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NC State Feather Star Robot Swims in Three Dimensions Using Only Two Actuators

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NC State Feather Star Robot 3D
Marine invertebrates called feather stars drift and turn by coordinating clusters of flexible arms, rising, sinking, or hovering with almost no visible effort. Researchers at North Carolina State University copied that coordination in a soft underwater robot that manages the same range of motion with only two actuators.



A core disk about 2.2 inches across has two separate air routes going through it. Four little arms made of thin plastic ribbon emerge from the center, curving into a bouncy triangle that snaps back into shape once bent. When both channels fill with air at the same time, all four arms snap down and drive the robot upward in around 26 milliseconds. Let the air go, and the arms will spring back on their own, allowing the machine to sink or stay steady depending on how quickly you repeat the pulses.


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Sending air into only one channel causes one arm to wobble like a tail fin, propelling the robot forward or back across the tank; however, alternating the two channels quickly enough causes the robot to spin around on its axis at up to 90 degrees per second. Being able to switch between these three modes, such as having all of the arms flap together for vertical travel, one arm wobbling for straight-line movement, and the two channels pulsing for turning, allows the robot to climb, change direction, and take off in an entirely different direction.

NC State Feather Star Robot 3D
Machines attempting to achieve full 3D movement typically require at least a half-dozen additional actuators, but with this design, the body itself transforms two simple air inputs into numerous distinct swimming modes, a brilliant feat the team refers to as “mechanical intelligence.” It can move at 1.64 body lengths per second, which is significantly quicker than the 0.1 to 0.4 lengths per second achieved by other soft robots such as jellyfish. The entire item weights approximately half an ounce.

NC State Feather Star Robot 3D
In lab tests, one robot carried a camera smaller than a pencil eraser into a clear tube, another used a magnet pad to pick up screws from the bottom of a tank, and pairs of robots lifted a crumpled bottle or a plastic bag using small hooks. An earlier robot from the same group, which resembled a manta ray, could swim quickly but was primarily limited to horizontal movement. However, this feather star design allows for vertical movement and 360-degree rotation without the use of additional motors.

NC State Feather Star Robot 3D
The robot is still linked to its air supply, which generates some drag and can get stuck in tight spots. Currently, it only follows pre-programmed commands and lacks built-in sensors to adjust for currents or impediments, but the researchers are preparing a fully wireless version and hope to collaborate with experts who can identify methods to use this platform for specific underwater jobs.

NC State Feather Star Robot 3D
Jie Yin, a professor of mechanical and aerospace engineering at NC State, and lead author Haitao Qing, who began this work as a doctorate student at the university, recently published an article presenting their findings in Science Advances. The National Science Foundation and the Office of Naval Research provided funding for this research. This method aims to simplify other soft machines that need to move through fluid by including useful motion into their design.
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AI delivers ‘zero financial payoff’ to most companies, Apollo economist says

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AI hasn’t benefited the bottom line of any big corporations outside the tech industry, according to a note recently published by the chief economist at Apollo Global Management (the private equity giant that used to own TechCrunch).

Apollo’s Torsten Slok focuses on what he calls the S&P 493 — the S&P 500, minus Alphabet, Amazon, Apple, Meta, Microsoft, Nvidia and Tesla — finding that profit margins and revenue per worker appear to be flat, with no evidence that AI is improving productivity.

“Despite massive investments and widespread hype around artificial intelligence, the technology has delivered zero financial payoff to corporate America outside of tech,” Slok said.

Is this simply a matter of non-tech companies lagging behind the tech giants? Slok sounded skeptical, arguing that it will be tough for corporate America to “turn increasingly cheap intelligence into higher revenue growth and higher profit margins.”

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“AI may be a great calculator, but in business, intelligence is mostly judgment,” he wrote, later adding, “AI does not understand accountability, trust, culture, unwritten rules, ethical trade-offs or fairness, all of which shape reputational risk and ultimately drive revenue growth and profit margins.”

Recent studies have also found that AI has yet to deliver significant productivity gains.

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The next MacBook Air could arrive early next year, but OLED will have to wait

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Apple may be about to give the MacBook Pro one of its biggest upgrades in years, but the MacBook Air apparently has to wait a little longer for its turn.

According to Bloomberg’s Mark Gurman, Apple is planning to refresh the MacBook Air in early 2027. The upcoming model is expected to stick with a non-OLED display, even as Apple prepares to move its higher-end MacBook Pro lineup to OLED and touch support.

The current MacBook Air is still pretty fresh

Apple last updated the MacBook Air in March, moving the lineup to its M5 chip. The refresh also doubled the starting storage to 512GB and added Wi-Fi 7 and Bluetooth 6 via Apple’s N1 wireless chip. The design itself stayed largely unchanged. It is still fanless, thin, and lightweight, with a Liquid Retina display and up to 18 hours of battery life.

An early 2027 refresh would therefore put the next MacBook Air roughly a year after the M5 model, which lines up fairly neatly with Apple’s recent update cycle.

The next model could arrive with a simple chip upgrade

The 2027 model of MacBook Air is expected to move to an Apple M6 chip, which has debuted in the Mac mini. Apple’s first 2-nanometer chip uses a new 12-core CPU and 12-core GPU and is designed to improve both performance and power efficiency. We can expect this chip to also power the entry-level MacBook Pro and the refreshed 24-inch iMac, expected to arrive on October 28.

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Do you know the Gilliverse? This ultimate Breaking Bad quiz will find out

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It’s been 18 years since Breaking Bad first graced our screens, and four since its final spin-off wrapped up, bringing to a conclusion the story of a drug empire and its characters.

Breaking Bad is cited as one of the best TV shows ever put to screen, and so is its spin-off Better Call Saul. Along with movie El Camino, they make up the Gilliverse, and I hope you’ve seen some of it or you wouldn’t be reading this article.

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Preethi Ashwath Went From Chip Lab to Center Stage

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smiling portrait of a young south asian woman seated in front of her work computer

Many engineers are more comfortable working behind the scenes developing technology than speaking to consumers about products. But Preethi Ashwath has learned to take center stage, talking about the “hearable” and wearable devices she has had a hand in developing as an analog integrated circuit designer in the consumer electronics division at Analog Devices of Wilmington, Mass.

The IEEE member is one of the few women who work in the specialized field, where about 11 percent are female, according to career platform Zippia.

Preethi Ashwath

Employer

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Analog Devices, in Boston

Title

Integrated circuit designer

Member grade

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Member

Alma maters

SJB Institute of Technology in Bengaluru, India; University of California, Irvine

Ashwath stepped out from behind the scenes last year to meet with attendees at the Consumer Electronics Show (CES) in Las Vegas. She demonstrated Analog’s new earbuds, which track people’s heart and lung health through vibrations in their ear canals.

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After she demonstrated her ability to explain the technology to consumers in simple terms, Analog selected her to represent the company at other events. She says she has “come to see speaking as part of contributing to the field, rather than something separate from technical work.”

She also gives technical talks on various aspects of electrostatic discharge (ESD) and other topics, as well as participates in panel discussions, she says, because they “reach engineers well beyond my immediate team.”

Ashwath is an active volunteer with the IEEE Circuits and Systems Society.

“Whether through designing semiconductor products, publishing technical articles, reviewing conference papers, or speaking at industry events, I try to contribute to the growth of the engineering community and the advancement of the field,” she says.

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Discovering circuit design at Intel

Ashwath, who grew up in Bengaluru, India, learned about electronics engineering from her high school physics tutor.

That introduction led her to take electronics as one of her core courses in her final years there. At the time, Ashwath’s older sister was pursuing an engineering degree.

“Between my interest in electronics and seeing her already on that path, it became clear to me that engineering was the way to go,” Ashwath says.

After earning a bachelor’s degree in electronics and communications engineering at the SJB Institute of Technology, in Bengaluru, she wanted to pursue a career in very-large-scale integration. But that changed once she moved to the United States and began her master’s program in electrical engineering at the University of California, Irvine.

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She discovered her passion for circuits and devices during an internship at Intel in Santa Clara, Calif. She learned about circuit design, package design, and reliability verification tools such as Ansys Totem.

“Seeing every layer of the chip development process gave me a more complete picture of what goes into building a semiconductor product,” she says. “Through that experience, I realized I felt most connected to design.

“It was the hard work and creativity that drew me in. You start with a specification, build a circuit, simulate it, then wait for the chip to come back from fabrication. When your design works, it’s a real feeling of satisfaction. It teaches you patience and perseverance.”

After attaining her master’s degree, she was hired by Intel as an analog design engineer. She gained experience in mixed-signal circuit design before joining Analog. In her current role, she works on consumer hearables such as earbuds and wearables including fitness trackers and health monitors.

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Her main focus is designing ESD pad rings, the borders of specialized circuits built around a microchip’s outermost edge to protect it from the discharge, which can damage circuit paths or introduce latent defects that lead to failures later in the chip’s life cycle.

“On a chip with multiple voltage domains, you have to plan how the protection structures are placed and connected across the whole pad ring—and get it right,” Ashwath says. “A mistake there could cause a chip to fail in the field in ways that are very hard to debug afterward.

“It’s detailed work that requires understanding both the device physics and how the whole chip fits together.”

Part of the job is designing and creating an integrated circuit’s building blocks, including ESD protection structures and other mixed-signal blocks. Ashwath conducts rigorous checks to verify they work as intended before being integrated into a chip.

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She collaborates with ESD advisors, layout designers, and the digital team that designs the chip’s digital logic.

“I work with them to make sure my analog circuits and their digital blocks work together correctly,” she says. “No two days look exactly the same.”

In 2024 she was recognized with the company’s Impact Award for her “exceptional work on a critical project with significant cross-functional business impact.”

Presenting the final product

Ashwath was selected to represent Analog at events after a senior leader encouraged her to ask for high-visibility opportunities, she says.

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“Most of my time is spent on designing circuits and simulations,” she says. “At CES, I stood in front of customers, engineers, and members of the press, explaining our technology and answering questions on the spot.”

The earbuds she demonstrated monitor minute vibrations from a user’s heart and lungs, according to the Analog website. The vibrations can detect arrhythmia, a leaky heart valve, or fluid in the lungs.

“Hearables are evolving from playing back audio to becoming health-monitoring platforms,” she says. “The ear turns out to be a good location for picking up physiological signals, so these devices can capture vital signs while someone is simply wearing them normally.

“The hard part is achieving high signal quality. The signals you’re trying to detect are very small and buried in the noise from the person’s movements and the surrounding environment.

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“That’s where analog front-end design becomes critical. Extracting a meaningful signal from a noisy real-world environment is fundamentally an analog problem.”

Being face-to-face with customers at the conference was new to her.

“What struck me most was seeing how people react to the technology,” she says. “When you’re designing a block, you’re focused on specifications and margins. At CES, after explaining what the product does, I had a better understanding of why it matters to them.

“That connection between the circuit work and the final product is something you don’t always see from the design bench.”

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Since the CES, Ashwath has presented other technologies she’s worked on. At the annual National Association of Music Merchants show in Anaheim, Calif., she demonstrated the A2B Automotive Audio Bus to the audio industry. The bus uses a low-cost unshielded twisted-pair cable to carry multichannel digital audio, control data, synchronized clock signals, and power in fewer than 50 microseconds, according to Analog.

“IEEE connects you with academia, which you don’t get much exposure to once you’re in industry. That connection between industry and academic work is valuable in both directions.”

At the company’s Global Technology Conference—an internal event held in Boston that draws engineers from the company’s more than 50 sites around the world—Ashwath led a demonstration of its solutions for augmented reality smart glasses.

“Each of these events has a different audience,” she says. “Learning to explain my technical work to different people has become a skill I’ve acquired.”

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The most rewarding part of her job, she says, is seeing the end result of her work.

“You spend months on a design, and there’s a long wait between finishing it and finding out whether your instincts were right,” she says. “When the measurements match what you simulated, that’s the most satisfying moment in this job.

“The other part is knowing my work ends up in a real product. The circuits I design go into devices people actually use every day.”

Giving back to the community

Like many engineers, Ashwath joined IEEE to access research published in the IEEE Xplore Digital Library. It keeps her current in a field that keeps moving, she says.

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During her first year of membership, in 2021, she discovered other perks including networking and educational opportunities.

“IEEE connects you to a community outside your own company,” she says. “Attending lectures and technical talks exposes you to approaches and problems you wouldn’t encounter in your own work.”

She eventually began seeking out volunteer opportunities, specifically with IEEE conferences and journals, because they are “how you stay current with what’s happening in circuits and systems beyond your own day-to-day work,” she says.

“As an analog designer,” she says, “being connected to that broader community matters. The field moves, and you need a way to keep learning from it.”

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She serves as a peer reviewer of papers for several IEEE conferences including the IEEE International Symposium on Circuits and Systems and the IEEE International Midwest Symposium on Circuits and Systems. ISCAS is the flagship conference of the IEEE Circuits and Systems Society. MWSCAS is the oldest U.S. conference on the technologies.

“Someone has to assess whether submitted work is technically sound and worth presenting,” she says, “and that only happens if practicing engineers are willing to put in the time.”

The combination of learning from the community and contributing to it is what makes her membership worthwhile, she says.

“Analog design is a field where you’re always learning. Just when you feel you understand one architecture, there’s another one to learn,” she says. “Being an active learner isn’t optional in this field; it’s the requirement, and being part of the IEEE community helps with that.

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“IEEE also connects you with academia, which you don’t get much exposure to once you’re in industry.

“Reviewing papers means reading what researchers are working on, which is often quite different from how the same problems get approached in a product environment. That connection between industry and academic work is valuable in both directions.”

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The AI agents Muse and Dots, explained: What are they and what they do

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There are some days when there’s so much that needs to get done, I daydream about having a clone of myself. Between paying bills, life admin like renewing my driver’s license, keeping up with doctor’s appointments, and planning meals, it’s a lot. And that doesn’t even begin to touch the work that goes into making a podcast or managing my social life.

This feeling of overwhelm resonates with Sari Azout. She’s a mom of three who works in tech. “There is just so much doing,” she told Explain It to Me, Vox’s weekly call-in podcast. “I wake up, and I have to do meal coordination and get my kids up for breakfast, coordinate carpools. Then a lot of work during the day, but there’s the email from the teacher, there’s the 20 group chats asking if you want to participate in this group gift. They don’t call it ‘the invisible load’ for no reason.’”

Silicon Valley says it has a fix for this kind of mental overload. They don’t want to clone us — at least not yet. But they do think they have the next best thing: AI agents.

Azuot was skeptical when she first got an invite to try an agent, but she says she eventually came around on the technology after back-to-school shopping snuck up on her. She used her agent to get it done. “It blew me away,” she said. “I remember that night coming home just feeling so calm and reading my son a book and feeling present. And I was like, ‘Wow, I actually was very cynical about something that is giving me more time for living.’”

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Azout’s experience is, more or less, the sales pitch for AI agents: They’ll help you save time with everyday tasks, so you have more of it for what you want to do. But what are agents, exactly? Are they really all that? And what do we gain — and give up — when we use the technology?

On this week’s episode of Explain It to Me, I spoke with Reece Rogers, a senior software reporter at Wired, to find out. Rogers says to think of agents as the next evolution of AI chatbots like Claude and ChatGPT.

“I’d create this mental model of a tiny digital assistant that’s constantly searching the web, going through your email, and checking your calendar, trying to find ways it could proactively be helpful for you,” he explains. “Agents are more proactive. It’s scanning your email 24/7 and sending you a message, maybe highlighting a potential calendar conflict.”

Below is an excerpt of my conversation with Rogers, edited for length and clarity. You can listen to the full episode on Apple Podcasts, Spotify, or wherever you get your podcasts. If you’d like to submit a question, send an email to askvox@vox.com or call 1-800-618-8545.

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What agents are out there right now?

At the start of this year, there was a tool called OpenClaw that really sparked this with early adopters in San Francisco, but now there are much more consumer-friendly versions, with one of the most notable being Meta’s Muse.

There’s also a tool from OpenAI called Dots. But where Meta’s Muse is free to download, OpenAI’s Dots is still behind a $100/month paywall.

You tried an AI agent for a recent story you wrote. How was that experience?

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One personal example, to share something that I’ve actually been using agents for, is our couch. It’s broken, and finding a new couch has been a pain. We want a sleeper bed, but we want these specific colors. We have this specific budget. I’ve been using Meta’s Muse and OpenAI’s Dots to try to find a few different options for us.

One interesting thing is that Meta’s Muse is connected to Facebook Marketplace. There are these really good integrations where I can give it all these details, and it found a few good couches that are only maybe a couple blocks from me.

I really enjoyed OpenAI’s Dots experience as well. I spent about an hour talking to it on the phone, and the AI agent made a packet of all these different options I could find. Just this morning, it flagged that one of them is now 40 percent off.

Is that how this tech is typically used?

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Most people are using this as part of a workflow. I attach it to my email, I attach it to my calendar, and I’m using it as a personal assistant to organize my life. But people have been quite creative.

One of the breakout uses for Meta’s Muse is people have been connecting their bank account statements and then using it to scan for subscriptions they might want to cancel. So it can be used in many different ways, though I will say I do not connect it to my own bank account for a myriad of reasons.

I’m not going to lie, the idea of giving any third party access to my bank information does not thrill me. I don’t love that concept.

That’s one of my biggest concerns about these AI agents: how much personal information we’re handing over to these large companies.

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When I tested Meta’s Muse, it wanted access to my email, my bank account, even my passport expiration details. The pitch is convenience, but Muse users are automatically opted in to having all of their interactions with Muse used to train Meta’s AI models.

I would definitely recommend, if you’re sharing personal details, go into the settings and turn that off because you might be handing over even more information about yourself than you initially realize.

What is the privacy situation with all of this? We all have various apps where we don’t read and still click “I agree,” but this feels like it could be more invasive.

Yes, especially because it’s all about automation. If you’re automating things and it has access to all of your data, it could make mistakes and embarrass you in ways you might not even be thinking about.

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There was this one really interesting story of someone who had connected an AI agent to their work Slack in addition to their bank account. And their agent just automatically posted how much money was in their checking account for all of their coworkers to see.

I would be mortified. So there are these kinds of mistakes that these AI tools can still make. If you’re interested in experimenting with them, I would be really thoughtful with how you’re setting up these tools as well as what kind of information you feel comfortable sharing.

“You can see in the marketing that these companies are trying to find some way to entice new users.”

How are these AI agents being marketed? AI is not popular right now. Just ask any politician who has a data center coming to their state. People are not loving it. How are they trying to sell this to the average person?

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The AI backlash really is at a fever pitch right now. You could almost see that in the way that AI companies are trying to market these tools. They’ve really, really leaned into cuteness and into adorable mascots.

Muse, if you haven’t seen its agent, looks like a mix between a Labubu and an Ewok. It’s very furry, very cuddly, very cute. OpenAI’s tools also have similar kinds of blobs with large eyes that might be a little endearing.

I feel like companies are hearing this kind of feedback that people aren’t trusting AI right now, or maybe they have moral or ethical reasons they don’t want to use these tools. You can see in the marketing that these companies are trying to find some way to entice new users.

Do you think AI agents are ultimately going to worm their way into our lives despite how unpopular AI companies are?

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I do think so. I think in a couple months, maybe when I go home from Christmas, I would not be surprised if my mom had an agent on her phone because it does feel like it’s breaking through to average people in the way that ChatGPT had a moment a few years ago.

Even though there’s a lot of distrust for large companies like Meta, I think there are some appealing parts of this that will bring in millions of people. I do see this as the future of the internet.

When I think of the dream of the average person working in AI in Silicon Valley, it’s “We’re going to use AI. It’s going to free up the free time of so many people. Work is going to get done faster. You’re going to have more leisure time.”

Has that been the case for the people you’ve spoken with who are using this? Has it given them more free time to enjoy themselves or has it done something else?

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You would think so, right? You would think that if people are automating these boring aspects of their life, that they would have more time to go touch grass, go see a movie, have some fun. But it does feel like that time just gets filled with other work, other productivity measures.

While agents may be able to take some more annoying or tedious things off of your plate, I am not as optimistic that it’s going to give us this utopia or freedom where I’m always at the beach.

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I Caved to the TikTok Trend of Cooking Bacon in Water. Here’s How It Went

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Bacon has become a mainstay on American breakfast plates. This cured, often-smoked pork product, cut mostly from a pig’s belly, adds a one-of-a-kind crunch and savoriness to breakfast, providing a salty counterpoint to other signature dishes like scrambled eggs, pancakes and oatmeal. 

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We all have bacon preferences: charred and crisp, soft and chewy and, for most of us, somewhere in the middle. Regardless of the outcome, a trending TikTok cooking hack claims to at least guarantee even cooking, prevent dangerous, dirty oil splatters, and keep the meat from burning beyond recognition. But does it hold up? I put the viral video tip to the test. 

The water-cooked bacon process

Though I’m a fan of the quick, easy, CNET-approved oven-baking technique and even speedier air fryer method, the water-cooked method allegedly renders the bacon’s fat slowly and consistently, resulting in uniform cooking, fewer splatters and even reduced sodium. 

Here’s how it works.

raw bacon placed flat in pan
The technique couldn’t be simpler.Joey Skladany/CNET

The stovetop process is simple: 

  1. Place bacon slices in an oversized skillet so they lie flat. 
  2. Add ¼ cup of water to the skillet and cook over medium heat. 
  3. Allow the water to steam and evaporate. Once the water is gone, lower the heat to medium-low and cook the bacon until it reaches your desired crispiness. 
  4. Remove the cooked bacon from the skillet and place on a paper towel to soak up excess oil. 
bacon sizzling in pan with water
I assumed the water would cause grease bombs, but it did the opposite. Joey Skladany/CNET

Ultimately, the water is said to suppress hot grease from popping violently and landing on stovetops or, more importantly, your skin. It also lets the meat cook low and slow before it fries in its own grease, rather than crisping immediately as the skillet heats up.  

Water can also draw out some of the bacon’s sodium, which is ideal for those who find it too salty. 

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The results

crispy cooked bacon in pan
The bacon turned out crisp with a slight chew.Joey Skladany/CNET

Color me shocked by the results: This cooking tip was executed flawlessly and lived up to the hype. The bacon strips were chewy yet crispy, with no bitter char, and cleanup took mere seconds with a quick wipe with a sponge and towel. (Pro tip: Reserve the leftover bacon grease to cook everything, from vegetables to rice, for added flavor). 

My only gripe was that it took a few minutes longer than using an oven or cast-iron skillet. And, frankly, the clean-up of pesky splatters would far surpass the time it takes to cook with water, at least with the latter tool. 

3 strips of cooked bacon on paper towel
TikTok cooking tips are a mixed bag, but this bacon hack proved itself a winner.Joey Skladany/CNET

In an industry full of gimmicks and unverifiable shortcuts, it’s nice to sift through the culinary fluff and find something that actually works, especially with an ingredient as universally beloved as bacon. The fact that this trick has trended on TikTok is just a footnote and proof that social media sometimes gets it right. 

Hungry for more tips? Here’s how to recycle frying oil, plus a neat trick for degreasing a frying pan before washing.

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Moonshot tells Kimi AI to code away, but leave the hacking alone

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Chinese AI startup Moonshot AI is deliberately limiting the hacking capabilities of its latest artificial intelligence model, highlighting a growing dilemma for the industry: how do companies make AI more powerful without making cyberattacks easier to carry out?

The company introduced Kimi K3.1 Pro on October 24, describing it as a highly capable, open-weight model with around 3 trillion parameters. Unlike conventional AI services that operate entirely through a provider’s servers, open-weight models allow developers to download the underlying model files, run them on their own systems, and modify how they work.

Moonshot said it removed cyber-related data from the model’s training dataset and reinforcement-learning environments to reduce its ability to conduct offensive cyber operations, while retaining its general coding capabilities. The company plans to release the model’s weights on November 4, opening it up to a wider developer community. 

Moonshot reduces hacking capabilities without sacrificing coding

Moonshot’s internal testing suggests the safeguards have made a measurable difference. Kimi K3.1 Pro scored 81% on the company’s cybersecurity benchmark, which involved finding and exploiting software vulnerabilities in a controlled environment. A similar version without the risk-reduction measures scored 90.5%.

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That represents a 9.5-percentage-point drop in the reported score. However, the results have not been independently verified, and the model reportedly still outperformed its predecessor.

The distinction matters because the same AI capabilities can be used for both defence and offence. Security teams could use AI to identify weaknesses in software before criminals exploit them. Attackers, meanwhile, could use models that write code, operate software tools and complete multi-step tasks to automate parts of an attack.

Moonshot argues that open-weight AI can help organisations inspect and secure neglected or older software. But once model files are distributed widely, the original developer has less control over who uses them and whether safeguards remain effective.

AI security concerns are becoming a global policy issue

Moonshot’s decision comes as governments and technology companies worry that increasingly capable AI could make sophisticated cyberattacks cheaper and easier to execute. China has also proposed export controls targeting AI-driven malware-generation technology and certain AI-assisted vulnerability-discovery tools. The proposals remain subject to public comment.

For businesses and ordinary users, the stakes extend beyond individual computers. More automated attacks could increase pressure on organisations responsible for protecting personal information, financial systems and critical infrastructure. At the same time, restricting AI security research too aggressively could leave vulnerabilities undiscovered.

Kimi K3.1 Pro also features a one-million-token context window, allowing it to process large amounts of information in one go. Moonshot has introduced a Highspeed version that it says runs two to three times faster than the standard model.

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The next major test will come when Moonshot releases the model weights on November 4. Developers and security researchers will then have greater access to examine its capabilities, while the industry will face a difficult question: can safeguards remain effective once a powerful AI model is available for independent use?

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Greece Enacts Social Media Ban For Kids Under 15

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Greece has passed a law banning children under 15 from social media platforms beginning January 1, 2027. The legislation requires platforms to implement reliable age verification and parents to use government-backed apps to restrict access, with penalties for noncompliance under the EU’s Digital Services Act. Engadget reports: “It would have been very easy to do absolutely nothing today and wait for the perfect European law. But the challenge is here. Children are sinking into the internet every day, and I believe a responsible government must do what it is obliged to do,” said Greece’s digital governance and AI minister, Dimitris Papastergiou.

The legislation was opposed by Greece’s minority parties, so Mitsotakis used his majority government to pass the bill. The nation previously barred mobile phones in schools in 2024, and opinion polls show that the new social media ban for children is widely supported by Greece’s adult population. Mitsotakis previously said that his government’s “goal is to push the European Union in this direction as well.”

Read more of this story at Slashdot.

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Anthony Toth Spent Decades Recreating a Perfect 1970s Pan Am 747 Cabin Right Down to the Peanuts

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anthony toth 1970s pan am 747 cabin

Anthony Toth 1970s Pan Am 747 Cabin Experience
Photo credit: Coolest Thing
A five-year-old boy stepped onto a Pan Am Boeing 747 bound for Europe to visit his grandparents and never quite left that cabin in his mind. Anthony Toth, raised near Cleveland Hopkins International Airport in Cuyahoga Falls, Ohio, began photographing interiors, collecting anything with the blue logo, and building wooden mockups in his parents’ basement by the time he turned twelve.



That one flight had left quite the impression on him, as he had grown to appreciate the airline’s laid-back approach to service, as well as the seating, magazines, and other details that made the journey feel special. Years later, when United acquired parts of Pan American’s network, Toth’s employment as a Global Sales Director gave him a leg start on a wealth of artifacts destined for the dumpster. During his nocturnal trips, he began stocking his Honda Civic with galley gear, glassware, and linens, keeping them until he could utilize them in his own small Pan Am world.

By the time he reached his forties, his collection had taken up a storage unit and the garage at his Redondo Beach home. Toth found space for eighteen of those lovely first-class seats alternating in red and blue, wired them to work with the original Pan Am headsets, and built a small staircase that led to nowheresville.

Anthony Toth 1970s Pan Am 747 Cabin Experience
When visitors came by, he gave them boarding cards that looked like the ones from the old days, and then he served peanuts in their original package. Everything else, including the bins, ashtrays, napkins, and console between the seats, was either original or meticulously recreated from his own photographs and Pan Am documents. Those early events in the fall of 2007 were fairly casual; people brought their own wine, while Toth took out the green tea and served real Pan American china. His garage layout had already cost him over $50,000, with seat pairs ranging from $800 to $1200 each and bins costing $350.

Anthony Toth 1970s Pan Am 747 Cabin Experience
Toth ultimately ran out of garage space, so he rented a big 3,000-square-foot warehouse in the City of Industry in 2012 and spent $100,000 of his own money to build the set. The new layout was approximately 60 feet long from the nose to the front of the wing and 22 feet high, and he was able to incorporate the upper deck lounge with its bright yellow and orange chairs, a full first-class galley unit (8 hundred pounds of pure awesomeness) brought in all the way from the Mojave desert, and twenty-six snazzy Clipper Class seats in a stunning powder blue.The majority of the shell came from a former Japan Airlines 747, as did the side panels from a DC-10, which he trucked out and built on-site. He added a ticket desk, a short jet bridge section, and an actual aircraft door so that his guests could board as they had in the past. It’s no surprise that the old Pan Am flight attendants started showing up in their old uniforms, and the dinners became much more regimented.

Anthony Toth 1970s Pan Am 747 Cabin Experience
Toth met Talaat Captan, the creator of Air Hollywood, an interesting aviation-themed production studio, through an offhand meeting in 2013. So Toth and Captan ended up licensing the Pan Am name, hijacking the entire interior, and transporting it to the studio’s Los Angeles facility, where it was meticulously reconstructed with far better acoustics, programmable lighting, and, you guessed it, air conditioning. Before and after the “flight,” the Clipper Lounge served beverages to the lucky passengers.

Anthony Toth 1970s Pan Am 747 Cabin Experience
Cut to October 18, 2014, when the Pan Am Experience officially opened its doors to the public at Air Hollywood in Valencia, Los Angeles, and what a night it was, Thirty-two lucky people arrived from all over, some of whom had flown in specifically from other locations. Today, passengers can sign in for a multi-course meal served on trolleys, with actual china. While dining, they can listen to some period-accurate music, watch a movie, and be fully attended after by the cabin crew as they work their way up and down the aisles.

Anthony Toth 1970s Pan Am 747 Cabin Experience
Toth still likes to wander the cabin in a captain’s uniform during many of the events, which is not surprising given how many thousands of pieces of Pan Am memorabilia he has on display, right down to the salt and pepper shakers, the exact carpet color, and even the packaging on the peanuts that started it all. As a parting gift, passengers receive a genuine boarding card and the impression that they have just spent an evening on a 1970s-era airliner that is still flying high.
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Tech & AI

How to Find Where a Movie or TV Show Is Streaming

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Find Where a Movie Streams

You want to watch one specific thing tonight, and you have no idea which of the services you pay for actually has it. The fastest reliable answer is a two-part move: search a cross-service aggregator for the exact title, then confirm on the provider’s own page or app before you commit. That second step is not paranoia. Streaming catalogs shift constantly and differ by country, so any single lookup is a snapshot of one moment in one region.

Quick Take

Treat a streaming-search result as a lead, not a promise. Type the full title into a cross-service guide to shortlist candidates, then open the service itself to see what your account and your country actually get. Catalogs rotate and vary by region, so an old result can be wrong by the time you sit down to watch.

Why one search beats opening every app in turn

JustWatch pitches itself as a streaming guide that shows “where to watch movies, TV shows & sports” and lets you skip “going back-and-forth between streaming services” by offering one search across platforms. That is the whole value proposition, and it holds up: instead of opening one app, then a second, then a third, you type the title once and read a list.

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What the aggregator gives you is a starting point, not a verdict. It tells you which services to check. The provider tells you whether the title is really available to you right now. Keep those two jobs separate and you will rarely waste a rental or a sign-up.

Prerequisites

  • The exact title of the movie or show, meaning the full name rather than a nickname or a half-remembered phrase.
  • A web browser or the aggregator’s app, plus the apps or browser access for the services you already subscribe to.
  • Awareness of your own region, since availability is tied to where you are watching from.
  • For the advanced route only: a desktop browser and a TMDB account, because API key registration is not optimized for mobile devices.

Finding a Title’s Streaming Home

This is the consumer workflow. It works the same way for a film and for a series, and it takes about a minute once you know the title.

  1. Search the exact title on an aggregator Open JustWatch and type the full title into its search. Use the precise name. For a series, include the season or episode context if the show has spin-offs or reboots with similar names. Checkpoint: you should see a result card for the title you meant, not a lookalike.
  2. Read the results as a list of leads The results show which services carry the title and, where relevant, whether it is included with a subscription, available to rent, or free with ads. Note the top candidate, ideally the service you already pay for if one appears, and note the alternatives in case the first does not pan out.
  3. Confirm on the provider’s own page or app Open that service directly and search the same title there. This is the step that turns a lead into a decision. If the title appears and plays or shows a clear “watch” option for your account, you are done. If it does not, go back to your results list and try the next candidate.

Verify the result

  • The title appears on the provider’s own page or in its app search, not only on the aggregator.
  • The provider shows a clear way to watch: included with your plan, a rental price, or a free-with-ads option.
  • The title is available for the region you are actually watching from.
  • You can start playback (or reach the rental screen) without an error or a “not available in your area” message.

Why a title may not appear: region and time

Two forces explain almost every “it said it was streaming, but it isn’t” moment. The first is geography. Netflix’s own help documentation states plainly that “Netflix content varies by region and may change over time.” That single sentence covers both failure modes: the same title can be on a service in one country and absent in another, and it can leave a catalog without warning.

The second is rotation. Licensing deals expire and get renewed on their own schedules, so a title that was streaming last month may be gone this month, and one that was gone may be back. This is why the confirm-on-provider step matters more than the search itself. The aggregator told you where to look; the provider tells you what is true for you today.

Info

Streaming is delivered through apps on supported internet-connected devices, including smart TVs, game consoles, streaming players, cable boxes, phones, tablets, and computers via a browser. Netflix’s help documentation notes that its app may come pre-loaded or need downloading, and that app functionality can differ between devices. If a title is confirmed available but you cannot find it, check that you are searching inside the right app on the right device.

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Consumer search vs. provider check vs. API lookup

There are three routes to the same answer, and they suit different people. Most readers only need the first two.

How the three lookup routes compare on speed, reliability, and who they suit
Route What it gives you Best for Main limitation
Aggregator search (JustWatch) A cross-service list of where a title is carried, in one search Quick consumer lookups and comparing services A snapshot, not authoritative or permanent
Provider-direct check The service’s own confirmation for your account and region Final verification before watching or paying You must check each service separately
TMDB API lookup Programmatic movie and TV data for your own tools Developers and technically inclined readers Governed by terms, attribution, and rate limits

Advanced option: programmatic lookup with the TMDB API

If you are building something, whether a personal dashboard, a small script, or a hobby app, The Movie Database (TMDB) API v3 exposes methods for movie, TV, actor, and image data. Registration for an API key happens in your account settings, and the docs note the process is not optimized for mobile devices, so use a desktop browser. The API also enforces rate limiting, which you should read up on before you hammer it.

This route is not a shortcut around the consumer workflow. It gives you structured data, not a live guarantee of what a given service carries in your country today. Treat it as a building block, not an oracle.

Warning

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The TMDB API is licensed on a non-exclusive, non-transferable basis and is conditioned on ongoing compliance with TMDB’s Terms of Use and on giving TMDB attribution for all TMDB content. The terms also restrict concealing your identity or the identity of your application. Read the API terms of use and the developer docs before you ship anything, and respect the rate limits.

When the lookup fails

Most dead ends fall into three buckets. Work through them in order before you give up on a title.

The title does not show up in the aggregator at all

Check your spelling and try the full official title, including any subtitle or year. If it still does not appear, the title may simply not be on a tracked service in your region right now. Search the provider you suspect directly, because a provider’s own catalog search is the last word.

The aggregator says it is streaming, but the provider does not have it

This is the classic stale-result or wrong-region case. Confirm you are signed into the correct account and region, then re-check. If it is still missing, treat the aggregator result as expired and move to the next service on your list.

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It was available last month and now it is gone

Catalog rotation. Availability changes over time, so a title can leave a service and return later, or move to a different one. Re-run the search from the top rather than assuming your old result still holds.

You are traveling or watching from another country

Availability is regional, so the catalog you see depends on where you are watching from. Re-check from the region you are actually in, and expect different results than you saw at home.

The bottom line

Search once, confirm at the source. An aggregator like JustWatch saves you from opening every app in turn, and the provider’s own page settles the question for your account and region. If you are comparing what you get for your money, our guide to free vs paid streaming is the natural next read. And once you have found the title, cast streaming apps to a smart TV so it lands on the big screen instead of your phone.

Key Takeaways

  • Use one aggregator search to shortlist services, then verify on the provider itself before you watch or pay.
  • Expect results to differ by region and to change over time, so a lookup is a snapshot, not a guarantee.
  • If a title vanishes, re-run the search from scratch rather than trusting an old result.
  • Developers can use the TMDB API for structured data, but must honor its attribution and rate-limit terms.

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