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Experiment Proves Metal Roofs Keep Birdhouses Cool in Summer While Shielding Them in Winter

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Metal Roof Birdhouse Heat Experiment
Birdhouses provide a stable environment in which cavity-nesting birds can raise their families. Wood is still the usual option since it suits the hollows that birds seek in trees. However, wood exposed to constant rain, snow, and sun deteriorates over time, demanding frequent repairs or replacements.



A metal roof provides a significant advantage when it comes to dealing with water and snow. It sheds them far more efficiently than bare wood. When winter storms arrive, all of that extra protection comes in handy since moisture can leak in and accelerate wood deterioration. Builders who want their homes to last from season to season typically utilize metal for this purpose.

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Summer, on the other hand, brings a whole other set of worries, as metal has a horrible habit of absorbing sunlight and becoming rather hot to the touch. If you’ve ever touched a dark car hood on a bright day, you’ll know what I mean. If the heat is then carried directly into the nesting area, it can rapidly become hot enough to harm eggs or young chicks. A builder working on a large project of 500 birdhouses opted to measure the heat rather than assuming. The design featured a solid metal roof put over a wooden nesting chamber, but allowed a small gap between the two, allowing air to flow freely underneath the metal.

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Metal Roof Birdhouse Heat Experiment
To make this sound as intense as possible, heat lamps were pointed directly at the roof, and sensors were put to monitor the temperature of the roof, the upper part of the nesting chamber, the lower part, and the air around it. The heat lights maintained a temperature of 70 to 75 degrees Celsius on the roof for several hours. Meanwhile, the temperature within the wooden piece remained constant between 22 and 26 degrees Celsius throughout, and even when the air around the test box reached 30 degrees, the protected nesting area remained as cool as you wanted. Birds become quite worried if nest temperatures exceed 40 degrees Celsius, but in our test, they remained comfortably below that threshold.

Metal Roof Birdhouse Heat Experiment
The air gap is doing all of the work because moving air transfers heat out before it soaks into the wood beneath. To top it off, the metal shade fits inside the box, and the solid wooden edges provide some solitude. So what may have been a heat trap turns out to be a lovely, stable environment. In most real-life circumstances, the birdhouses face east or receive dispersed light rather than the full south-facing sun throughout the day. Finally, the inside should be more welcoming to the common birds who will live there.
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Ice cream for breakfast? Ninja Creami makes a healthy frozen breakfast treat easy

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Ice cream for breakfast? Well, sure, why not, especially when it’s a wholesome and nutritious high-protein ice cream you make in your Ninja Creami. It might even be healthier than the breakfast you had this morning.

There are several different models of the Ninja Creami, including the Swirl, which I used. You can read my Ninja Creami Swirl review here. Any model will do for making delicious and healthy breakfast ‘ice cream’, the Swirl can just make it into soft serve if you like. You must freeze your ingredients in the provided container for 24 hours, so be sure to plan a day ahead.

Protein shakes

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Trustpilot is embedding its reviews inside Shopify stores as AI search reshapes online shopping

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Trustpilot partnered with Shopify to embed reviews in merchant stores as AI search click-throughs surged 1,490 percent in FY25.

Trustpilot has struck a partnership with Shopify that will let the platform’s merchants display and manage Trustpilot reviews directly inside their online stores. The integration goes live on June 29 and is the Danish review company’s first native tie-up with a major ecommerce platform. Financial terms were not disclosed.

The deal arrives at a moment when AI is rewriting how shoppers discover products. Trustpilot said click-throughs from AI-powered search engines rose 1,490 percent during its most recent financial year, which ended in March. A study by analytics firm Promptwatch ranked Trustpilot as the fifth most-cited domain globally on ChatGPT, behind only Wikipedia, YouTube, Reddit, and LinkedIn.

That surge is what makes the Shopify tie-up more than a distribution deal. As AI assistants start recommending products and handling purchases on a shopper’s behalf, the data those assistants rely on to form an opinion becomes critical infrastructure. Trustpilot’s argument is that verified human reviews are the trust layer AI needs to make good recommendations.

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The rise of AI is transforming how consumers discover, evaluate and purchase products,” CEO Adrian Blair said. “Shopify merchants will now be able to build trust with customers at the point of decision.

The partnership is not exclusive. Trustpilot said in March that it was pursuing integrations across banking, insurance, utilities, and other ecommerce platforms. The Shopify deal is the first to be announced, and the company has framed it as a template for what comes next.

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Shopify merchants have long been able to display third-party reviews through apps, but native integrations carry more weight with both AI engines that scan product pages and with shoppers who are learning to distrust unverified ratings. A Recomaze study earlier this month found that AI assistants ignored 60 percent of online stores entirely, often because the product data was not structured in a way the engine could read.

The timing also reflects a broader anxiety about review integrity. AI-generated fake reviews have become a growing concern across the industry, and Trustpilot has positioned its verification systems as a defence against them. The company reported removing more than four million fake reviews in its last fiscal year, using its own machine-learning detection tools.

Trustpilot’s shares have climbed sharply this year on the back of its AI-search tailwind, with Bloomberg reporting a 46 percent gain year-to-date. The company reported $16 million in operating profit for FY25, its first full year in the black after years of losses. Revenue grew 19 percent to $211 million.

Whether the AI-search boom is durable remains an open question. The 1,490 percent click-through increase is measured from a small base, and the company has not disclosed what share of its total traffic now comes from AI engines. What is clear is that Trustpilot is betting its next phase of growth on being the source AI turns to when it needs to know whether a product or a merchant can be trusted.

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Matthew Trahan Printed His Shoes, Socks, Shirt, Shorts and Accessories on 3D Printers. Then He Wore the Results for a Mile.

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Matthew Trahan 3D-Printed Clothes Outfit
Matthew Trahan has turned his workshop into a testing ground for unusual ideas. Past projects included full-size musical instruments, bedroom furniture, and even a life-size copy of himself. Each build pushed what desktop machines could handle. His newest effort went further still. He set out to create every single piece of clothing he would wear, starting from rolls of plastic filament and ending with something he could actually put on.



At first, the notion appeared to be as simple as checking off a list: make a shirt, shorts, shoes, socks, hat, belt, wallet, bow tie, glasses, watch, and bag without ever going to a store or cutting any fabric. Most of the files for the pieces were available online from public model sites, but before the printer began laying down the first layer, the owner spent 33 hours fine-tuning the drawings on his computer to meet his measurements. The actual job began with printing, which took weeks. His trusty Prusa Core 1L handled the larger portions, such as the shorts. Smaller printers took care of the rest. The overall print time came to 560 hours, which included a lot of waiting about. The project used more than 8,000 grams of filament. That’s about 8 kg, and the filament used was as different as the products themselves. Flexible TPU was employed for shoes, socks, and hats because, well, you need material that bends and cushions in a foot-related application. Stiffer PLA and PETG were utilized for the outfit’s more structural components, such as the shirt and shorts. As for the cost, it came out to a nice figure of $25 to $30, but don’t forget to factor in the cost of the printers themselves, which was not included.

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Matthew Trahan 3D-Printed Clothes Outfit
The shirt was the true highlight of the outfit, with interlocking hexagonal shapes giving it a distinct look and feel. Small gaps and flexible connectors allowed for some give, and magnets were utilized to hold the modular portions together. Finally, everything was put together! You get a stiff-looking garment that really retains its shape, giving it the appearance of costume armor rather than something you’d wear on a daily basis. The sleeves proved to be a bit of a problem, and the general fit was a little loose in some spots and tight in others.

Matthew Trahan 3D-Printed Clothes Outfit
The shorts, while a little big and boxy, had a Minecraft-likeness about them that made you look twice. Belt loops and suspender holes provided several alternatives for securing them, but let’s be honest: the wide cut and firm plastic made them difficult to wear in practice. Still, the extra room inside had one redeeming feature: storage space, and while they looked cool, they did require some suspenders to keep them up.

Matthew Trahan 3D-Printed Clothes Outfit
Shoes and socks, on the other hand, were completely unexpected, since the soft, spongy TPU utilized in the shoes resulted in a sort of barefoot shoe that worked out rather nicely. The socks, which were made of the same flexible material, felt bouncy to the touch instead of abrasive. Trahan tested the entire costume, laced everything up tight, and ran a mile in 8 minutes and 20 seconds. His feet did protest a little at the end, but credit to the shoes for holding up well and providing enough protection to complete the task.

Matthew Trahan 3D-Printed Clothes Outfit
Compared to the main outfit, the accessories were a breeze. The hat fit slightly larger than normal without requiring much tweaking. The belt, wallet, bow tie, and watch all performed their basic functions without difficulty. Glasses, on the other hand, looked great at first but quickly started to rub on the ears. Overall, these were the easier parts, as none of them required as much sacrifice as the major garments. When everything was put together, the overall look was unlike anything you’d find in a store, as the colors on the shirt stood out, the shorts dominated the lower half with their sheer size, the soft shoes and socks kept the feet happy for a while, and the upper body was a little restricted due to all the stiff sections.
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Modder Upgrades Steam Machine with 64GB of RAM and 4TB SSD to Show Just How Easy the Process Is

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Valve Steam Machine Upgrade RAM SSD Teardown
Valve just released Steam Machine, a compact computer designed to run SteamOS in living room settings. It arrives as a small black cube with ports along the base and a simple power button. The package includes a matching controller and targets people who want console convenience without giving up access to a full game library. A popular YouTuber who focuses on hardware decided to explore what sits inside one of these units. ETA Prime bought the 2TB version and set out to document every step of opening it while also pushing the specifications higher.



The outer casing is made of plastic, with a metal-reinforced rear part for added strength. A few screws hold the whole contraption together, with two in the rear and four more buried in the rubber feet. To detach the faceplate, press firmly down with a plastic spudger along the front edge, taking care not to yank it off with brutal force. Inside the case, a large cooling system takes center stage; copper pipes and thick aluminum fins do an excellent job of keeping the processor and graphics chip cool, and a custom fan is hidden in its own small shroud. The motherboard is wedged between the cooling block and the power supply, explaining why it appears tight at first glance.

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Getting to the memory is a little difficult because you have to detach the antenna cables for the wireless features and remove a few screws from the small boards near the ports before sliding the whole internal assembly out. The heatsink assembly is removed using four screws, however there is no need to reapply thermal paste because the contact surfaces remain intact throughout the process. One memory stick was already installed and running in single channel mode, but ETA Prime removed it and replaced it with a matched pair of 32GB Crucial modules. They match the original speed rating exactly, and with both modules installed, the system now claims 64GB of memory, with approximately 62GB accessible for use. When the second stick is inserted, dual channel operation is instantly enabled.

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Valve Steam Machine Upgrade RAM SSD Teardown
To be honest, storage access is straightforward because you only need to remove one panel on the side to see the drive region. The OEM device featured a smaller 2230 size M.2 solid state drive attached via an adapter and ribbon cable, however there was just enough room in the chassis for a full size 2280 drive, thus no modifications were necessary. A 4TB Kingston Fury Renegade drive replaced the original, and the read and write speeds are far quicker than before. To avoid having to reinstall the operating system, the previous disk was cloned onto the new one with free software on a different computer, which proceeded smoothly. After installation, the bigger drive exhibited its full capacity.

Valve Steam Machine Upgrade RAM SSD Teardown
Reassembly is simple and gets everything back up and running quickly. You reattach the cables in the opposite sequence, screw everything back in place, and the outer case clicks into its groove. The computer booted into SteamOS without any warnings or missing hardware messages. The system information appears immediately, including the total memory quantity and the new storage size, with little fuss. Gameplay tests revealed that it continues to play as smoothly as possible, with occasional slight frame rate increases. For instance, the graphics chip only has 8GB of video RAM, thus adding system memory will make little impact in more demanding titles. Nonetheless, the dual channel RAM and increased storage facilitate multitasking and allow you to save a big number of games on the laptop without the use of external media.

Valve Steam Machine Upgrade RAM SSD Teardown
However, the hardware required for the improvements is somewhat expensive, with the new memory kit costing around $820 and the new solid state drive costing nearly $1,000. Then you have to factor in the initial purchase price to get to around $3,247 for the full setup. Some believe that 64GB of RAM is too much for this system, but it’s comforting to know that Valve left the design open to a number of upgrades in important areas. Storage upgrades are easy and require little specialized tools.
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China Defies US Restrictions and Builds the World’s Fastest Supercomputer

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China now has the world’s fastest supercomputer, overtaking the United States. The system, known as LineShine and installed at the National Supercomputing Center in Shenzhen, displaced the US system El Capitan from the top spot in the TOP500 ranking in terms of computing power.

The breakthrough comes amid an intense competition between Beijing and Washington for technological supremacy, marked by high tariffs and restrictions on a wide range of hardware components and software.

Since 1993, the TOP500 ranking has identified the world’s most powerful supercomputers every six months through a series of standardized benchmarks that evaluate each system’s performance, taking into account both its theoretical speed and its real-world performance, as well as its energy efficiency.

Historically, the ranking has been dominated by US-developed systems. However, LineShine has returned China to the top after nearly a decade out of first place.

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El Capitan, located in Livermore, California, had held the top position since 2024. Now, benchmark results have confirmed that LineShine exceeds the US system’s processing capacity by more than 20 percent.

With a power consumption of approximately 42.2 megawatts, the Chinese supercomputer delivers 2,198 exaflops, meaning it can perform more than 2 quintillion operations per second.

One of LineShine’s most striking features is that, unlike most next-generation supercomputers, it does not use graphics processing units (GPUs). Instead, it relies exclusively on central processing units (CPUs), components widely used in smartphones, desktop computers, and laptops but rarely found in large-scale scientific computing systems.

Another notable feature is that its entire infrastructure is built with hardware and software developed in China. LineShine’s architecture is based on the LingKun platform and consists of roughly 45,000 LX2 processors. Each processor has 304 cores and operates at a clock speed of 1.55 GHz.

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The nodes are connected through a high-speed network called LingQi, designed to minimize latency and accelerate data exchange. The entire system runs on Kylin OS, a Linux-based operating system widely used in China’s scientific and government computing infrastructure.

A Clear Message From China to the US

China’s return to the top of the TOP500 ranking has been interpreted as an achievement that goes beyond simply possessing the world’s fastest supercomputer, as the country is eager to show the world its tech industry can thrive despite lacking access to key US technologies.

During Donald Trump’s first administration and throughout Joe Biden’s presidency, the United States imposed strict export controls on components, software, and platforms related to advanced computing in an effort to slow China’s technological progress. In response, Beijing adopted similar measures.

Those restrictions have intensified during Trump’s current administration, particularly through tariffs and limits on imports of GPUs, advanced chips, and other components related to artificial intelligence (AI), a technology that now underpins a significant share of the world’s most powerful supercomputers.

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These restrictions have forced China to invest in developing new architectures and technologies capable of building supercomputers that can compete with the highest-performing US systems despite lacking access to certain state-of-the-art resources.

This story originally appeared in WIRED en Español and has been translated from Spanish.

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17 Last Minute Prime Day Apple Deals on iPads, Macs, and More

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The best Apple Watch overall has every feature you could want in a smartwatch (aside from satellite messaging, but I presume that isn’t a dealbreaker for most of you). There’s blood oxygen sensing, sleep tracking, electrocardiogram reading capabilities, and high blood pressure notifications. Best of all, the battery lasts for a full 24 hours, and it’ll get watchOS 27. And at $279, it’s the cheapest it’s been sold out for the past few months.

This is the best-value Apple Watch. It’s compatible with the latest watchOS and has several basic fitness features, though it lacks the extended battery life and some of the more high-tech tracking capabilities of the more-expensive Watch 11. But if you don’t need blood oxygen or ECG readings, and you don’t need a super-bright display, this affordable smartwatch is a smart buy. And now’s a good time to buy, as it’s $20 cheaper than it’s typically sold out, even when on sale.

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Not everyone needs a stylus to work with the iPad, but for artists or avid notetakers, there’s no better option than the Apple Pencil Pro. It supports all sorts of gestures and magnetically attaches, pairs and charges.

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An Amazon Seller Says They Were Offered a Way to Bribe an Amazon Employee

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Jack Nekhala had a business selling on Amazon — and in December he received an unusual offer, reports Bloomberg. A woman said she could bribe an Amazon employee “to help him retrieve $90,000 in funds that the e-commerce giant had frozen after suspending him over an alleged violation of review policy.”


Hoping to ingratiate himself with the company and restart his business, Nekhala offered to provide evidence, including recorded conversations and screen shots, that he said proved Amazon personnel were peddling inside information and influence. The smoking gun, Nekhala told the representative: information about his seller account. Only certain Amazon employees are supposed to have access to such details, but Nekhala had received them from the woman on WeChat, the Chinese messaging app. Nekhala’s experience, which he documented and shared with Bloomberg, provides a rare glimpse into an international black market that has been a persistent scourge of Amazon’s online store. On one side are sellers looking for a variety of favors: a competitive edge over their rivals, information on how to boost sales, a way to get themselves unsuspended. On the other are middlemen who lurk on message apps like Telegram, WeChat and WhatsApp offering access to people inside Amazon who can get things done for a price…

It’s impossible to determine the scope of the illicit activity, but it’s an open secret among Amazon sellers and consultants, who are frequently approached on social-media platforms and messaging apps. “The message is always the same: ‘I’m going to show you screenshots to prove I have inside access,’” said Chris McCabe, a former Amazon employee who runs a seller consulting firm… In 2020, federal prosecutors exposed an international bribery scheme involving Amazon sellers and employees. The ring allegedly extracted about $100 million in unfair advantages by bribing Amazon employees in Asia to help them sell more products and sabotage their competitors. Five people in the US were convicted and received jail terms or probation. Last year, law enforcement officials in India began investigating more than 20 former Amazon employees suspected of accepting bribes from trucking companies in exchange for routes, according to The Times of India.

After Nekhala reported his own experience to Amazon, the representative committed to “do some digging” and to email him instructions on how his evidence could be shared, according to a recording of the conversation. But Nekhala said he never heard back. The employee who leaked his personal information had already been fired for unrelated misconduct, according to Amazon.

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Amazon told Bloomberg employee involvement was “very rare,” and that “We invest heavily in this area and have dedicated teams and systems in place to prevent all types of fraud, including by our own employees.”

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OpenAI hires Uber India’s chief as its first managing director for the country

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OpenAI hired former Uber India president Prabhjeet Singh as its first India managing director, starting September.

OpenAI has appointed Prabhjeet Singh, the outgoing president of Uber India and South Asia, as its first managing director for India. Singh will join in September and report to Kiran Mani, the company’s managing director for Asia Pacific, OpenAI told TechCrunch. He will oversee consumer growth, enterprise adoption, partnerships, regulatory engagement, and operations in what OpenAI has called its second-largest market after the United States.

Singh spent nearly 11 years at Uber, joining in August 2015 as head of strategy before becoming president in June 2020. Before Uber he was an associate partner at McKinsey, where he advised clients across financial services, telecom, and consumer technology. He is an alumnus of IIT Kharagpur and IIM Ahmedabad.

The hire is the latest in a string of investments OpenAI has made in India over the past year. The company opened its first office in New Delhi last August and said earlier this year it would establish additional offices in Mumbai and Bengaluru. In 2024 it hired former Truecaller and Meta executive Pragya Misra to lead public policy and partnerships, a role later expanded to head of strategy and global affairs.

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OpenAI had also brought on former Twitter India head Rishi Jaitly as a senior adviser to help shape its engagement with the Indian government on AI policy. Mani himself, a former JioStar CEO who previously spent 13 years at Google, was appointed to lead the Asia Pacific region in March.

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India’s importance to OpenAI is backed by numbers. CEO Sam Altman said in February that the country has 100 million weekly active ChatGPT users, and that users aged 18 to 24 account for nearly half of all messages sent from India. The company has since struck partnerships spanning higher education, enterprise payments with Pine Labs, web streaming with Reliance’s JioHotStar, and data centre capacity with Tata Group.

The appointment also arrives as India’s AI landscape grows more contested. Rival Anthropic opened its Bengaluru office in late 2025 and in January named former Microsoft India managing director Irina Ghose to lead the country. Google, Amazon, and domestic contenders like Sarvam, which reached unicorn status with a $234 million round last month, are all competing for developers and enterprise customers in a market with more than a billion internet users.

The competitive pressure has a geopolitical edge. The US government’s order in June to suspend Anthropic’s most powerful models for non-US users triggered a sovereignty debate in India and concrete proposals for a $5 billion annual fund to build domestic AI capabilities. For OpenAI, putting a seasoned local operator in charge signals that it takes the risk of being seen as a foreign dependency seriously.

Singh inherits a mandate that is as much political as commercial. India’s government has embraced AI as a national priority, with Prime Minister Narendra Modi hosting OpenAI, Anthropic, and Google chiefs at the AI Impact Summit in February. But the Anthropic suspension showed how quickly access can be revoked, and Indian policymakers are now weighing how much to rely on American providers.

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OpenAI has simultaneously ramped up hiring in India, with open roles including AI deployment engineers, developer experience engineers, a developer marketing lead, a partner director, and solutions engineers. Uber has not yet announced a successor for Singh but is expected to outline its leadership transition plans in the coming weeks.

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How to watch Algeria vs Austria: Free Streams & TV Channels for World Cup 2026

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Algeria vs Austria is shaping up to be one of the more exciting World Cup 2026 matches – it’s a winner-takes-all contest to finish Group J runners-up. Both sides are on three points, but Austria’s superior goal difference means a draw is enough for them to finish second.

There’s narrative here, too. As Group J wraps up last, the teams will know before kick-off whether the side that finishes runners-up or third have the easier last-32 opponent. Algeria may even choose to play for a draw, and third spot, and that’s irony at its best.

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Sick of overheating mid-run? I tested a workout baselayer incorporating smart fiber, thermo-regulation technology originally developed for astronauts

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We’ve tested a lot of crazy workout gear over the years, from Adidas’ pressurized workout shoes to elaborate virtual coaching booths, but never anything from space.

Let me confirm that I haven’t actually worn anything from outer space: this is a workout layer from premium activewear company Walero, which also makes professional-grade motorsport gear. The Walero Active temperature-regulating baselayer incorporates Outlast technology, which is a fabric system originally developed for NASA to clothe its astronauts.

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