the other way.

Audio takes a separate path, with the RP2350 spitting the sound from the incoming stream and sending it to a small I2S amp and speaker inside the shell. The video and audio are not precisely synced, however there may be some drift if you watch for an extended period of time. You still have two display options while watching: the high frame rate keeps the action moving smoothly, and the high color mode, which will produce richer colors but may sacrifice some smoothness in the process.

Seattle’s startup scene has the talent and the capabilities. What it’s short on is a culture of risk-taking and the support systems for the people willing to make the leap.
Those were recurring themes from a cross-section of the city’s tech community at a World Cup watch party on the GeekWire deck on Tuesday. For this summertime installment of our occasional Geek on the Street feature, asked attendees to finish this sentence: “Our startup ecosystem would be better if …”
Keep reading for answers, which have been edited for brevity and clarity.

Our startup ecosystem would be better if … “we had more resources for early-stage founders,” said Jen Haller, partner and chief of staff at Ascend, which backs early-stage founders building venture-scale companies. She noted that the community needs more “opportunities for them to learn how to build, to set up the structure of their company, to raise money.”
While there are many resources for startups, even very early ones, the city has a blind spot when it comes to supporting and providing development pipelines for less experienced founders.
She said the region also lacks ways to fund good companies that aren’t on a venture-scale path, the ones that won’t deliver the outsized returns that VCs chase.
“There are a lot of amazing companies being built that aren’t traditionally VC-investable,” she said. “We’re really missing ways to fund those founders and those ideas.”

Our startup ecosystem would be better if … “people took more risks,” said Matthew Barclay, a veteran of Google and Microsoft who is now co-founder at a stealth AI company. “That goes for the investors in this ecosystem.”
Seattle has a reputation for favoring safe bets, although Barclay cited some local investors who are taking the kind of risks more common in the Bay Area, particularly on the pre-seed side. The problem, he said, is that too many of the bigger names stay reluctant to roll the dice, and too much of the engineering talent is content with comfortable big-tech salaries.
“If there were more of a culture of taking risks here, you’d see that it would be the next level up,” he said. “We have the talent, the money is here, it’s just that risk-taking that I think is holding us back.”

Our startup ecosystem would be better if … people would “take more risks — be crazy,” said Emeka Alozie, a Seattle startup founder and mentor.
He wants to walk the city and feel that bold new companies are growing up around him, the way startups feel omnipresent in San Francisco. Seattle needs a visible culture of risk-taking, he said, and capital will follow.
“The capital will come once it feels like this is the place where, holy smokes, how can the next innovation not happen here?” he said.
But that requires making the leap feel possible, especially when the corporate path still feels like the safer bet.
“We need to create a safe space, a safe culture, a safe infrastructure, a safe climate to produce what is extraordinarily risky,” he said, “because it’s very safe to just get a job that pays you $200,000.”

Our startup ecosystem would be better if … “we had a truly centralized resource portal,” said Shannon Swift, founder and CEO of Swift HR Solutions, a human resources consulting firm.
Swift, who served as board member and chair of the Northwest Entrepreneur Network before it was acquired by the Washington Technology Industry Association in 2014, said the region once had organizations where founders knew exactly where to go for what they needed.
She said all the components of a startup ecosystem are here — the problem is that they’re not connected. The community would benefit from a single centralized hub to fill that gap again.

Our startup ecosystem would be better if … “people went off vibes,” said Jordan Baker, managing general partner at Athenaeum Ventures, a firm that focuses on identifying mispriced talent.
“I don’t want to see your pro forma. I don’t want to see a P&L,” he said. “I don’t want to see made-up numbers. I want to see an incredible founder with grit who’s going to bash their head against the wall every single day until success appears.”
Baker called it “blasphemous” to expect polished financials from a pre-seed company with no product, no customers, and no revenue. “That is why SF beats us: because they invest off of vibes,” he said, “and that’s something Seattle could do a little bit more.”
Netflix’s password-sharing crackdown isn’t over just yet. The streaming giant is now rolling out another change that could make shared household accounts a little more cumbersome, this time by asking every profile on an account to have its own email address. While the move isn’t designed to stop families from sharing a subscription, it does add another layer of identity verification that many users probably weren’t asking for.
As spotted first by CordCuttersNews, Netflix has begun introducing profile-specific email addresses, allowing each user on a shared household account to link their own email instead of relying solely on the primary account holder. Existing users are being prompted to add an email when switching profiles, while new profiles will require one during setup.

Netflix says the feature is meant to improve account security and make profile management easier. Individual email addresses will help users recover their own profiles, receive personalized notifications, and simplify future profile transfers if they decide to start their own subscription. The company also says it will make it easier to verify identities when logging into new devices, a change that naturally aligns with Netflix’s ongoing efforts to curb account sharing outside the home.

The rollout appears to be happening gradually across supported devices and regions, meaning not everyone will see the prompts immediately. Existing viewing history, recommendations, and watchlists will remain tied to each individual profile.
Unsurprisingly, the rollout hasn’t gone down well with users. Reddit is already filled with complaints from people who find the new email prompt unnecessarily intrusive. A few users have shared what appears to be a temporary workaround by disabling Feature Testing under Account > Security on the web, but since Netflix hasn’t officially acknowledged it, there’s no guarantee the fix will last.

The change doesn’t stop families from sharing a household account, but it does reinforce Netflix’s long-term strategy of giving every profile its own identity. For some, adding an email is a one-time task. For others, especially households with profiles created years ago for children or less tech-savvy family members, it’s simply another layer of friction. From Netflix’s perspective, it makes profiles easier to secure and eventually transfer. For users, it’s one more reminder that sharing a family account isn’t quite as effortless as it used to be

Parents watch their children reach for screens earlier each year. Short videos and social platforms pull attention hard, and the effects show up in shorter focus, less interest in slower activities, and early exposure to material that simply does not belong in a young life. One father decided the standard options did not fit what he wanted for his seven-year-old son. He took an older laptop and shaped it into something different.
The machine began life as a Corsair Voyager A1600, a beast of a machine with more power than was required to handle the majority of what we were going to throw at it. He ensured that it had enough horsepower to keep things working smoothly even when he had multiple instructional programs open at the same time. A few modifications in the BIOS settings were required to reduce the fans to a whisper and get the trackpad to behave properly by eliminating accidental touches, because when precision is required, we prefer to use a separate mouse.
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As it is, the system feels robust, responsive, and quiet, with no annoying fan noises. Kubuntu was chosen as the foundation operating system because it provides a consistent day-to-day functioning with relatively low memory requirements and complete control over the screen’s appearance. Installation was a bit of a trial and error process using a few different USB tools before it finally clicked, but once installed, the system was smooth sailing, with no need for constant babysitting. The upgrade process is fairly methodical, as opposed to the all-at-once events that some other platforms are known for, which is exactly what we desired.

The desktop has been reduced down to its minimal bones, with a few large icons for the programs the child actually uses displayed prominently. The usual comprehensive menu, including all loaded apps, is not available; nevertheless, a simple clock remains visible. There are no superfluous panels or notice sections that take up space. The concept is that the child opens what they need and stays there, while adults may still access the whole menu or a terminal via a few keyboard commands when something needs to be changed.
Safety was a top priority. Before any software is launched, a free service is utilized to filter out the bad stuff, including DNS filtering to prevent known adult content, malware sites, and other trouble locations. Only allowed web activities are accessible in the browser as direct shortcuts, because at 7 years old, we weren’t about to turn them loose on the wide web. The browser only allows access to pre-selected games or utilities; everything else is restricted and inaccessible.

The majority of the space is taken by a collection known as GCompris, which has dozens of activities to keep the child entertained. There are games to assist improve early reasoning, alphabet practice, elementary math, science explorations, and creative projects all in one place. The images are clear, and the feedback is kind, so even if the child makes a mistake, they are rewarded for trying again. KidPix brings drawing to life, allowing you to transform a blank sheet into a work of art complete with stamps, sounds, and all the colors. A basic paint software is included for when they wish to get more creative with shapes and fills.
Scratch Jr allows kids to bring games to life by dragging blocks to move their characters, adjust the scene, and narrate simple stories. Meanwhile Teach Your Monster has a way of sneaking in some reading and math practice through delightful small adventures that don’t feel like work at all. Other fun options to look into include a fancy dress-up game with a potato head character, a simple maze where a mouse chases pizza, a classic Minesweeper puzzle that keeps them thinking, a calculator that they probably already enjoy using, and a word processor that gets them typing away at an early stage. Not to add a small weather monitor on the desktop that connects the screen to what’s happening directly outside the window.
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Amazon Web Services and Microsoft Azure are now so important to Europe’s digital economy that they may be required to comply with additional rules when doing business with customers in the EU. Otherwise, they could face hefty fines.
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The U.S. Cybersecurity and Infrastructure Security Agency (CISA) is giving federal agencies until Sunday to patch a vulnerability in Cisco Unified Communications Manager Server that is being actively exploited.
Identified as CVE-2026-20230, the security issue is server-side request forgery (SSRF) and has been added to the agency’s catalog of Known Exploited Vulnerabilities (KEV).
Per Binding Operational Directive (BOD) 26-04, the remediation is deemed urgent and must addressed by Sunday, June 28.
Cisco marked CVE-2026-20230 with critical severity and released a patch on June 3, warning that it could be exploited remotely and without authentication via specially crafted HTTP requests.
At the time, the company noted that a proof-of-concept exploit existed, but had found no evidence of active exploitation.
Last weekend, threat detection startup Defused observed the vulnerability being exploited in attacks to write arbitrary text files to affected endpoints.
It is currently unknown what type of threat actor is leveraging CVE-2026-20230 in attacks.
CISA has also added CVE-2026-12569 to the KEV catalog, an improper input validation flaw impacting the PTC Windchill and FlexPLM software products.
Both are product lifecycle management (PLM) systems developed by PTC specifically for the manufacturing, engineering, retail, footwear, apparel, and consumer products industries.
CVE-2026-12569 is a critical-severity remote code execution (RCE) vulnerability that can be exploited through the deserialization of untrusted data.
PTC disclosed the issue on June 18 and published a security advisory, pointing customers to the complete list of vulnerable Windchill and FlexPLM versions and urging them to immediately take remediation steps.
According to the vendor, the flaw affects all versions up to 11.0 and multiple versions of the 11.1, 11.2, 12.0, 12.1, and 13.0 release branches.
CISA set the same June 28 deadline for federal agencies to patch CVE-2026-12569.
Agencies and organizations bound by BOD 26-04 should take immediate action to secure their systems by applying available security updates and vendor-recommended mitigations, or stop using the products mentioned by the set deadline.
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.
In the immediate aftermath of Microsoft’s announcement that it was raising prices of the Xbox Series X and S for the third time this generation, a tiny trend broke out on our technology news feed. A smattering of stories appeared encouraging readers to run out and buy an Xbox console before the price hike goes into effect on August 1. Combine this deadline with the allure of active Prime Day deals on Xbox consoles, and the message from these articles is clear: The best and most fiscally responsible time to buy an Xbox is right now, so go do it.
Allow me to play devil’s advocate.
While it often makes sense to plan purchases around known price hikes, it’s a dumb time to buy an Xbox. Yes, even with discounts offering an Xbox Series S for $350 and an Xbox Series X for $573 — hell, especially at these prices. In 2020, the Xbox Series S launched at $300 and the Xbox Series X was $500. Over the past couple of years, I personally picked up a Series X for less than $400 and a Series S for $250. These consoles are now in their sixth year, and normally around this time in the generation, hardware prices would be dropping and we’d be getting cool colorways and bundles. Today’s discounted Xbox prices are obscene for a console entering its sixth year.
It’s worth noting that today’s marketplace is uniquely unmoored, fueled by a memory and storage shortage that’s driving up hardware prices across the tech industry. However, Microsoft is a core part of the problem here. The company is exacerbating the RAM shortage with massive investments in AI data centers, and its feigned ignorance around spiking Xbox console prices is laughable.
Corporate chicanery aside, it’s simply not a great time to buy into the Xbox ecosystem. You could say there’s never been a worse time, in fact. Microsoft is in disarray following years of layoffs and studio closures, falling console profits, and executive-level changes to the Xbox business in 2026. Just this month, news broke that Double Fine, Ninja Theory and Compulsion Games are in imminent danger of being shut down, while new Xbox CEO Asha Sharma and Chief Content Officer Matt Booty set the stage for more layoffs in July.
On the software side of things, Xbox doesn’t have a ton of exclusive games, as its first-party titles are widely available on PC. Its recent hits like Avowed, Indiana Jones and the Great Circle and Keeper are all available on Steam, and Xbox is legally obligated to distribute its largest first-party franchises (i.e., Call of Duty) across platforms. That’s not to mention the push to get its games on PlayStation and Switch, no matter how short-lived that may end up being. One of Microsoft’s loudest marketing points has been the fact that its games will work on subsequent consoles and eventually come to PC, and even if they’re not saying it out loud any more, the company is a leader in platform-agnostic cloud play. When everything is an Xbox and Xbox games are available anywhere, you don’t really need an Xbox at all.
There is zero reason to rush out right now and buy a six-year-old gaming console for more than its launch price, just because it’s going to become even more expensive soon. If you haven’t needed an Xbox before now, chances are, you still don’t need one. This might be rich coming from a consumer tech blog, but there is no real-world achievement for collecting every piece of contemporary gaming hardware — the closest we get is clout, but the returns on social media likes and comments are hollow and diminishing. Unlike Xbox prices, which are only rising. The actual smart move is to wait until the next generation hits — which is apparently very soon — and either pick that up or grab a Series console that will then be priced to clear.
This is nothing against the media outlets that’ve run stories encouraging people to take advantage of Prime Day Xbox console prices. Truthfully, there is a very small market for this advice and it’s fine to show these six people where the best deals are at the moment. But as general-audience advice, it sucks.
Besides, aren’t you saving up for a Steam Machine right now?
Microsoft has quietly extended free Windows 10 security updates for consumers by another year, pushing the Extended Security Updates (ESU) program’s end date from October 12, 2026, to October 12, 2027. “The ESU support page was updated with that date, and Microsoft’s blog post on the program has a new editor’s note confirming the change,” reports Ars Technica. From the report: The prevalence of Windows across so many devices and form factors has given Microsoft a massive customer base for decades, but it has also stymied the company’s efforts to roll out new operating systems. Microsoft famously extended the support window for Windows XP numerous times throughout the 2010s as it became apparent that millions of PCs would never be updated. Windows 10 isn’t quite as entrenched as XP was, but it has still been a slog getting people to upgrade to Windows 11 even nearly five years after release.
Unlike many past Windows updates, Windows 11 required some users to buy new PCs with specific CPU technologies and a Trusted Platform Module (TPM). Microsoft was widely criticized for excluding perfectly serviceable PCs, and that’s turning into a problem in 2026. The AI-driven shortage of storage and memory has made system upgrades vastly more expensive, potentially slowing upgrades. Some have also avoided Windows 11 due to Microsoft’s intense focus on AI features.
The result is that Windows 10 remains stubbornly popular. According to StatCounter data, Windows 10 is still running on about 26 percent of PCs, while Windows 11 sits at 72 percent. That means there are still hundreds of millions of active Windows 10 installs, but those machines will be up to date for at least an additional year.
Ibnu Taufan, a PhD researcher at UL, discusses vibration research and his particular interest in a ‘dancing bridge’ phenomenon.
For many researchers, the origins of their interest in a particular scientific area can be traced back to a specific event or place. For Ibnu Taufan, the link can be found in two specific events – the first one involving the longest bridge in Indonesia.
“When I was young, my father and I used to travel from Sumenep (my hometown) to Surabaya (the second largest city after Jakarta) by a ferry. On the ferry, I watched Suramadu Bridge as it was being constructed,” he says.
“It took six years to complete the bridge. I asked my father why it took so long to build the bridge, but without a proper answer.”
The second event can be traced to Taufan’s time studying for a degree in engineering physics at the Institut Teknologi Sepuluh Nopember in Surabaya, where he finally got an answer to the question he asked his father.
“The lecturer explained the resonance phenomenon on a bridge. He showed the famous example of Tacoma Bridge, which collapsed due to a resonance phenomenon,” says Taufan. “This bridge has revolutionised vibration research, rendering bridges all over the world safer. He explained and proved the resonance using a simple mathematical model and the physics behind it.
“I loved math and physics in secondary high school, and, due to his explanation, I loved the study of vibrations even more.”
Taufan went on to complete his bachelor’s degree with a specific interest in vibration research, and began a career as a product and development engineer in vibration engineering at a pump manufacturing company in Indonesia.
“Mostly I worked on research about how to utilise vibration signals for machine health monitoring and to reduce excessive motion of structures using vibration control,” he says.
A few years into his career, Taufan was presented with an opportunity to pursue a PhD in vibration energy harvesting at University of Limerick (UL). Interested by this new research direction, Taufan decided to follow up on the opportunity and move to Ireland.
“This topic is fascinating for me because instead of reducing the uncomfortable vibrations (from cars), the goal of this research is to harvest ambient – waste – vibrations from machines into electricity to power Internet of Things (IoT) sensors for Industry 4.0 applications,” he tells SiliconRepublic.com.
“In this context, I am eager to solve vibration research challenges in order to contribute to both industry and society.”
Taufan’s PhD research topic is to develop a novel broadband piezoelectric vibration energy harvester (PVEH) technology to sustainably power IoT sensors for preventive maintenance and performance optimisation in Industry 4.0.
“Generally, the industry relies on batteries or the electricity grid to power sensors for machine monitoring purposes. However, these types of energy sources are not sustainable and are expensive in remote locations,” he explains. “The PVEHs (battery-free devices) created in my PhD can harvest ambient vibrations from the machines themselves to sustainably power the IoT sensor for machine health monitoring in real time.”
He says the importance of this research lies in its capability of reducing battery waste and overreliance on the electricity grid.
“Batteries not only contribute to contamination in soil and groundwater due to metal waste during their production, but also the battery waste contains toxic heavy metals which can cause soil and water contamination on residential areas if not correctly disposed of,” says Taufan. “Also, the electricity grid needs physical wires or cables to thousands of remote sensors which would be impractical and expensive.”
Vibrational energy harvester (VEH) technology, he explains, can be employed to power thousands of IoT sensors in remote locations for machine monitoring in Industry 4.0. The IoT sensors can then make the data accessible via the internet to monitor the industrial assets in real time without batteries or electricity connections.
Within his vibration research, one of Taufan’s favourite topics is resonance, the previously mentioned phenomenon which can cause catastrophic failure in improperly constructed bridges, buildings, trains or aircraft.
Resonance is defined as a phenomenon which occurs when an external vibration frequency matches with a structure’s natural frequency, causing the amplitude of vibration to increase dramatically – though Taufan has a better (and more fun) way of explaining it.
“In simple terms, if someone loves a specific music (A), he or she will dance when hearing the music they like. However, if he or she hears another music (B) that they do not like, they will not dance.
“The person can be depicted as a structure, such as a bridge, while the music is an external vibration source (such as vibration from vehicles crossing the bridge or vibration due to the wind).
“The dancing phenomenon is the reason why the bridge can collapse.”
Taufan says that as part of his PhD research, he needs to design a harvester – or structure – which has a natural frequency similar to the operational frequency of a machine (ambient vibration).
“Therefore, the harvester will ‘dance’ if I put it on the machine,” he says. “The dancing phenomenon on my harvester will generate high-output power that can sustainably power IoT sensors for machine monitoring in Industry 4.0.
“This is why I love resonance, and the mathematics and physics behind it!”
Taufan believes that in the near future, battery waste can be reduced significantly due to his research area, and that VEH tech plays “an important role” in Industry 4.0.
“The maintenance engineer in industry will not need to manually monitor machines or replace the batteries of the IoT sensors,” he says. “In railway industry, the VEH can be utilised to monitor railway condition using IoT sensors.
“Vibrations from railway (due to crossing trains) is sufficient to power the sensors – thus, the railway company does not need to conventionally monitor the track, which causes travel disruptions.”
He says some people think VEH can replace batteries in devices like smartwatches because it is perceived that the ambient vibration when we are walking, running or biking could charge the smartwatch using VEH technology.
“In my opinion,” he says, “VEH can partially – but not totally – replace batteries, recharge the rechargeable batteries in our smartwatch. This is because when the total VEH volume is small – such as within a smartwatch – the natural frequencies of the VEH will be higher than 30Hz.
“In this context, the frequency contents of ambient vibrations (from human motions) are below 30Hz. There is still an open challenge to VEH researchers to propose VEHs (with small volume like smartwatches) to power these devices without batteries. “
With his PhD still underway, what lies ahead for this researcher after he completes his studies?
While he’s open to R&D opportunities in industry, Taufan says he plans to stay in academia.
“I love both teaching and research in related to vibration,” he says. “I believe that my expertise and passion in vibration research can contribute to solve many problems related to vibration and sustainability in both industry and society.”
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Samsung makes some of the very best OLED monitors out there, and some of its top gaming monitors are getting some solid discounts for Prime Day.
The strongest deal on offer is on the Odyssey G6 (G61SH). This 27-inch monitor is one of the company’s latest displays, offering a 240-Hz refresh rate at a 2560 x 1440 resolution. It’s 36 percent off for Prime Day, coming in at $385 (down from $500). It’s been sold below its retail price off and on over the past few months, but this is the lowest it’s ever dropped to.
We tested the previous version of the G6 in late 2024, but the main difference is the lower refresh rate in the newer model. It was far more expensive at the time, however, and even the 360-Hz option is down to $600 (from $900). Either way, you’re getting a gorgeous gaming monitor. In SDR it only goes up to 250 nits, but games explode in HDR glory, maxing out at up 1,000 nits.
OLED also gets you that lightning-fast response time and motion clarity in games that traditional IPS displays can’t compete with.
One of my favorite aspects of Samsung’s OLED monitors is how thin the monitors are, giving them a very modern aesthetic. The same goes for the very flat base, which doesn’t waste a bunch of space on your desk.
The Odyssey G5 is also on sale, which was last updated last year. It shares a lot in common with the G6, as it’s also OLED and has the same resolution. The main difference is that the refresh rate is down to 180 Hz. It also uses a different base and stand design. At only $334, it’s a solid deal at $50 cheaper than the G6.
It’s startling how fast pricing on OLED monitors has dropped over the past few years. Once a premium technology reserved for the $1,000+ buyers, it’s now accessible to mainstream PC gamers. Samsung’s more refined design also makes it a more serious buy for content creators or anyone who wants a high-end display to work on.
We haven’t tested it ourselves, but Samsung’s massive ultrawide G75F is also on sale for $630, which is its lowest price in at least the last few months. This 49-inch monstrosity is not OLED, but it’s curved and has a 180-Hz refresh rate. And lastly, the company’s cheaper Odyssey G30D is on sale. It’s 1080p, but slides under $200.
Make sure to check out the entire list of the best Amazon Prime Day deals we’ve been gathering all week.
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