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New RCSI exhibition gets to the heart of cardiovascular research

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Rebecca Graham looks at a new exhibition at RCSI University of Medicine and Health Sciences designed to educate the public about heart health and disease.

Cardiovascular disease is one of the leading causes of premature death and disability in Ireland. Nearly 9,000 people die of the disease each year, and it is estimated that 80pc of these deaths are preventable.

A new exhibition at RCSI University of Medicine and Health Sciences hopes to educate the public about heart health and disease, and showcases the latest technologies for diagnosis and treatment of heart conditions.

‘Heart: more than a beat’ is the first exhibition at the Humanarium, a recently opened space in RCSI’s new research and education building on St Stephen’s Green in Dublin city centre. The space will host a rolling programme of events exploring health sciences and medical research.

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Opening the exhibition today (10 February), the director of the Humanarium, Dr Alison Boyle said that the aim is to show “the science and stories behind every heartbeat”. She welcomed to the podium Ciarán Sloan, father of toddler James who underwent major heart surgery at just 10 months old. At the 20-week pregnancy scan, Sloan and his partner Cara McAreavey learned that James had serious heart abnormalities. Since then, the family have had a long journey of treatment and recovery.

Human side of heart research

The exhibition shows a 3D-printed model of a human heart which consultant surgeon Mr Jonathan McGuiness used to prepare for James’s surgery at Crumlin Hospital. Sloan described McGuiness as a hero to their family for his work with James. He also said the exhibition could be really helpful to parents in similar situations to themselves. “It’s not [just] medical, it shows the human side,” he said.

James’s mom Cara McAreavey talked to me about the family’s journey. She described being “blindsided” by the initial diagnosis, but later feeling so grateful that James could be operated on.

She recalled how the family, who travelled from Belfast to Crumlin for the surgery, were on the ward prepped for surgery twice only for it to be cancelled at the last minute to make way for emergencies. Though this was tough, she said they were warned this could happen by the medical team and felt grateful that James wasn’t an emergency case. She spoke with obvious pride about James’s recovery, describing him as incredibly resilient. I asked about her own feelings in all this and she said her attitude is that you either sink or swim, and she chose to swim.

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As we spoke, three-year-old James was happily playing with his dad in the exhibition space, looking healthy and full of energy – the perfect embodiment of what this event is all about and why research into cardiovascular conditions is so important.

Cutting-edge research

Senior anatomy lecturer at RCSI, Dr Aamir Hameed spoke to me at the event about his heart device research. Hameed recently won funding under Research Ireland’s Frontier for the Future programme to develop mechanical heart support devices for small children.

Hameed is co-founder of Pumpinheart, an RCSI spin-out that has prototyped a device to treat advanced heart failure, which features in the exhibition. Hameed explained that when patients have diastolic heart failure, the heart muscles become stiff, preventing the left ventricle from filling properly, which reduces blood flow to the body and causes fluid buildup. He showed me the implantable pump that his team has developed to reduce pressure in the left ventricle and improve blood flow.

This device is at the very early stages of development. Pumpinheart raised €700,000 in seed funding and is now hoping to raise €2.5m to move to preclinical studies. Hameed said that the device provides a validated solution for a proven unmet clinical need, but funding is always a challenge, and they are looking to the US for investment. He hopes to be in a position to move to human trials in two years.

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Hameed is also developing biosensors to work with the pump device. The idea is that sensors would provide data about the device to help prevent issues and reduce re-hospitalisations. He said that recently one of his students asked what would happen if a patient forgot to charge the device and this simple issue is one that a sensor could help prevent by causing an alert for low power.

I asked Hameed how he finds time for the research and teaching alongside the start-up and he laughed and said: “It isn’t easy … but it’s my passion.”

Keeping your heart healthy

A report from the National Office of Clinical Audit, as reported by RTÉ today, found that the number of people who called emergency services within an hour of experiencing heart attack symptoms was down last year compared to the previous year, leading to calls for renewed focus on public awareness of early signs of heart attack.

I asked Hameed about this and he said that commonly people think they can’t be having a heart attack because of preconceived notions of what a sufferer should look like, and this is particularly a problem with younger patients. He said the exhibition is helpful is teaching people about heart health. He thinks more needs to be done to help the public recognise a heart attack and to take steps to protect their heart health.

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Journalist Maura Derrane, an ambassador for the Irish Heart Foundation, spoke at the event and encouraged people to get information about heart health from trusted sources and not from social media. She spoke about how women in particular can often ignore symptoms and that these can also be masked by menopause. She said, for example, she is more proactive about getting her cholesterol checked regularly since she turned 50. “We need to take personal responsibility for our health.”

For more information about the exhibition, visit the Humanarium website. The Humanarium is funded by Blackrock Health, AIB, Lanas and HSE Healthy Ireland.

 

By Rebecca Graham

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Rebecca Graham is a Frontiers science journalism fellow at FutureNeuro Research Ireland Centre for Translational Brain Science in RCSI University of Medicine and Health Sciences. Frontiers is a science journalism initiative funded by the European Research Council. Rebecca is a former managing editor at Silicon Republic. 

Don’t miss out on the knowledge you need to succeed. Sign up for the Daily Brief, Silicon Republic’s digest of need-to-know sci-tech news.

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Your TV’s HDMI Port May Be Spying On You

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While there are multiple reasons why you may want to stop using HDMI cables, this largely comes down to issues with the cables themselves rather than their ports. As it turns out, though, there may be a good reason to look twice at HDMI ports as well, specifically those on the back of TVs. If you have a smart TV, there’s a good chance that those seemingly innocuous ports are spying on you when in use via automatic content recognition (ACR): a method of data collection that utilizes the connection between a smart TV, an HDMI cable, and an external device like a laptop or gaming console.

Like seemingly everything in the technological world, ACR has become so wide-reaching thanks to its ability to make money. As mentioned, it exists to collect data on the media you consume; this way, your TV can more effectively push content that fits your viewing profile. On top of that, it also helps those in marketing send targeted advertisements that are catered to your needs and interests, increasing the likelihood you’ll buy the products or services your TV displays. Worse yet, like anything on the Internet, once it’s out there, it’s out there. All you can do is try to prevent it from getting into the hands of other entities to begin with.

If this level of snooping through your TV’s HDMI port makes you uncomfortable, know you aren’t entirely powerless against it. There are things you can do to counteract ACR and its shady data collection practices.

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Protecting your data from smart TV HDMI port-enabled ACR

Unfortunately, in the modern era, data collection is everywhere. The best thing we can do is a little bit of digital maintenance to keep those wanting to exploit our information at bay. As mentioned, ACR is an issue with smart TVs, meaning those that can connect to the Internet. Without this connection, data transfer just isn’t possible. Therefore, if you really want to be free of it, getting an older “dumb” TV is a good way to do so. Unfortunately, not only do these models lack features, but they’re becoming increasingly difficult to find. It may take some time, effort, and money to get a strong non-Internet-connectable model.

Alternatively, if you want to keep your smart TV around, a key safeguard lies in its settings. While the specifics vary from brand to brand, Consumer Reports found that most major smart TV labels allow you to go into your privacy settings and disable data collection in some form or fashion. Some, like Google, for example, don’t technically collect data via ACR, though most that do let you opt out once the initial setup is complete. At the end of the day, it’s worth doing some research into your specific TV or TVs and the companies behind them, to know exactly what you’re dealing with.

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There are signs that things like apps are stealing your data, but with a smart TV and ACR technology, it’s far more difficult to figure out. That’s why it’s crucial to know what you’re signing up for with such a device and the ways to protect your data to the extent possible.



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5 Handy Gadgets Under $50 To Upgrade Your Garage

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Garages offer a lot of freedom and room for imagination. For some, it can be a place to store all the things and knick-knacks that don’t have a place elsewhere. For others, it can be a place for creativity, such as making models for your board games, crafting jewelry, building furniture, or bringing a vintage vehicle back to life. Whether you’re using your space to make small accessories or playing with large power tools, there’s bound to be a gadget that can help upgrade your experience.

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Since everyone uses their garage for different purposes, there are nearly endless ways you can upgrade your garage to be more functional. But while there are plenty of handy garage gadgets on Amazon, not all of them are cheap. Thankfully, there are plenty of options under $50 that can help make your garage a better place to be.

To help you understand the possibilities, we’ve rounded up some handy gadgets that can upgrade your garage. To know more about why we think they’re worth your hard-earned dollars, you can skip to the end of this article for our methodology. But if you want to go slow and get inspired by ways you can improve your garage for $50 at a time, keep reading.

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HFT fluorescent magnifying lamp

Those who do a lot of crafting or who build miniature models may have a garage packed with tools that offer the precision you need. But what good are the best mini power tools for hobbyists if you can’t see what you’re doing with them?

Available on Harbor Freight, the HFT fluorescent magnifying lamp could be the ideal companion for people working on small detail work. The lamp clamps to a horizontal surface and can extend up to 38 inches. Its spring tension system also ensures that you can swing it to an ideal working position and have it stay there. The lamp has a 22-watt bulb and a 1.75x magnifying lens that is 5 inches in diameter. When not in use, this magnifying lamp has a lens dust cover to help keep it clean. Priced at $39.99, the HFT Fluorescent Magnifying Lamp has been rated 4.6 stars by over 1,100 Harbor Freight users. Among people who rated it 5 stars, many praised its excellent magnification and how easy it was to set up with their bench.

Alternatively, if you can’t use a clamp, there are stand models available from other brands. On Amazon, the Krstlv 10X Magnifying Glass with Light and Stand has a 4.3-inch lens that can magnify up to 10x and a dimmable LED light capable of five color modes. Retailing for $35.99, it’s an Amazon Overall Pick product with more than 1,400 users rating it 4.6 stars on average.

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HOTO laser measuring tool

Although there are a lot of tape measure brands out there, accurately reading a tape measure isn’t necessarily straightforward. Some tape measures can be quite bulky, too, so they’re not ideal for those who like clean and minimalist workspaces or those who want a pocketable tool. If both of these issues bother you, you may want something like the HOTO laser measuring tool.

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Retailing for $49.99, this pocket-sized digital laser tape has been rated 4.2 stars by over 1,700 people. With multiple design awards under its belt, the Amazon’s Choice product can measure up to 98 feet, with ±2 mm (0.078-inch) accuracy, in just 0.2 seconds. Despite its small size, the USB-C-rechargeable battery can last 500 measurements on a single charge. In addition, it looks super sleek with its minimalist display, fingerprint-resistant surface, and eye-catching yellow ring, where you can put your finger through.

If you don’t mind something that looks a little more old school, though, the $25.99 RockSeed laser measure might be good enough. While it isn’t that elegant, it is significantly cheaper, great for people who prefer physical buttons, and can measure longer distances of up to 165 feet. Another Amazon’s Choice product, more than 21,000 users have given the RockSeed Laser Measure an average rating of 4.4 stars.

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Esky key finders

For people with an extensive collection of tools and multiple people handling them on a daily basis, it can be difficult to know exactly where all of them are at any given time. This can be a problem if you like using opaque storage solutions or tend to be disorganized with your post-project clean-up. But while we have plenty of tips for organizing tools, like making inventories and designing dedicated workspaces, the reality is that life doesn’t always go according to plan. You could use Apple AirTags to track tools, but their premium price point means that they’re not worth it for everyday items in your garage. Because of this, the Esky key finders could be a better budget solution.

While it doesn’t have an integrated app, the Esky trackers have an LED light and can generate sounds at up to 85 dB. This is more than enough if you don’t plan to bring your tools outside your garage, since it can track up to 100 feet. Esky’s cheapest $29.99 set includes one remote and six receivers. Those who want more unobtrusive receivers will be interested in Esky’s $34.99 set, which has six receivers that are just 0.2 inches thick and weigh just 9 grams (0.31 ounces) each. Collectively, the Esky Key Finder sets have generated an average rating of 4.4 stars from more than 16,800 Amazon users.

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VIBELITE telescoping magnetic pickup tool

Even the most careful person will likely drop small tools or fasteners now and then. While this isn’t a problem for younger, more flexible people, others may find it difficult to keep picking things up repeatedly. Thankfully, some gadgets can help make it easier to find and pick up bits and pieces that may have been lost, like the VIBELITE telescoping magnetic pickup tool

Apart from its LED bulbs, it has a telescoping neck with a 2.2-pound load capacity, so you can expect to be able to pick up bolts, screws, nails, and other small loose tools with no problem. Although it can be extended up to 22 inches, it packs up to a compact 8.6 inches. Retailing for $29.99, this tool boasts an impressive 4.6-star average rating from more than 16,000 Amazon customers. It’s also an Amazon’s Choice product.

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If you don’t particularly need a flashlight and just want a magnetic pickup tool that can handle heavier loads, Harbor Freight’s PITTSBURGH 15 lb. capacity telescoping magnetic pickup tool might be better suited for you. Capable of extending to over 29.5 inches, this $5 tool has garnered an average rating of 4.7 stars from more than 3,600 Harbor Freight customers. And if you’re interested, Harbor Freight offers a ton of other magnetic gadgets that you might want to consider for your garage, including power strips, LED lights, mats, and sweepers.

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CCCEI tool storage rack

There’s a lot to consider when taking care of power tools, including knowing how to clean them properly and taking care of their batteries. However, one way to make sure you keep on top of both of those is by ensuring you have a proper place to store tools, like the CCCEI tool storage rack. Unlike ordinary storage methods, this particular shelf combines both utility shelves and a heavy-duty power strip into one. The shelves aren’t just for tools, either, and can hold their batteries as well.

While we don’t recommend plugging corded power tools into power strips, having a power strip is a convenient way to make sure your batteries are always good to go. On Amazon, prices for the CCCEI garage tool storage systems start at $39.99. Depending on what you need, CCCEI offers two- to four-layer racks, made up of drill holders, shelves, and organizers.

These various tool racks have collectively received a 4.7-star average rating from more than 1,200 users. Apart from 80% of users thinking it deserves a perfect rating, it’s impressive that only 1% of buyers rated it a single star. Among the most satisfied customers, they mentioned how easy it was to charge multiple batteries at once and loved how it had a place for drills on the side. Some, however, expressed concerns about the frame bending from the weight and the lack of UL certification for the power strip.

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Methodology

To put together this list, we first considered how people might use garages, whether for small or large-scale projects. Next, we thought about the different pain points that different activities will have, including lighting, storage, and keeping track of tools. 

Once we figured that out, we looked for gadgets available on prominent online retail platforms, such as Amazon and Harbor Freight, that could address these problems. The main criterion was that these products needed to have at least 4-star ratings from 1,000 or more users. In the same vein, we avoided products that have been listed as frequently returned or those where more than 10% of reviewers left 1-star ratings. Lastly, we made sure to include a wide range of items with price points between $4 and $50.

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SpaceX’s mighty Starship rocket enters final testing for 12th flight

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SpaceX is edging toward the 12th launch of its Starship rocket, which this time will see a new version of the massive vehicle head skyward.

The launch team has just completed a crucial test of the Starship’s first stage — the Super Heavy — at its Starbase facility in Boca Chica, Texas.

It shared a short video and some images (below) of the most powerful booster ever built with the message: “Cryoproof operations complete for the first time with a Super Heavy V3 booster. This multi-day campaign tested the booster’s redesigned propellant systems and its structural strength.”

Cryoproof operations complete for the first time with a Super Heavy V3 booster. This multi-day campaign tested the booster’s redesigned propellant systems and its structural strength pic.twitter.com/RpMQ1DoT5x

— SpaceX (@SpaceX) February 10, 2026

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No anomalies have been reported, setting the booster up nicely for a static fire test, hopefully in the coming days.

After that, attention will shift to the upper-stage Ship, which will also undergo preflight testing prior to being lifted atop the Super Heavy in preparation for launch.

SpaceX is targeting March for the 12th Starship test flight, according to a recent post on X by Elon Musk, the company’s CEO.

The updated Starship, known as Version 3, stands about a meter higher than its 123-meter-tall predecessor, and comes with more powerful engines and a series of design tweaks to enhance performance.

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In an update on Sunday that surprised many, Musk said that SpaceX is pivoting its near-term focus to building a self-sustaining city on the moon, deprioritizing his previously stated ambition of building a city on Mars.

The CEO said the lunar plan is achievable in under 10 years, with the moon offering a more rapid path due to frequent launch windows (every 10 days vs. Mars’ 26-month alignments) and shorter trips (2 days vs. 6 months).

There’s also the added challenge of safely getting humans to the red planet, a feat that has yet to be achieved.

SpaceX’s Mars‑city efforts will continue as part of a long‑term plan, while the company will continue with its involvement in NASA’s Artemis lunar program using Starship.

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600 companies in Japan want the Epic treatment — a free ride in Apple's ecosystem

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Apple set up alternative app stores and external payments in Japan similar to how it is being handled in the EU, but developers say it has “no economic incentive” and want to pay nothing to Apple.

An app-like icon that says 'iOS' next to the App Store icon
iOS in Japan has been opened up to alternative app stores, but there’s a problem

An ongoing snafu between Apple, Epic, and Judge Yvonne Gonzalez Rogers has led to an injunction forcing Apple to allow external payments without collecting a commission. While that is being appealed in the US, developers in Japan want similar treatment.
According to a report from The Japan News, seven IT-related industry groups comprising over 600 companies released a statement asking Apple and Google to eliminate new commissions. They mean the ones for alternative app marketplaces and externally linked purchases that were forced into place by the Mobile Software Competition Law (MSCL).
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The Complex Engineering Of Runways

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Airport runways seem pretty simple, just another strip of asphalt or concrete not unlike the roads that our cars drive upon every day. We can even use these same highways as landing strips in a pinch, so you’d assume that the engineering for either isn’t that dissimilar. Of course, you can use a highway for an occasional emergency, but a runway that sees the largest and heaviest airplanes taxi, take off and land on a constant basis is a whole other challenge, as detailed in a recent [Practical Engineering] video and its transcript.

When you consider that an Airbus A380 the take-off weight is up to 550 ton, it’s quite clear what the challenge is for larger airports. Another major issue is that of friction, or lack thereof, as the speeds and kinetic energy behind it are so much higher. One only has to look at not only runway overruns but also when one skids off sideways due issues like hydroplaning and uneven friction. Keeping the surface of a runway as high-friction as possible and intact after hundreds of take-offs, tail-strikes and other events is no small feat.

Of course, the other part of runway engineering is for when things do go wrong and an airplane enters the runway safety areas, or overrun zones. This usually provides some flat and clear space where an airplane can safely bleed off its kinetic energy, with the collapsing surface of the EMAS technology being one of the best demonstrations of how this can be safely and dramatically shortened.

Another aspect not covered here that is part of these overrun zones are frangible structures, such as any localizer antennae of ILS, lighting, etc. Frangible here means that the structure easily collapses when a heavy airplane crashes into it without causing significant damage to the airplane.

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It was the failure of such a design process that doomed the crew and passengers of Jeju Air Flight 2216 in December of 2024, when the airplane during an emergency belly landing skidded over the end of the runway. Although there was a lot of open space after the ILS localizer array with just a flimsy wall and further level fields, the ILS array’s base contained a poured concrete base on which the airplane effectively pulverized.

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Today’s NYT Connections: Sports Edition Hints, Answers for Feb. 11 #506

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Looking for the most recent regular Connections answers? Click here for today’s Connections hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle and Strands puzzles.


Today’s Connections: Sports Edition is a tough one. Some of the words in the purple category were completely new to me. If you’re struggling with today’s puzzle but still want to solve it, read on for hints and the answers.

Connections: Sports Edition is published by The Athletic, the subscription-based sports journalism site owned by The Times. It doesn’t appear in the NYT Games app, but it does in The Athletic’s own app. Or you can play it for free online.

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Read more: NYT Connections: Sports Edition Puzzle Comes Out of Beta

Hints for today’s Connections: Sports Edition groups

Here are four hints for the groupings in today’s Connections: Sports Edition puzzle, ranked from the easiest yellow group to the tough (and sometimes bizarre) purple group.

Yellow group hint: Step up to the plate.

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Green group hint: College division.

Blue group hint: Robert.

Purple group hint: Goaaaaaal!

Answers for today’s Connections: Sports Edition groups

Yellow group: Involved in an at-bat.

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Green group: A Big 12 athlete.

Blue group: Bobs.

Purple group: Soccer slang.

Read more: Wordle Cheat Sheet: Here Are the Most Popular Letters Used in English Words

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What are today’s Connections: Sports Edition answers?

completed NYT Connections: Sports Edition puzzle for Feb. 11, 2026

The completed NYT Connections: Sports Edition puzzle for Feb. 11, 2026.

NYT/Screenshot by CNET

The yellow words in today’s Connections

The theme is involved in an at-bat. The four answers are catcher, hitter, pitcher and umpire.

The green words in today’s Connections

The theme is a Big 12 athlete. The four answers are Cyclone, Jayhawk, Sun Devil and Ute.

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The blue words in today’s Connections

The theme is Bobs. The four answers are Beamon, Costas, Feller and Uecker.

The purple words in today’s Connections

The theme is soccer slang. The four answers are howler, screamer, sitter and worldie

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I’m a fitness writer, and these are my 16 essential home workout solutions, including the cheap way I built muscle and the massage gun I use every day

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It’s the middle of February. It’s cold and wet across most of the US, and I am feeling especially reticent to lace up my running shoes and head out into the great outdoors, or even to the gym. Last year, I was in the same position – it was cold and dark – but I didn’t even have a gym membership, having moved house and being between gyms.

As someone who, like a golden retriever, needs a certain amount of exercise once a day, how did I cope? By equipping myself to better do workouts at home, of course, using sales events (like the current Presidents’ Day sales) to do it for less.

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FCC clears Amazon Leo to boost satellite broadband coverage and cover polar regions

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An artist’s conception shows how additional Amazon Leo satellites would provide coverage in Earth’s polar regions. (Amazon Illustration)

Amazon has won the Federal Communications Commission’s approval to go ahead with its plan to launch thousands of second-generation Amazon Leo satellites for its broadband internet network, even though the first-generation constellation is far from complete.

The approval would add more than 4,500 satellites to the previously authorized constellation of 3,232 Gen 1 spacecraft, expanding coverage to the entire globe, including the poles.

Amazon Leo Gen 1 performance is impressive on its own, but lots to look forward to with Leo Gen 2: More capacity, more coverage (including polar) and additional throughput — good for customers everywhere, and especially important for big enterprise/gov customers who want max performance to move large amounts of data through our network,” Rajeev Badyal, vice president of technology for Amazon Leo, said today in a LinkedIn posting.

The upgraded constellation will have added capability for offering high-speed services such as satellite TV and 5G via the Ku-band and V-band. SpaceX’s Starlink network, which is the dominant player in the market for satellite broadband services, already makes use of those frequency bands.

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While the FCC approved Amazon’s use of most of the frequencies it asked for, it deferred Amazon’s request to operate in the 20.2-21.2 GHz and 30.3-31.0 GHz ranges of the Ka-band. The agency also brushed aside challenges to Amazon’s requests from Iridium and Viasat.

Over the past year, Amazon has launched 180 Gen 1 satellites, and another 32 are due to be sent into low Earth orbit by a European-built Ariane 6 rocket this week. That tally is far short of the 1,616 satellites that the FCC is requiring Amazon to launch by the end of July. Last month, Amazon asked the FCC to extend the deadline for that halfway-point milestone to 2028. The company pledged to have all 3,232 Gen 1 satellites in orbit by mid-2029, as required.

In today’s grant of approval, the FCC said that half of the newly authorized satellites must be launched by February 2032, and that all of them must be put into operation by February 2035.

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OpenAI upgrades its Responses API to support agent skills and a complete terminal shell

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Until recently, the practice of building AI agents has been a bit like training a long-distance runner with a thirty-second memory.

Yes, you could give your AI models tools and instructions, but after a few dozen interactions — several laps around the track, to extend our running analogy — it would inevitably lose context and start hallucinating.

With OpenAI’s latest updates to its Responses API — the application programming interface that allows developers on OpenAI’s platform to access multiple agentic tools like web search and file search with a single call — the company is signaling that the era of the limited agent is waning.

The updates announced today include Server-side Compaction, Hosted Shell Containers, and implementing the new “Skills” standard for agents.

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With these three major updates, OpenAI is effectively handing agents a permanent desk, a terminal, and a memory that doesn’t fade and should help agents evolve furhter into reliable, long-term digital workers.

Technology: overcoming ‘context amnesia’

The most significant technical hurdle for autonomous agents has always been the “clutter” of long-running tasks. Every time an agent calls a tool or runs a script, the conversation history grows.

Eventually, the model hits its token limit, and the developer is forced to truncate the history—often deleting the very “reasoning” the agent needs to finish the job.

OpenAI’s answer is Server-side Compaction. Unlike simple truncation, compaction allows agents to run for hours or even days.

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Early data from e-commerce platform Triple Whale suggests this is a breakthrough in stability: their agent, Moby, successfully navigated a session involving 5 million tokens and 150 tool calls without a drop in accuracy.

In practical terms, this means the model can “summarize” its own past actions into a compressed state, keeping the essential context alive while clearing the noise. It transforms the model from a forgetful assistant into a persistent system process.

Managed cloud sandboxes

The introduction of the Shell Tool moves OpenAI into the realm of managed compute. Developers can now opt for container_auto, which provisions an OpenAI-hosted Debian 12 environment.

This isn’t just a code interpreter: it gives each agent its own full terminal environment pre-loaded with:

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  • Native execution environments including Python 3.11, Node.js 22, Java 17, Go 1.23, and Ruby 3.1.

  • Persistent storage via /mnt/data, allowing agents to generate, save, and download artifacts.

  • Networking capabilities that allow agents to reach out to the internet to install libraries or interact with third-party APIs.

The Hosted Shell and its persistent /mnt/data storage provide a managed environment where agents can perform complex data transformations using Python or Java without requiring the team to build and maintain custom ETL (Extract, Transform, Load) middleware for every AI project.

By leveraging these hosted containers, data engineers can implement high-performance data processing tasks while minimizing the “multiple responsibilities” that come with managing bespoke infrastructure, removing the overhead of building and securing their own sandboxes. OpenAI is essentially saying: “Give us the instructions; we’ll provide the computer.”

OpenAI’s Skills vs. Anthropic’s Skills

Both OpenAI and Anthropic now support “skills,” instructions for agents to run specific operations, and have converged on the same open standard — a SKILL.md (markdown) manifest with YAML frontmatter.

A skill built for either can theoretically be moved to VS Code, Cursor, or any other platform that adopts the specification

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Indeed, the hit new open source AI agent OpenClaw adopted this exact SKILL.md manifest and folder-based packaging, allowing it to inherit a wealth of specialized procedural knowledge originally designed for Claude.

This architectural compatibility has fueled a community-driven “skills boom” on platforms like ClawHub, which now hosts over 3,000 community-built extensions ranging from smart home integrations to complex enterprise workflow automations.

This cross-pollination demonstrates that the “Skill” has become a portable, versioned asset rather than a vendor-locked feature. Because OpenClaw supports multiple models — including OpenAI’s GPT-5 series and local Llama instances — developers can now write a skill once and deploy it across a heterogeneous landscape of agents.

But the underlying strategies of OpenAI and Anthropic reveal divergent visions for the future of work.

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OpenAI’s approach prioritizes a “programmable substrate” optimized for developer velocity. By bundling the shell, the memory, and the skills into the Responses API, they offer a “turnkey” experience for building complex agents rapidly.

Already, enterprise AI search startup Glean reported a jump in tool accuracy from 73% to 85% by using OpenAI’s Skills framework.

By pairing the open standard with its proprietary Responses API, the company provides a high-performance, turnkey substrate.

It isn’t just reading the skill; it is hosting it inside a managed Debian 12 shell, handling the networking policies, and applying server-side compaction to ensure the agent doesn’t lose its way during a five-million-token session. This is the “high-performance” choice for engineers who need to deploy long-running, autonomous workers without the overhead of building a bespoke execution environment.

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Anthropic, meanwhile, has focused on the “expertise marketplace.” Their strength lies in a mature directory of pre-packaged partner playbooks from the likes of Atlassian, Figma, and Stripe.

Implications for enterprise technical decision-makers

For engineers focused on “rapid deployment and fine-tuning,” the combination of Server-side Compaction and Skills provides a massive productivity boost

Instead of building custom state management for every agent run, engineers can leverage built-in compaction to handle multi-hour tasks.

Skills allow for “packaged IP,” where specific fine-tuning or specialized procedural knowledge can be modularized and reused across different internal projects.

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For those tasked with moving AI from a “chat box” into a production-grade workflow—OpenAI’s announcement marks the end of the “bespoke infrastructure” era.

Historically, orchestrating an agent required significant manual scaffolding: developers had to build custom state-management logic to handle long conversations and secure, ephemeral sandboxes to execute code.

The challenge is no longer “How do I give this agent a terminal?” but “Which skills are authorized for which users?” and “How do we audit the artifacts produced in the hosted filesystem?” OpenAI has provided the engine and the chassis; the orchestrator’s job is now to define the rules of the road.

For security operations (SecOps) managers, giving an AI model a shell and network access is a high-stakes evolution. OpenAI’s use of Domain Secrets and Org Allowlists provides a defense-in-depth strategy, ensuring that agents can call APIs without exposing raw credentials to the model’s context.

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But as agents become easier to deploy via “Skills,” SecOps must be vigilant about “malicious skills” that could introduce prompt injection vulnerabilities or unauthorized data exfiltration paths.

How should enterprises decide?

OpenAI is no longer just selling a “brain” (the model); it is selling the “office” (the container), the “memory” (compaction), and the “training manual” (skills). For enterprise leaders, the choice is becoming clear:

Choose OpenAI’s Responses API if your agents require heavy-duty, stateful execution. If you need a managed cloud container that can run for hours and handle 5M+ tokens without context degradation, OpenAI’s integrated stack is the “High-Performance OS” for the agentskills.io standard.

Choose Anthropic if your strategy relies on immediate partner connectivity. If your workflow centers on existing, pre-packaged integrations from a wide directory of third-party vendors, Anthropic’s mature ecosystem provides a more “plug-and-play” experience for the same open standard.

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Ultimately, this convergence signals that AI has moved out of the “walled garden” era. By standardizing on agentskills.io, the industry is turning “prompt spaghetti” into a shared, versioned, and truly portable architecture for the future of digital work.

Update Feb. 10, 6:52 pm ET: this article has since been updated to correct errors in an earlier version regarding the portability of OpenAI’s Skills compared to Anthropic’s. We regret the errors.

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Curious about retro gaming? From bespoke consoles to marvelous upscalers, I can’t recommend these products enough

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It’s certainly easy to feel jaded by the modern gaming space.

Great games continue to release apace; this month along has already seen bangers in Nioh 3 and Romeo is a Dead Man. Yet when many big-budget AAA games boil down to that samey open-world format, or developers experience huge layoffs weeks after releasing a new title, it can all leave one feeling mightily cynical at the state of things.

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