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Can AI Help Students Navigate the Career Chaos It’s Creating?

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After a career counselor visited one of her classes earlier this year, Lily Hatch found herself asking a chatbot for guidance about college.

A junior at Wake Forest High School in North Carolina, Hatch had taken an in-class career quiz that recommended she pursue dermatology. She had finished quickly and so approached the counselor to find out how to explore that profession further. The counselor gave a couple of suggestions, before adding that Hatch could also play with a chatbot to explore her college options.

So, that’s what Hatch did.

But instead of returning information on which schools rank highly for dermatology, the chatbot — a general-purpose consumer product, rather than an edtech tool — veered off into offering information about climate, telling Hatch to consider the University of North Carolina in Wilmington because it’s near a beach.

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It felt a little like a runaway train, with the bot dragging her down a pre-laid track. “I was looking for advice on what colleges would be ideal for me. And it switches into going more into what things in my life I would be looking for in the future, which was not what I was looking for,” Hatch says.

Today’s high school students — who spent years of their academic careers surfing disruptions and the challenges of returning to the classroom after the pandemic school closures — are preparing to enter a labor force and broader economic system that can seem confusing and unstable, as technologies like artificial intelligence are reshaping the career ladders that their parents climbed. Some national surveys show that Gen Z students feel more prepared for their futures now than they did in past years, but for those about to graduate, that’s not always the case. Many students describe a general pessimism about the future.

“There’s a lot of fear there,” says Matthew Tyson, CEO of Tapestry Public Charter School in DeKalb County, Georgia. Tyson notes that many of his students aren’t planning for college, or feel discouraged by the fast-changing nature of life around them.

Navigating these major shifts about starting a career requires both educators and young people to think flexibly, according to experts. Students need honest guidance, Tyson says, adding that adults should be transparent about the reality that they don’t have all the answers.

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But new AI tools don’t have all the answers either, not even those purpose-built to offer career guidance. At least, some human counselors don’t think so.

“The AI stuff is kind of crazy to think about,” says Ian Trombulak, a school counselor in Vermont. “That’s not going to help us reverse the trend here of career readiness scores being low.”

Still, some say they are open to the possibility that offloading aspects of their work to AI may, ironically, free them up to offer better support to students contending with the disruptions AI is creating in the labor market.

A Tough Job

Career counseling is a demanding gig these days.

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Youth unemployment rates are increasing, and recent assessments reveal dips in college readiness. And two-thirds of parents desire an increase in job skills and workforce training opportunities in high school, according to a figure from the Hunt Institute.

Yet counselors often have to make tough choices between giving academic and career advice or addressing students’ emotional crises, and many students seem to lack support systems, says Tyson, from the Georgia public charter school. Student traumas can spout up to the adults meant to give those students advice.

Matthew Tyson, CEO of Tapestry Public Charter School in DeKalb County, Georgia. Photo courtesy of Tyson.

“A lot of times, there’s only so much water that can be taken out of a glass before the glass is empty,” Tyson says of counselors’ emotional states. Eager to assist students, counselors can burn out.

They also have to deal with staff shortages. Tapestry, Tyson’s public charter, doesn’t suffer from a shortage of counseling educators like some nearby schools. It has three counselors for 300 students, according to Tyson.

But across Georgia, there are 378 students for every school counselor, according to the latest data from the American School Counselor Association, which recommends one counselor for every 250 students. And that’s hardly the worst in the nation, with the ratios sitting at 573 students per counselor in Michigan and 645 per counselor in Arizona.

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With human resources strained, schools are now considering how to use AI to create more opportunities to meaningfully advise students on how to approach the future.

Innovative uses of artificial intelligence can amplify the work of human college and career counselors, argues June Han, the CEO of EduPolaris AI, a company which offers Eddie, an AI counseling platform that includes counselor, student and parent portals licensed by schools. The company raised $1 million in early investments, and the company’s platform — which relies, at least in part, on third-party large language models — is being piloted in a handful of Title I high schools, the CEO told EdSurge.

School-support organizations, including the Homeschool Association of California, list the tool as a recommended AI resource, as does the White House.

Tapestry is one of the schools piloting Eddie. The platform has helped, according to Tyson, particularly because the dashboard lets Tyson see useful information such as how many students have completed their reference letters for college applications. From the dashboard, he can send a nudge to students, reminding them to finish. That feature cuts down on the number of meetings he has to take. The data collected by the platform also provides clues about what to focus on when he works with students, and where they need the most help, Tyson says.

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The Davidson Institute, a nonprofit that provides educational opportunities to “profoundly gifted” students, uses the “Ask Eddie” chatbot function to counsel families in the Young Scholars Program for students ages of 5 through 18. Many of those students are on “nontraditional paths,” looking at early college, or coming from accelerated grades or homeschool backgrounds, says Megan Cannella, director of outreach.

More than 200 families in the program have used the tool since February 2025, according to Cannella. She says the big selling point is that it’s available 24/7 and in a number of languages. The nonprofit doesn’t offer traditional school counseling, so the AI tool boosts the limited support that staff provides. It’s proven particularly helpful for families just starting their college journey, and for homeschoolers, she adds.

Meanwhile, what students want from a career is also changing, in a way that makes it difficult for career counselors to keep up.

Shifting Interests

In northwest Missouri, students have become more interested in exploring non-college pathways after graduation, such as military service or vocational training, says Geoff Heckman, a school counselor at Platte County High School.

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Apprenticeships, internships and alternative credentials feature more prominently in students’ plans these days because these options prepare them to step right into jobs when they leave high school, Heckman says. Indeed, around the country, students are skeptical about college, meaning that high school counselors can’t assume that pathway.

Geoff Heckman, a school counselor at Platte County High School. Photo courtesy of Heckman.

The students Heckman counsels at the public school outside of Kansas City are also starting to find postsecondary guidance resources on their own more often, using AI and social media, he adds.

There have been cultural shifts, sometimes away from the kinds of jobs the school’s infrastructure is set up to support. Not long ago, the career and technical school next door to Heckman’s school had a waiting list for its law enforcement opportunities. Now, there’s much less interest, Heckman reports.

Instead, some of the careers students now desire are hard for Heckman to understand. In the years since he’s become a counselor, students have found jobs as social media influencers and professional gamers. Indeed, the number of students who say their dream is to be a social media star has swelled.

“I want to support a student no matter how wild their dream may sound to me,” Heckman says.

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It comes down to helping them construct a plan of attack, teaching them to research the industry of interest, to discern how strong their passion for this dream is and to reach out for mentorship, he adds. For example, last year a student came to Heckman and said she wanted to be a pilot. There was no program for that at the high school. But an effort from the district was able to create a new internship opportunity for the student through the local Air Guard, which has a flight school.

Similar situations occur in schools across the country, and many places are keen to build stronger career pathways.

For instance, Vermont switched over to proficiency-based grading requirements — beginning with the class of 2020 — and it has started to incorporate “self-direction skills” in the assessment of students. It’s a signal for schools to focus on skills that will be useful in a future where counselors can’t predict precisely what jobs students will be working, according to one school counselor in the state.

A lifelong Vermonter, Ian Trombulak came to career counseling after working in a group home after college. It sparked something, he says. After he left the emotionally tense work of a group home, he found himself pulled into schools where he could be the type of person who had helped him through high school.

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Trombulak has worked in public education for nine years, and in that time, he’s seen “this continued drumbeat” where public educators are asked to do more with fewer resources, even as core components of education like curriculum have become swept up in political battles. Budgets are too tight to hire enough counselors, and counselors have too many students to feasibly advise, he admits.

“You know, we’re not superheroes,” he says. “At a certain point, you are constrained by the kind of resources that you have at your disposal, and public education is not working with a whole lot right now. Even in the best of times, it can be a struggle.”

Helping students steer through their uncertainty requires a deft approach. At the same time he’s helping ninth graders find their footing in the murky transition from middle school to high school, he’s also advising students on what could happen after graduation. On average, he meets about five to 10 students per day. Some meetings are pre-planned and some are drop-ins. A lot of his job happens outside of scheduled sessions, he says. While stopping in on a teacher, students will pull him aside to check in. There are about a dozen of those encounters a day.

Schools may be turning to AI out of desperation, Trombulak says. But he doubts it will advise students as well as human counselors.

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EduPolaris leaders feel that the safeguards on Eddie, the AI counseling platform, position it to boost the human work of counselors. Han, the company’s CEO, argues that Eddie is so human-centric and school-specific that the tool amplifies the human counselor’s efforts, allowing for schools to provide personalized guidance even with limited resources.

Han argues that initial skepticism from counselors stems from a lack of AI literacy. Counselors and educators are afraid of losing control, she says.

Yet even if AI proves adept at providing accurate, useful career information and advice, that may miss the subtler value that can emerge when students sit down to chat with a trusted adult. That type of interaction is essential to building the “social capital” and interpersonal networks that actually help young people secure jobs, some researchers argue.

And much of Trombulak’s work is relational rather than transactional. Mostly gone are the days of relying on personality tests and career quizzes. Instead, Trombulak says, counselors hold open-ended conversations probing what students feel passionate about. It’s more self-exploratory and requires a more human touch. “I’m almost there as a mirror,” Trombulak says, or as a backboard to bounce ideas off.

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Ultimately, a powerful lesson Trombulak believes he can teach students is how to find answers on their own. As students try on ideas, counselors teach them about what kind of path they would have to take to end up in a job. It means a lot of Googling with students. He goes through the process of how he, as a well-educated adult, would find answers.

Part of that process now is, yes, verifying information gathered from AI.

Unreliable Narrator

For students, what matters most is the quality of the advice they receive, whether it comes from a human or a bot.

After two or three weeks of back and forth with the chatbot, Hatch, the junior from North Carolina, didn’t return to the human career counselor.

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But that doesn’t mean she found the AI useful.

The scraps of information she got could have been easily discovered by a quick Google search, she says. The experience contributed to her overall skepticism of AI, which she acts on as a student leader for her school’s chapter of Young People’s Alliance, which advocates for stronger AI regulations and more job training opportunities for young adults.

She doesn’t know yet where she wants to attend college, or even what she’ll study. Right now, instead of dermatology, Hatch is considering education as a career path.

So, what does she think about using AI for career counseling?

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She wouldn’t recommend it. In fact, she’s not so keen on what she sees as an overreliance on technology in general. Students she knows use it to churn out passable school work, and in response, teachers even seem ready to give out good grades for subpar work when they feel it’s not AI-generated.

Students should really slow down, and rely on AI less, she says: “I feel like it overall is not as useful as people make it out to be.”

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Modder Turns PS5 Into a Linux-Based Steam Machine

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Andy Nguyen PS5 Linux Steam Machine Mod
One modder has done something rather impressive with a PS5, transforming a device that was never supposed to be more than a Sony console into a fully-fledged Linux gaming system with a fairly intriguing twist: it runs PC titles via Steam. Andy Nguyen, known online as theflow0, is the modder in issue, as he is the one who got it operating and gave the console serious gaming credentials.

Nguyen proceeded to boot up a full Linux system on the console hardware and managed to load Grand Theft Auto V in Enhanced mode with ray tracing enabled, all while keeping the game running smoothly at a rock-solid 60 fps per second in 1440p resolution. That’s far superior to the basic demo you’d expect from someone experimenting with this type of technology.

There are some catches, as this configuration only works on older PS5 units with outdated firmware, ranging from 1.xx to 2.xx. Newer firmware simply eliminates the attack chain Nguyen used, a well-known one called Byepervisor, and Sony has a pretty solid grip on preventing people from utilizing this type of workaround. Anyone who has updated since those early builds will be unable to get the mod to work unless they roll back, an option that Sony has long blocked.

Andy Nguyen PS5 Linux Steam Machine Mod
Nguyen contributed significantly to the open-source Mesa graphics project in order to make the PS5’s GPU to run correctly under Linux. As a result, the console’s AMD hardware is functioning smoothly, and the speeds he’s achieving are no joke: 3.2 GHz on the CPU and 2.0 GHz on the GPU.

If you push the limitations even further, up to 3.5 GHz on the CPU and 2.23 GHz on the GPU, you’ll most likely wind up with an overheating PS5 Slim. Still, HDMI works perfectly for outputting 4K video and audio. All of the USB ports appear to be working normally. Steam even integrates with the entire setup in Big Picture mode, transforming the PS5 into a living-room Steam machine. Plus, Proton works to make PC games such as GTA V playable on consoles.

Andy Nguyen PS5 Linux Steam Machine Mod
Of course, there are risks to all of this, as the entire technique is based on a full attack chain, with no simple software toggle in sight. By choosing this path, you are essentially voiding your warranty, and there is a potential that you may end up with a console that cannot be used at all if all goes wrong. To make matters worse, the little window of opportunity for completing all of this is shrinking as people continue to update their consoles.
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Laser 3D Printing Could Build Lunar Base Structures

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Through the Artemis Program, NASA hopes to establish a permanent human presence on the Moon in its southern polar region. China, Russia, and the European Space Agency (ESA) have similar plans, all of which involve building bases near the permanently shadowed regions (PSRs)craters that contain water icethat dot the South Pole-Aitken Basin. For these and other agencies, it is vital that these bases be as self-sufficient as possible since resupply missions cannot be launched regularly and take several days to arrive.

Therefore, any plan for a lunar base must come down to harvesting local resources to meet the needs of its crews as much as possiblea process known as In-Situ Resource Utilization (ISRU). In a recent study, researchers at The Ohio State University (OSU) proposed using a specialized laser-based 3D printing method to turn lunar regolith into hardened building material. According to their findings, this method can produce durable structures that withstand radiation and other harsh conditions on the lunar surface.

The research team was led by Sizhe Xu, a graduate research associate at OSU. He was joined by colleagues from OSU’s Department of Integrated Systems Engineering, Mechanical and Aerospace Engineering, and Materials Science & Engineering. Their paper, “Laser directed energy deposition additive manufacturing of lunar highland regolith simulant,” appeared in the journal Acta Astronautica.

Challenges of Lunar 3D Printing

The importance of ISRU for human exploration has prompted the rapid development of additive manufacturing systems, or 3D printing. These systems have proven effective at fabricating tools, structures, and habitats, effectively reducing dependence on supplies delivered from Earth. Developing such systems for long-duration missions is one of the most challenging aspects of the process, as they must be engineered to operate in the extreme environment on the Moon. This includes the lack of an atmosphere, massive temperature variations, and the ever-present problem of Moon dust.

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Scientists use two types of lunar regolith for their experiments and research: Lunar Highlands Simulant (LHS-1) and Lunar Mare Simulant (LMS-1). As part of their research, the team used LHS-1, which is rich in basaltic minerals, similar to rock samples obtained by the Apollo missions. They melted this regolith with a laser to produce layers of material and fused them onto a base surface of stainless steel or glass. To assess how well these objects would fare in the lunar environment, the team tested their fabrication process under a range of different environmental conditions.

One thing they noticed was that the fused regolith adhered well to alumina-silicate ceramic, possibly because the two compounds form crystals that enhance heat resistance and mechanical strength. This revealed that the overall quality of the printed material is largely dependent on the surface onto which the regolith is printed. Other environmental factors, such as atmospheric oxygen levels, laser power, and printing speed, also affected the stability of the printed material.

Where 3D-Printed Material Could Help

Deployed to the Moon’s surface, this process could help build habitats and tools that are strong, resilient, and capable of handling the lunar environment. This has the added benefit of increasing independence from Earth, which is key to realizing long-duration missions on the Moon. In addition to assisting astronauts exploring the Moon in the near future (as part of NASA’s Artemis Program), this technology could also lead to resilient habitats that will enable a long-term human presence on the Moon, Mars, and beyond.

However, there are several unknown environmental factors that could limit the effectiveness of these systems on other worlds, and more data is needed before they can be addressed. In their study, the team suggests that instead of being powered by electricity, future scaled-up versions of their method could rely on solar or hybrid power systems. Nevertheless, the potential for space exploration is clear, and the technology also has applications for life here on Earth. Sarah Wolff, an assistant professor in mechanical and aerospace engineering and a lead author on the study, explained:

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There are conditions that happen in space that are really hard to emulate in a simulant. It may work in the lab, but in a resource-scarce environment, you have to try everything to maximize the flexibility of a machine for different scenarios. If we can successfully manufacture things in space using very few resources, that means we can also achieve better sustainability on Earth. To that end, improving the machine’s flexibility for different scenarios is a goal we’re working really hard toward.

As the saying goes, “solving for space solves for Earth.” In environments where materials and resources are limited, laser-based 3D printing is one of several technologies that could support sustainable living. This applies equally to extraterrestrial environments and to regions on Earth experiencing the effects of climate change.

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Modder turns a PS5 into a Linux Steam Machine, runs GTA V with ray tracing

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Nguyen, known online as theflow0, has turned a retail PlayStation 5 into a Linux gaming box powerful enough to run Grand Theft Auto V Enhanced with ray tracing at 1440p and 60 frames per second.
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Leading by example: Embracing tools internally before shipping them externally

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As innovation accelerates and software teams face more pressure than ever to ship quickly, an essential step in the innovation process is often overlooked in favor of speed.

While traditional quality assurance practices are important, the real transformation happens when developers go beyond their role as builders and become genuine users of their products. This shift from creator to customer changes how product value is understood, validated and delivered.

Thomas Reisenbichler

VP of Delivery, Reliability & Security at Dynatrace.

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Galaxy S26 Ultra, Galaxy Buds 4, Dell XPS 14 and more

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It’s a busy time for the reviews team and Engadget, and with Apple announcing new devices this week, we aren’t letting up any time soon. New products from Samsung, Dell, Google and ASUS headline the roundup this time, and we’ve got a few unique items to discuss as well. Read on to catch up on anything you might’ve missed, including the latest installment of Pokémon.

Samsung Galaxy S26 Ultra

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While the S26 Ultra might not wow you with a ton of major improvements, it brings subtle upgrades across the board along with a new standout display for anyone who cares about privacy.

Pros
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  • Superb Privacy Display
  • Great performance
  • Strong battery life
  • Wider aperture for main and 5x telephoto lenses
Cons
  • Expensive
  • S-Pen is unchanged
  • No built-in magnetic ring for Qi2 accessories

This year’s Samsung flagship phone may not impress you with a load of new features, but there’s one in particular that senior reporter Sam Rutherford was wowed by. “This goes double for the S26 Ultra, whose biggest upgrade — the Privacy Display — is something meant to stop other people from snooping at what you’re doing.,” he said. “When it’s on, you probably won’t even be able to tell, which is kind of the point.”

Samsung Galaxy Buds 4 and 4 Pro

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Samsung/Engadget

The Galaxy Buds 4 Pro are the best earbuds for Samsung’s phones, due to device-specific features and the combination of great sound quality and capable ANC.

Pros
  • Refined design
  • Excellent audio
  • Lots of features
Cons
  • Design is still unoriginal
  • ANC performance is good, not great
  • Many features require a Samsung phone

Samsung went all-in with with AirPods mimicry last year, and that continues on the Galaxy Buds 4 and 4 Pro. However, despite big improvements to sound quality and the continued addition of new features, Samsung could certainly do more. “The company is really only lagging behind Apple in two areas: hearing health and heart-rate tracking,” I wrote. “Samsung currently offers the option to amplify voices on its earbuds, but it hasn’t built a hearing test or the hearing protection tools Apple has. The biggest update on the AirPods Pro 3 was the addition of heart-rate tracking last year, which would be a great foundation for a fitness-focused version of the Galaxy Buds.”

Dell XPS 14 (2026)

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Dell

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Dell’s revamped XPS 14 is lighter and more powerful than ever, but it’s hampered by an annoying keyboard.

Pros
  • Gorgeous and light design
  • Powerful Intel chips
  • Lovely OLED screen
  • Fixes previous design mistakes
Cons
  • Baffling keyboard issues
  • Expensive for beefy configs
  • Mediocre battery life

We review a lot of devices that are almost excellent, except for one big flaw. That’s the case with the new XPS 14, where senior reporter Devindra Hardawar had a hard time with very basic functionality. “If I were to judge the XPS 14 based purely on its specs and design alone, it would be my favorite Windows laptop available today,” he wrote. “Dell is so close to making a PC that’s a true MacBook Pro competitor, it’s a shame a simple keyboard issue holds the XPS 14 back from true greatness.”

Google Pixel 10a

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Despite few upgrades, the Pixel 10a remains an excellent option for those looking for an affordable smartphone.

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Pros
  • Bright, vivid 120Hz display
  • Great camera software
  • Satellite SOS included
  • Available in a handful of lovely colors
Cons
  • Slow wired and wireless charging
  • No Pixelsnap support

Google’s A-series devices have consistently been a great option if you’re looking to spend less on phone but still want a capable handset. Despite minimal upgrades on the Pixel 10a, that sentiment still holds true. “On the one hand, part of me wants to dock points because Google has added so few updates,” senior reporter Igor Bonifacic said. “On the other, the 10a is still a great phone for $500, and at a time when consumer electronics are becoming more expensive by the day, the fact it hasn’t gone up in price is a small miracle.”

ASUS ProArt GoPro Edition PX13

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The ASUS ProArt GoPro Edition is the best Windows creator laptop on the market, thanks to the excellent blend of performance and battery life. However, it’s quite expensive at $3,000.

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Pros
  • Excellent performance
  • Good battery life
  • OLED touchscreen with accurate colors and rich blacks
  • Good keyboard and trackpad
Cons
  • Display lacks brightness
  • High price
  • Fans are loud under load

Creators often need a combination of power and display quality in a laptop that would be overkill for most of us. For those who do need it, contributing reporter Steven Dent found the ASUS ProArt GoPro Edition PX13 nearly checked all the boxes. “ASUS is one of the few PC manufacturers trying to compete with Apple in the creator market, and with the ProArt GoPro Edition laptop, it has largely succeeded,” he said. “This model offers excellent performance and battery life, a huge amount of memory, a very nice OLED HDR display, a nice range of ports and an excellent keyboard and trackpad.”

Ambient Dreamie, Seattle Ultrasonics and more

We also recently reviewed a couple of off-beat gadgets, both of which earned high marks from our team. The Ambient Dreamie is a “bedside companion” that functions as an alarm clock with both bedtime and morning routines. Weekend editor Cheyenne MacDonald was so impressed by how it improved her sleep that she bought one for herself. And the Seattle Ultrasonics C-200 was dubbed “the future of kitchen knives” by Sam.

Sam also played a few hours of Pokémon Pokopia and he was charmed by the new take on gameplay for the series. Lastly, Devindra put the Falcon Northwest FragBox through its paces, discovering a powerful gaming rig in machine that looks a bit like a box of fried chicken

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JD Power Just Named Its Least Dependable Car Brand In 2026

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Every driver has their own tolerance level for reliability. For some, anything less than faultless is a disappointment; for others, a slightly lower level of dependability is a worthwhile compromise to get a car that’s more fun or more prestigious to drive. Likewise, measuring reliability isn’t always an exact science, but some car brands see a higher percentage of owners reporting problems than others.

In a JD Power survey published in February 2026, one car brand saw more reports of problems than any other, earning it the unenviable title of being the least dependable brand on the market. That brand was Volkswagen, which had 301 problems per 100 cars, far above the industry average of 204 problems per 100. The study analyzed issues that were reported by survey respondents who had bought a new car within the last three years. It sorted them into nine categories, evaluating things like powertrain, seats, infotainment, climate controls, and exterior.

Across the study, the two most often complained about categories were infotainment systems and exterior, with the former being the most problematic by a significant margin. Overall, buyers reported more problems with their cars in 2026 than they did in 2025, a rise that JD Power attributes in part to the rising complexity of vehicle software systems.

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Volkswagen’s infotainment system is historically not a driver favorite

Given that infotainment faults were the most frequently cited category in the JD Power study, it shouldn’t come as a surprise that Volkswagen scored poorly. We previously included Volkswagen’s recent infotainment systems in our recent roundup of those that we felt really missed the mark, citing the lack of buttons as a particularly annoying development. After years of criticism, Volkswagen announced in 2025 that buttons would be returning to its newest cars, so hopefully the brand’s future infotainment systems will receive a better reception from drivers.

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While Volkswagen languished at the bottom of JD Power’s rankings, it wasn’t the only brand that the study found to be less dependable than the rest. Volvo ranked second lowest overall for dependability, which might come as a surprise given the brand’s historic reputation for vehicle longevity. Land Rover was the third lowest ranked, while Jeep and Audi rounded out the bottom five manufacturers.

At the other end of the table, Lexus and Buick saw owners report the fewest problems. The two brands took the first and second spots respectively, while Mini, Cadillac, and Chevrolet also scored well. While Lexus was a top performer, its parent company Toyota did not score so well, ranking in eighth place behind Subaru and Porsche.

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DIY 3D Pen Is Born To Weld

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Depending who you ask, 3D pens are silly toys or handy tools. Those who use them as tools find them handy to fill gaps in printed assemblies or to use them as a PLA or PETG-based hot glue gun for their prints. [half-baked-research] on YouTube is in the second category, but knows that welding is better than gluing — so he built himself a 3D pen designed for plastic welding.

You can weld with a regular 3D pen, and [half-baked] demonstrates that in the video. But thanks to the low-conductivity tips on commercial pens, it’s a slow, fiddly business. By using a normal 3D printer hot-end, with its conductive brass nozzle, [half-baked] is able to get a lot more heat where it’s needed. That means the plastic on either side of the weld melts for a good bond with the stuff coming out the nozzle. He’s also able to push plastic much faster with the modified extruder he’s squeezed into the hot-glue-gun looking contraption. Those two things together conspire to make the whole process go much faster than with a commercial 3D pen. He calls his build a 3D pen, but given the form factor it might be more accurate to call it a ‘plastic extrusion gun’.

Starting at around 13:38 in the video, he performs some strength tests, something we wish more YouTubers would do. He’s able to demonstrate a stronger bond with his welding pen than the normal 3D pen, and a much, much stronger join than the usual superglue. A traditional plastic weld with hot air is even stronger, but [half-baked] points out elsewhere in the video that on thin-walled prints (as opposed to the solid test articles) hot air welding can be a very dicey business. Pen-welding offers much greater control, so is an interesting technique to keep in mind.

Alas, [half-baked-research] apparently still considers this idea too half-baked to release the design. If you don’t have time to wait or reinvent this particular wheel, we featured a much simpler implementation of a similar idea years ago, using PLA in a hot glue gun. If that won’t work for you — maybe you aren’t a fan of PLA — perhaps you might try friction welding with filament.

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Wrexham vs Chelsea Free Streams: How to Watch FA Cup 5th Round Tie 2025/26

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Watch Wrexham vs Chelsea live streams to see if the in-form Championship club can overcome their Premier League opponents and reach the quarter-finals of the FA Cup for the first time in almost 30 years.

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Do you really need Pro?

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In a bumper week of launches, Apple has just unveiled its latest MacBook Air series.

As the MacBook Air now sports the same M5 chip as the MacBook Pro, what really separates the laptops? Do you really need to spend more on the MacBook Pro?

To help you decide which laptop to should go for, we’ve compared the specs of the MacBook Air M5 and Pro M5 below. 

We should disclaim that we’ll be looking solely at the MacBook Pro M5 specs, and not the recently announced M5 Pro or M5 Max. However, if you’re interested to learn more about the new chips in the MacBook Pro, then visit MacBook Pro M5 Pro vs M5 Max instead. 

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Keep reading to see which MacBook will likely suit your needs best. Otherwise, make sure you visit our MacBook Neo vs MacBook Air M5 guide to see whether Apple’s affordable option is a better fit for you. 

Not sold on a MacBook? Our list of the best laptops from the past year has you covered.

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Price and Availability

At the time of writing, you can pre-order the MacBook Air M5 ahead of its official launch from March 11th. Available in four colours (Sky Blue, Silver, Midnight and Starlight), the MacBook Air M5 has a starting price of £1099/$1099. 

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The MacBook Pro M5 is available in just two colours (Silver and Space Black) and has a starting price of £1699/$1699. 

MacBook Air has a choice between two sizes

The MacBook Air M5 comes as either a 13- or 15-inch model, while the MacBook Pro M5 sits firmly between the two at 14-inches. Although the MacBook Air 15-inch is the largest, the heaviest of the lot is actually the MacBook Pro which weighs 1.55kg.

With this in mind, if one of the most important factors in choosing a laptop is its portability, then the MacBook Air series will likely suit you best. In fact, the 13-inch MacBook Air isn’t just the smallest of the lot, but at just 1.23kg it’s impressively lightweight too – making it easy to slip into a bag.

MacBook Air M5MacBook Air M5
MacBook Air M5. Image Credit (Apple)

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Both run on Apple’s M5 chip

As their titles suggest, Apple’s current flagship MacBook Air and MacBook Pro run on the M5 chip. While we’re yet to review the chip, Apple promises that the chip delivers “incredible performance for everything users want to tackle, from everyday productivity to creative workflows.”

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Do keep in mind that the default 13-inch MacBook Air comes with an 8-core GPU whereas the 15-inch model and MacBook Pro have a 10-core GPU by default. You can upgrade the 13-inch to a 10-core, but this will cost an additional £100/$100. 

Otherwise, the M5 chip enables the MacBook Air and MacBook Pro to run the entire Apple Intelligence toolkit too.

MacBook Pro M5 Writing ToolsMacBook Pro M5 Writing Tools
MacBook Pro M5 Writing Tools. Image Credit (Trusted Reviews)

MacBook Pro promises a longer battery life

The MacBook Pro not only claims a longer battery life between charges than the MacBook Air series, but it also promises faster charging too. That’s a pretty noteworthy claim, as Apple has never been a brand known for its speedy charging ability.

So, while the MacBook Air promises up to 15 hours of wireless web and up to 18 hours of video streaming, the MacBook Pro should see up to 16 hours of web and up to a whopping 24 hours of streaming too. We’re yet to put these claims to the test, but they undoubtedly sound impressive.

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In addition, the MacBook Pro is fast-charge capable when paired with a 96W or higher power source. The MacBook Air, on the other hand, supports 70W instead. 

Again, we’re yet to see how long the laptops really take the charge, but it’s certainly a promising upgrade.

MacBook Pro M5 in useMacBook Pro M5 in use
MacBook Pro M5. Image Credit (Trusted Reviews)

MacBook Pro has more ports

Apple has taken a “less is more” approach when it comes to supplying the MacBook Air series with ports, which is undoubtedly a shame. That means both the 13- and 15-inch laptops are equipped with just two Thunderbolt 4 USB-C ports, a 3.5mm headphone jack and a MagSafe charger. This is more or less the same as the MacBook Neo, although the affordable laptop’s USB-Cs aren’t Thunderbolt 4. 

Instead, the MacBook Pro is equipped with everything found on the MacBook Air plus an additional Thunderbolt 4 USB-C, a HDMI and an SDXC card slot too. It might not be as well equipped as the likes of Asus ProArt P16 or Samsung Galaxy Book 6 Pro, but it’s certainly an improvement over the MacBook Air.

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MacBook Pro has a Liquid Retina XDR display

Arguably one of the main reasons to opt for the MacBook Pro is its display. While the MacBook Air’s Liquid Retina display promises up to 500 nits brightness, supports the P3 wide colour gamut and True Tone technology, the MacBook Pro’s own panel has a few extra features up its sleeve.

Firstly, the MacBook Pro sports a Liquid Retina XDR display which also supports the P3 wide colour gamut and True Tone technology. However, the panel also benefits from 3024×1964 pixels, up to 1600 nits peak HDR brightness and ProMotion technology. Essentially, this means the MacBook Pro has an adaptive 1-120Hz refresh rate which means streaming, scrolling and games look and feel smoother. The MacBook Air instead caps out at just 60Hz. 

MacBook Pro M5 Liquid Retina XDR displayMacBook Pro M5 Liquid Retina XDR display
MacBook Pro M5. Image Credit (Apple)

Finally, you’ll also have the option to kit the MacBook Pro with a nano-texture coating which helps to reduce glare and reflections. Although it will cost an additional £150/$150, it’s something we would recommend investing in, as we found the coating in the MacBook Pro M4 was brilliant, and made looking at the screen for longer periods that bit easier.

Early Verdict

Judging by its specs, the MacBook Air M5 seems like a brilliant alternative to the MacBook Pro M5, for those who want a powerful laptop but for a cheaper price. However, you’ll have to keep in mind that you will miss out on the more generous port selection, a Liquid Retina XDR display and longer battery life.

We’ll update this versus once we review both the MacBook Air M5 and MacBook Pro M5.

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Can You Pop Popcorn in an Air Fryer? I Went Straight to the Source

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There’s a lot to love about popcorn: the crunch, its customizable nature and especially the fact that it’s a great source of fiber. Plus, it’s even healthier if you air-pop it without using any oil. But if you, like me and don’t have a popcorn maker, you’re likely to make it in a pot on the stove.

However, the last time I made popcorn, I looked over at my air fryer and wondered if I could pop popcorn in it. When I went online to search for an answer, I couldn’t find a conclusive response, so I decided to reach out to an air fryer manufacturer and professional chefs for their expert advice.

Experts weigh in on air fryer popcorn

I reached out to Ninja, makers of the Ninja Crispi, CNET’s pick for the best air fryer overall. While the air fryer is a versatile appliance that can even roast a whole chicken, it can’t pop popcorn — yet. 

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Well, technically it can, but that doesn’t mean it should.

“At Ninja, we’re always testing the boundaries of what our technology can do, and popcorn in an air fryer is something our culinary and product development teams have explored. However, we advise against trying to make popcorn in an air fryer,” a Ninja Kitchen representative tells CNET. “Air fryers circulate heat differently than traditional popcorn makers, which means kernels don’t reach the sustained heat needed in the required time.”

Because popcorn is lightweight, Sharniquia White, chef and registered dietitian, explains that if you try to make it in an air fryer, it can fly up into the device’s heating element, get stuck near the fan, burn from uneven airflow and leave you with a frustrating amount of unpopped kernels. All cons, no pros. 

Given the safety hazards and unsatisfying results, you’ll want to avoid using an air fryer for popcorn. At least until the technology catches up. 

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The Ninja Crispi Pro air fryer on a countertop roasting a whole chicken.

While air fryers such as the Ninja Crispi Pro can roast an entire chicken, they can’t pop popcorn just yet.

Ninja

Pro chefs on the best way to make popcorn

Since the air fryer is out for popcorn, I asked my chef sources for their recommendations on making the best popcorn. 

White says that the stovetop wins every time if you want a fluffy texture, rich flavor and full expansion of your kernels. She provides these handy instructions for getting the best results:

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  1. Heat 2-3 tablespoons of oil in a large, heavy-bottom pot over medium heat.
  2. Add 2-3 kernels to test if the oil is hot enough. When they pop, add ½ cup kernels.
  3. Cover and gently shake the pot occasionally.
  4. Remove from heat when popping slows.
  5. You control the oil, the salt and the outcome.

However, if you make popcorn all the time, plant-based chef Shauna McQueen, MS, RD, founder of Food School, recommends purchasing a low-cost pan with a lid you can crank to move the popcorn kernels around. 

“The other option is automatic and will self-stir the kernels,” McQueen adds. “I’ve used both and have had to replace both within a few years of use, but find the automatic one most convenient.”

As for the healthiest way to make popcorn…

“If you’re reaching for the air fryer because you want to use less oil, you’re thinking in the right direction,” White says. “However, an inexpensive air popper or a measured stovetop method is more reliable and safer. Popcorn is already a whole-grain, fiber-rich snack. The goal isn’t to eliminate oil entirely; it’s to be intentional about how much you use and what you add.”

Whether you pop it on the stove or buy a device that air-pops your popcorn, it’s best to avoid microwave popcorn. According to McQueen, it may contain additives like TBHQ, which is used to extend the shelf life of processed foods. While the FDA considers it safe in appropriate amounts, it has been linked to potential health issues.

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A close-up of popcorn.

If you want less oil on your popcorn, you may want to invest in an air popper. Or, be more intentional about the toppings you use.

Jonathan Knowles/Getty Images

The healthiest popcorn toppings

If extra flavor is what you’re after, McQueen suggests the following anti-inflammatory toppings: curry powder, cayenne, garlic powder or chili powder. For a cheesy flavor plus B-vitamins, opt for nutritional yeast. Her favorites include a curry-style popcorn made with curry powder, garlic powder and a small amount of nutritional yeast; chili powder with lime and za’atar; or everything bagel seasoning. 

As for White, she likes adding smoked paprika, cinnamon with a pinch of salt, fresh lime zest and sea salt or dried dill, “for an unexpected herb twist.”

The bottom line

Though it’s tempting, you shouldn’t make popcorn in your air fryer. Instead, use what you already have on hand and prepare it on the stovetop. 

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If you can’t get enough of the stuff and make it all the time, consider these options that are under $50: a stovetop popcorn maker or an oil-free air popper.

Either way, to keep your popcorn as healthy as possible, go light on the oil, butter and salt. Personally, I’ll be topping mine with chili powder, lime and za’atar next time my popcorn craving strikes, which will likely be in a few minutes after writing this tasty piece. 

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