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16 of the most interesting startups from YC W’26 Demo Day | TechCrunch

16 of the most interesting startups from YC W’26 Demo Day | TechCrunch

AI was once again the buzzword for this latest batch of YC Demo Day companies. Nearly 190 companies participated in Y Combinator’s Winter ‘26 cohort and presented their startups in a Demo Day on Tuesday. 

These companies are working on products across industries such as law, transportation, and healthcare.  

I did not, admittedly, listen to every single product pitch given the sheer size of the cohort and this year’s Demo Day format available to media: YC posted the pitch videos, one by one, around 20 minutes after their presentations (rather than a livestream, or an in-person session invite).  

Instead, I read about all 190 of the startups presenting and spent the day watching pitches from those we found intriguing, then narrowed it down to the 16 that stood out as the most interesting startups of this overflowing YC class. 

ARC Prize Foundation 
What it does: Creates benchmarks to help measure progress toward AGI.  

Why it’s interesting: A nonprofit in YC! But then again, when OpenAI, Anthropic, and GoogleMind are already using some form of the organization’s benchmarks, it makes sense why it would be included. This foundation aims to inspire more open-source AGI research by hosting competitions and awarding research grants. One reason for this AI revolution is to reach AGI (which Nvidia CEO Jensen Huang says has already arrived), and it will be a matter of historical record for tracking how close or we are from AI machines that have a general intelligence. 

Asimov  
What it does: Collects human movement data to train humanoids  

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Why it’s interesting: People from around the world submit videos of themselves performing movements and tasks and to this company so it can then turn it into datasets that can help train robots. It’s part of the movement trying to make humanoids a thing, finding uses for them beyond the supply chain and entertainment. I’m bullish on humanoid technology, even though our “Rosey the Robot” era still might be eons away. Using data to teach humanoids the flow and — dare I biasly say, elegance — of human movement could help them less, well, robotic as they perform tasks.  

Avoice  
What it does: Helps automate the tedious non-design work for architecture firms  

Why it’s interesting: It’s not every day you hear about new technology targeting the architectural industry. The founders themselves noted that this market is underserved (though rich in potential). This tool uses AI to help automate tasks that creative types like architects my find tedious like reviewing specifications, drawings, contracts and proposals.  

Button Computer 
What it does: A wearable AI  

Why it’s interesting: Everyone is trying to make wearable AI a thing as the world awaits OpenAI’s product from its acquisition of Johnny Ive’s company. Two former Applers (can I call them that?) have joined together to launch Button, essentially a tiny computer, the founders explained, that’s built for AI. Button connects to apps like email, Slack, and Salesforce and operates them via voice command to perform certain tasks. The next must-have hardware is likely to be some form of AI wearable, so it’s interesting to see what’s emerging.  

CodeWisp 
What it does: Let’s anyone build games using AI  

Why it’s interesting: The founders say all you have to do is tell an AI how to make a game, and it will make the game. That’s fun, creative, exciting! I tried to build games as a child and always found it hard and tedious, but the excitement of imaging designing one never went away. While vibe coding has become the rage for building apps, tools like this make imaginative execution much easier. Maybe this will be the next generation of vibe building.  

Crosslayer Labs  
What it does: Helps detect website spoofs  

Why it’s interesting: The rise of agentic tools means that websites are becoming easier to spoof with the bad guys are not shying away from using this tech to scam people. Crosslayer Labs helps its customers detect and monitor their online setups so they can stay protected against this shade of emerging internet threats.  

Doomersion  
What it does: Teaches you languages as you doomstroll 

Why it’s interesting: We spend way too much time doomstrolling, just filling our brains with slop that ends up either irritating us or atrophying our brains. This startup is an app that shows users short videos, like how they would see and scroll through them on a TikTok feed, in the language they are trying to learn. If there should be some meaning to all the content we stuff into our heads all day, what a brilliant way to find that. It combines what consumers won’t stop doing (spending hours on their phone swiping through content) with something as cool as language learning. Très intéressant. 

Lexius 
What it does: Embeds advanced AI into security systems  

Why it’s interesting: This uses AI to enhance existing security camera systems, enabling footage to detect and report instances of theft or falls, replacing a fragmented, mainly manual process. The startup says its targeted businesses that have cameras without AI intelligence, where a camera might catch an incident, but the company is delayed in taking any action. 

Librar Labs 
What it does: An AI-powered library management system tool  

Why it’s interesting: This is AI touching one of those industries that the tech industry often overlooks — libraries. This startup has created an AI-powered library management system to specifically help, as of right now, schools with inventory and cataloguing. As the founder said in his pitch, there isn’t much competition when it comes to automating or innovating the tools already used in this space, making any new idea a contender for “the next big thing.”  

Milliray 
What it does: Radar system to help track small drones  

Why it’s interesting: Defense tech is one of the hottest categories in tech right now. As the founder of this company said, right now, people are in the fields doing everything they can to track tiny drones, but the human eye can miss so much or mistake a tiny drone for a bird and vice versa. This startup uses sensors to identify what is actually a tiny drone in the sky. Given the current state of geopolitics, new technology is needed — and emerging — so that every country can stay ahead of the game and its enemies.  

MouseCat  
What it does: Uses AI to investigate fraud  

Why it’s interesting: AI is a great tool for work, and that holds true for those whose work is fraud and scamming. This company pulls a company’s data from the large cloud storage like Databricks or Snowflake, analyzes consumer data and activity for anything suspicious, and gives recommendations on how to take action. AI-native tools like this are important when it comes to keeping up with the bad AI that is also capable of unleashing.  

Opalite Health  
What it does: Uses AI to help healthcare providers talk to non-English speakers 

Why it’s interesting: There is much left up to interpretation when two people cannot understand each other. In the medical world, it could be life or death. This AI medical translator helps break the language barrier, enabling healthcare providers to understand patients who speak a different language. In a globalized world (and in a country as diverse as America), it’s important for people to be able to access the healthcare they need, regardless of language. Of course, this idea isn’t completely original, as a number of other startups and healthtech providers offer a similar service. 

Sequence Markets  
What it does: Let’s people trade across various markets, like crypto and prediction, on one system.  

Why it’s interesting: As someone who likes everything in one place, I understand wanting a less fragmented process when executing trades in these markets. It’s the same reason I still like going to big-box retailers to buy brands (I like to see all my options at once).  

ShoFo  
What it does: A video library of basically everything 

Why it’s interesting: This startups is billing itself as the “world’s video library,” which is pretty cool if you ask me. I grew up on YouTube and Tumblr and remember how delicate search was back then, when you were looking for something specific. Though this is more of a custom video index to help AI Labs find diverse datasets efficiently, I love any tool that makes searching and organizing easier.  

Sonarly  
What it does: Helps software fix its own production issues  

Why it’s interesting: This startup is making tech that just sounds very cool. It connects to other monitoring systems, promises to reduce alert noise (a distraction from finding the alerts that actually matter), automatically identifies the root causes of problems, and then finds ways to either fix them or suggest further actions for the engineers. While there are a growing number of AI code review startups (and that feature is also being offered by the model makers), there should be room for independent ones once the code hits production systems. This is yet another aspect of the workflow that founders are automating.  

Terranox AI 
What it does: Uses AI to find uranium deposits in North America   

Why it’s interesting: Uranium will be needed to power the next generation of nuclear energy, the founders of this company reminded us. (Nuclear poweris generally considered safe these days, though the uranium itself is, obviously, toxic — and the founder didn’t include in the pitch how it could be safely excavated.) These founders believe that nuclear will be needed to help power all of the new data centers being built. Earth is going to need a lot of energy, from many sources, to ensure its human inhabitants can keep up with the ambitions of the AI revolution.  

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Like it or not, data centers are now intrinsic to our modern lives, supporting not just the AI boom but healthcare, banking, government services, and other essential sectors. Reliable data center operation depends on effective cooling, which is already a major challenge as many methods require huge inputs of water or energy. To make matters worse, new research suggests that one of our cheapest, most efficient cooling strategies could stop working in a warmer world.

The findings, published Monday in the journal Scientific Reports, show that rising temperatures and humidity levels threaten the viability of direct air free cooling, an energy-efficient, waterless technique that pulls outside air in to cool data center servers. Over the past 45 years, weather conditions that limit direct air cooling have become significantly more common, particularly across the tropics and the southeastern United States, according to the study. As the global temperature continues to rise, this problem is only going to get worse.

“We found that periods of time when temperature and humidity exceed recommended operating thresholds for direct air free cooling are becoming more frequent and lasting longer in many regions,” lead author Christina Karamperidou, a professor of atmospheric sciences professor at the University of Hawaii at Mānoa, said in a statement. “This will reduce the availability of air free cooling for a growing number of data centers globally.”

Climate-driven cooling constraints

For direct air free cooling, the American Society of Heating, Refrigerating and Air-Conditioning Engineers recommends keeping the air entering a data center between 64 and 81 degrees Fahrenheit (18 and 27 degrees Celsius), with 10% to 70% relative humidity and a dew point below 59 degrees F (15 degrees C). Air that is hotter and more humid than this won’t cool the servers effectively and could corrode metal components.

To investigate how this cooling method will function in a warmer, wetter world, Karamperidou and her colleagues used a combination of high-resolution hourly weather observations, climate model simulations, and global records of data center locations. With this data, they evaluated how often environmental conditions exceeded recommended operating limits for direct air free cooling over the past 45 years and in future climate scenarios.

The researchers found that the prevalence of weather conditions that limit direct air free cooling has increased significantly in recent decades. Even regions that have only seen modest long-term increases in heat and humidity are experiencing longer daily exceedance events, and the share of data centers exposed to conditions that limit direct air free cooling availability for at least one quarter of the year is rising.

Interestingly, the findings suggest that the hottest, most humid days are intensifying faster than average days, indicating that environmental stress on direct air free cooling systems is become more and more concentrated in rare, highly consequential events.

“From an operational perspective, those worst-day conditions often drive contingency planning, system overrides, redundancy requirements, and reliability decisions,” Karamperidou said. “This suggests that infrastructure planning may need to account not only for average environmental conditions but also for how the most stressful days are changing over time.”

By 2050, the number of hours that exceed temperature and humidity limits for direct air free cooling is protected to increase under high greenhouse gas emissions scenarios, according to the researchers. In most regions globally, the average number of hours per day during which this cooling strategy is constrained increases by more than two hours per day, the findings show.

A troubling feedback loop

While this study focuses on how weather can influence data centers, it’s important to remember that data centers can influence local weather too. These facilities dissipate a lot of heat, and research has shown that they can actually create heat islands within a 6-mile radius of themselves.

Karamperidou and her colleagues did not account for this effect, so the direct air free cooling constraints they identified may be conservative, they write in their report. Still, they emphasize that their findings do not mean that this cooling strategy is necessarily infeasible in warm, humid regions. Rather, the study shows that the window of feasibility for direct air free cooling is narrowing due to climate change.

“Alternative strategies—including indirect evaporative cooling, liquid cooling, and hybrid architectures—can partially offset these constraints, albeit with distinct trade-offs in water use, system complexity, and operational design,” the researchers write.

Indeed, as one of the simplest, cheapest, and most efficient cooling strategies becomes increasingly unreliable, data center operators may be forced to turn to more energy- and water-intensive methods. This, in turn, could put added strain on electric grids and water resources that are themselves strained by climate change. Adapting data centers to a warming world without exacerbating the impacts of rising global temperatures will require innovative solutions.

#Cheapest #Cool #Data #Centers #Wont #Work #Warmer #WorldAI,data centers,extreme heat,Global warming">The Cheapest Way to Cool Data Centers Won’t Work in a Warmer World 
                Like it or not, data centers are now intrinsic to our modern lives, supporting not just the AI boom but healthcare, banking, government services, and other essential sectors. Reliable data center operation depends on effective cooling, which is already a major challenge as many methods require huge inputs of water or energy. To make matters worse, new research suggests that one of our cheapest, most efficient cooling strategies could stop working in a warmer world. The findings, published Monday in the journal Scientific Reports, show that rising temperatures and humidity levels threaten the viability of direct air free cooling, an energy-efficient, waterless technique that pulls outside air in to cool data center servers. Over the past 45 years, weather conditions that limit direct air cooling have become significantly more common, particularly across the tropics and the southeastern United States, according to the study. As the global temperature continues to rise, this problem is only going to get worse. “We found that periods of time when temperature and humidity exceed recommended operating thresholds for direct air free cooling are becoming more frequent and lasting longer in many regions,” lead author Christina Karamperidou, a professor of atmospheric sciences professor at the University of Hawaii at Mānoa, said in a statement. “This will reduce the availability of air free cooling for a growing number of data centers globally.”

 Climate-driven cooling constraints For direct air free cooling, the American Society of Heating, Refrigerating and Air-Conditioning Engineers recommends keeping the air entering a data center between 64 and 81 degrees Fahrenheit (18 and 27 degrees Celsius), with 10% to 70% relative humidity and a dew point below 59 degrees F (15 degrees C). Air that is hotter and more humid than this won’t cool the servers effectively and could corrode metal components.

 To investigate how this cooling method will function in a warmer, wetter world, Karamperidou and her colleagues used a combination of high-resolution hourly weather observations, climate model simulations, and global records of data center locations. With this data, they evaluated how often environmental conditions exceeded recommended operating limits for direct air free cooling over the past 45 years and in future climate scenarios. The researchers found that the prevalence of weather conditions that limit direct air free cooling has increased significantly in recent decades. Even regions that have only seen modest long-term increases in heat and humidity are experiencing longer daily exceedance events, and the share of data centers exposed to conditions that limit direct air free cooling availability for at least one quarter of the year is rising.

 Interestingly, the findings suggest that the hottest, most humid days are intensifying faster than average days, indicating that environmental stress on direct air free cooling systems is become more and more concentrated in rare, highly consequential events. “From an operational perspective, those worst-day conditions often drive contingency planning, system overrides, redundancy requirements, and reliability decisions,” Karamperidou said. “This suggests that infrastructure planning may need to account not only for average environmental conditions but also for how the most stressful days are changing over time.” By 2050, the number of hours that exceed temperature and humidity limits for direct air free cooling is protected to increase under high greenhouse gas emissions scenarios, according to the researchers. In most regions globally, the average number of hours per day during which this cooling strategy is constrained increases by more than two hours per day, the findings show.

 A troubling feedback loop While this study focuses on how weather can influence data centers, it’s important to remember that data centers can influence local weather too. These facilities dissipate a lot of heat, and research has shown that they can actually create heat islands within a 6-mile radius of themselves. Karamperidou and her colleagues did not account for this effect, so the direct air free cooling constraints they identified may be conservative, they write in their report. Still, they emphasize that their findings do not mean that this cooling strategy is necessarily infeasible in warm, humid regions. Rather, the study shows that the window of feasibility for direct air free cooling is narrowing due to climate change.

 “Alternative strategies—including indirect evaporative cooling, liquid cooling, and hybrid architectures—can partially offset these constraints, albeit with distinct trade-offs in water use, system complexity, and operational design,” the researchers write. Indeed, as one of the simplest, cheapest, and most efficient cooling strategies becomes increasingly unreliable, data center operators may be forced to turn to more energy- and water-intensive methods. This, in turn, could put added strain on electric grids and water resources that are themselves strained by climate change. Adapting data centers to a warming world without exacerbating the impacts of rising global temperatures will require innovative solutions.      #Cheapest #Cool #Data #Centers #Wont #Work #Warmer #WorldAI,data centers,extreme heat,Global warming

AI boom but healthcare, banking, government services, and other essential sectors. Reliable data center operation depends on effective cooling, which is already a major challenge as many methods require huge inputs of water or energy. To make matters worse, new research suggests that one of our cheapest, most efficient cooling strategies could stop working in a warmer world.

The findings, published Monday in the journal Scientific Reports, show that rising temperatures and humidity levels threaten the viability of direct air free cooling, an energy-efficient, waterless technique that pulls outside air in to cool data center servers. Over the past 45 years, weather conditions that limit direct air cooling have become significantly more common, particularly across the tropics and the southeastern United States, according to the study. As the global temperature continues to rise, this problem is only going to get worse.

“We found that periods of time when temperature and humidity exceed recommended operating thresholds for direct air free cooling are becoming more frequent and lasting longer in many regions,” lead author Christina Karamperidou, a professor of atmospheric sciences professor at the University of Hawaii at Mānoa, said in a statement. “This will reduce the availability of air free cooling for a growing number of data centers globally.”

Climate-driven cooling constraints

For direct air free cooling, the American Society of Heating, Refrigerating and Air-Conditioning Engineers recommends keeping the air entering a data center between 64 and 81 degrees Fahrenheit (18 and 27 degrees Celsius), with 10% to 70% relative humidity and a dew point below 59 degrees F (15 degrees C). Air that is hotter and more humid than this won’t cool the servers effectively and could corrode metal components.

To investigate how this cooling method will function in a warmer, wetter world, Karamperidou and her colleagues used a combination of high-resolution hourly weather observations, climate model simulations, and global records of data center locations. With this data, they evaluated how often environmental conditions exceeded recommended operating limits for direct air free cooling over the past 45 years and in future climate scenarios.

The researchers found that the prevalence of weather conditions that limit direct air free cooling has increased significantly in recent decades. Even regions that have only seen modest long-term increases in heat and humidity are experiencing longer daily exceedance events, and the share of data centers exposed to conditions that limit direct air free cooling availability for at least one quarter of the year is rising.

Interestingly, the findings suggest that the hottest, most humid days are intensifying faster than average days, indicating that environmental stress on direct air free cooling systems is become more and more concentrated in rare, highly consequential events.

“From an operational perspective, those worst-day conditions often drive contingency planning, system overrides, redundancy requirements, and reliability decisions,” Karamperidou said. “This suggests that infrastructure planning may need to account not only for average environmental conditions but also for how the most stressful days are changing over time.”

By 2050, the number of hours that exceed temperature and humidity limits for direct air free cooling is protected to increase under high greenhouse gas emissions scenarios, according to the researchers. In most regions globally, the average number of hours per day during which this cooling strategy is constrained increases by more than two hours per day, the findings show.

A troubling feedback loop

While this study focuses on how weather can influence data centers, it’s important to remember that data centers can influence local weather too. These facilities dissipate a lot of heat, and research has shown that they can actually create heat islands within a 6-mile radius of themselves.

Karamperidou and her colleagues did not account for this effect, so the direct air free cooling constraints they identified may be conservative, they write in their report. Still, they emphasize that their findings do not mean that this cooling strategy is necessarily infeasible in warm, humid regions. Rather, the study shows that the window of feasibility for direct air free cooling is narrowing due to climate change.

“Alternative strategies—including indirect evaporative cooling, liquid cooling, and hybrid architectures—can partially offset these constraints, albeit with distinct trade-offs in water use, system complexity, and operational design,” the researchers write.

Indeed, as one of the simplest, cheapest, and most efficient cooling strategies becomes increasingly unreliable, data center operators may be forced to turn to more energy- and water-intensive methods. This, in turn, could put added strain on electric grids and water resources that are themselves strained by climate change. Adapting data centers to a warming world without exacerbating the impacts of rising global temperatures will require innovative solutions.

#Cheapest #Cool #Data #Centers #Wont #Work #Warmer #WorldAI,data centers,extreme heat,Global warming">The Cheapest Way to Cool Data Centers Won’t Work in a Warmer World The Cheapest Way to Cool Data Centers Won’t Work in a Warmer World 
                Like it or not, data centers are now intrinsic to our modern lives, supporting not just the AI boom but healthcare, banking, government services, and other essential sectors. Reliable data center operation depends on effective cooling, which is already a major challenge as many methods require huge inputs of water or energy. To make matters worse, new research suggests that one of our cheapest, most efficient cooling strategies could stop working in a warmer world. The findings, published Monday in the journal Scientific Reports, show that rising temperatures and humidity levels threaten the viability of direct air free cooling, an energy-efficient, waterless technique that pulls outside air in to cool data center servers. Over the past 45 years, weather conditions that limit direct air cooling have become significantly more common, particularly across the tropics and the southeastern United States, according to the study. As the global temperature continues to rise, this problem is only going to get worse. “We found that periods of time when temperature and humidity exceed recommended operating thresholds for direct air free cooling are becoming more frequent and lasting longer in many regions,” lead author Christina Karamperidou, a professor of atmospheric sciences professor at the University of Hawaii at Mānoa, said in a statement. “This will reduce the availability of air free cooling for a growing number of data centers globally.”

 Climate-driven cooling constraints For direct air free cooling, the American Society of Heating, Refrigerating and Air-Conditioning Engineers recommends keeping the air entering a data center between 64 and 81 degrees Fahrenheit (18 and 27 degrees Celsius), with 10% to 70% relative humidity and a dew point below 59 degrees F (15 degrees C). Air that is hotter and more humid than this won’t cool the servers effectively and could corrode metal components.

 To investigate how this cooling method will function in a warmer, wetter world, Karamperidou and her colleagues used a combination of high-resolution hourly weather observations, climate model simulations, and global records of data center locations. With this data, they evaluated how often environmental conditions exceeded recommended operating limits for direct air free cooling over the past 45 years and in future climate scenarios. The researchers found that the prevalence of weather conditions that limit direct air free cooling has increased significantly in recent decades. Even regions that have only seen modest long-term increases in heat and humidity are experiencing longer daily exceedance events, and the share of data centers exposed to conditions that limit direct air free cooling availability for at least one quarter of the year is rising.

 Interestingly, the findings suggest that the hottest, most humid days are intensifying faster than average days, indicating that environmental stress on direct air free cooling systems is become more and more concentrated in rare, highly consequential events. “From an operational perspective, those worst-day conditions often drive contingency planning, system overrides, redundancy requirements, and reliability decisions,” Karamperidou said. “This suggests that infrastructure planning may need to account not only for average environmental conditions but also for how the most stressful days are changing over time.” By 2050, the number of hours that exceed temperature and humidity limits for direct air free cooling is protected to increase under high greenhouse gas emissions scenarios, according to the researchers. In most regions globally, the average number of hours per day during which this cooling strategy is constrained increases by more than two hours per day, the findings show.

 A troubling feedback loop While this study focuses on how weather can influence data centers, it’s important to remember that data centers can influence local weather too. These facilities dissipate a lot of heat, and research has shown that they can actually create heat islands within a 6-mile radius of themselves. Karamperidou and her colleagues did not account for this effect, so the direct air free cooling constraints they identified may be conservative, they write in their report. Still, they emphasize that their findings do not mean that this cooling strategy is necessarily infeasible in warm, humid regions. Rather, the study shows that the window of feasibility for direct air free cooling is narrowing due to climate change.

 “Alternative strategies—including indirect evaporative cooling, liquid cooling, and hybrid architectures—can partially offset these constraints, albeit with distinct trade-offs in water use, system complexity, and operational design,” the researchers write. Indeed, as one of the simplest, cheapest, and most efficient cooling strategies becomes increasingly unreliable, data center operators may be forced to turn to more energy- and water-intensive methods. This, in turn, could put added strain on electric grids and water resources that are themselves strained by climate change. Adapting data centers to a warming world without exacerbating the impacts of rising global temperatures will require innovative solutions.      #Cheapest #Cool #Data #Centers #Wont #Work #Warmer #WorldAI,data centers,extreme heat,Global warming

Like it or not, data centers are now intrinsic to our modern lives, supporting not just the AI boom but healthcare, banking, government services, and other essential sectors. Reliable data center operation depends on effective cooling, which is already a major challenge as many methods require huge inputs of water or energy. To make matters worse, new research suggests that one of our cheapest, most efficient cooling strategies could stop working in a warmer world.

The findings, published Monday in the journal Scientific Reports, show that rising temperatures and humidity levels threaten the viability of direct air free cooling, an energy-efficient, waterless technique that pulls outside air in to cool data center servers. Over the past 45 years, weather conditions that limit direct air cooling have become significantly more common, particularly across the tropics and the southeastern United States, according to the study. As the global temperature continues to rise, this problem is only going to get worse.

“We found that periods of time when temperature and humidity exceed recommended operating thresholds for direct air free cooling are becoming more frequent and lasting longer in many regions,” lead author Christina Karamperidou, a professor of atmospheric sciences professor at the University of Hawaii at Mānoa, said in a statement. “This will reduce the availability of air free cooling for a growing number of data centers globally.”

Climate-driven cooling constraints

For direct air free cooling, the American Society of Heating, Refrigerating and Air-Conditioning Engineers recommends keeping the air entering a data center between 64 and 81 degrees Fahrenheit (18 and 27 degrees Celsius), with 10% to 70% relative humidity and a dew point below 59 degrees F (15 degrees C). Air that is hotter and more humid than this won’t cool the servers effectively and could corrode metal components.

To investigate how this cooling method will function in a warmer, wetter world, Karamperidou and her colleagues used a combination of high-resolution hourly weather observations, climate model simulations, and global records of data center locations. With this data, they evaluated how often environmental conditions exceeded recommended operating limits for direct air free cooling over the past 45 years and in future climate scenarios.

The researchers found that the prevalence of weather conditions that limit direct air free cooling has increased significantly in recent decades. Even regions that have only seen modest long-term increases in heat and humidity are experiencing longer daily exceedance events, and the share of data centers exposed to conditions that limit direct air free cooling availability for at least one quarter of the year is rising.

Interestingly, the findings suggest that the hottest, most humid days are intensifying faster than average days, indicating that environmental stress on direct air free cooling systems is become more and more concentrated in rare, highly consequential events.

“From an operational perspective, those worst-day conditions often drive contingency planning, system overrides, redundancy requirements, and reliability decisions,” Karamperidou said. “This suggests that infrastructure planning may need to account not only for average environmental conditions but also for how the most stressful days are changing over time.”

By 2050, the number of hours that exceed temperature and humidity limits for direct air free cooling is protected to increase under high greenhouse gas emissions scenarios, according to the researchers. In most regions globally, the average number of hours per day during which this cooling strategy is constrained increases by more than two hours per day, the findings show.

A troubling feedback loop

While this study focuses on how weather can influence data centers, it’s important to remember that data centers can influence local weather too. These facilities dissipate a lot of heat, and research has shown that they can actually create heat islands within a 6-mile radius of themselves.

Karamperidou and her colleagues did not account for this effect, so the direct air free cooling constraints they identified may be conservative, they write in their report. Still, they emphasize that their findings do not mean that this cooling strategy is necessarily infeasible in warm, humid regions. Rather, the study shows that the window of feasibility for direct air free cooling is narrowing due to climate change.

“Alternative strategies—including indirect evaporative cooling, liquid cooling, and hybrid architectures—can partially offset these constraints, albeit with distinct trade-offs in water use, system complexity, and operational design,” the researchers write.

Indeed, as one of the simplest, cheapest, and most efficient cooling strategies becomes increasingly unreliable, data center operators may be forced to turn to more energy- and water-intensive methods. This, in turn, could put added strain on electric grids and water resources that are themselves strained by climate change. Adapting data centers to a warming world without exacerbating the impacts of rising global temperatures will require innovative solutions.

#Cheapest #Cool #Data #Centers #Wont #Work #Warmer #WorldAI,data centers,extreme heat,Global warming

The end of the biggest World Cup ever is almost here. Following 100 matches, there are just four teams left and four more games to play.

The tournament has been hosted by three countries: Mexico, Canada, and the US. All of those host countries are now out of the running. The final teams are France, Spain, England, and Argentina. Those teams will play two more semifinal games, another game to determine who gets third place and a final match to end it all.

Going into this year’s World Cup, FIFA anticipated that it would be the most watched tournament in the organization’s history. As the tournament moved into the quarterfinals earlier this month, FIFA noted that more than more than 6.2 million people had attended matches in person, “while millions more follow the action across digital platforms, broadcast, and fan experiences in host cities and around the world.”

You can find the full schedule, which defaults to your local time zone, on the FIFA website.

Here’s how to watch the final games.

Semifinals

France vs. Spain, at Dallas Stadium in Arlington, Texas — 3 pm ET on Tuesday July 14

England vs. Argentina, at Atlanta Stadium — 3 pm ET on Wednesday July 15

Third Place Playoff

The two losing teams of the semifinal matches will face off for the title of third place at 5 pm ET on Saturday, July 18, in the Miami Stadium in Miami, Florida.

Final

The World Cup final game is at 3 pm ET on Sunday, July 19, in the New York/New Jersey Stadium.

The game will also feature the first-ever Super Bowl–style halftime show in World Cup history, with performances from Justin Bieber, Madonna, Shakira, BTS, and Gustavo Dudamel. As the name implies, that will likely land right in the middle of the broadcast, so aim to watch somewhere around 4 pm ET on July 19.

Where to Stream

If you have satellite TV or cable service, you can watch the final kickoffs live on TV via Fox Sports in the US. The games are also available on the FoxOne streaming service for $20 per month.

FIFA has partnered with YouTube as its “preferred partner” for streaming the games. You’ll need YouTube TV’s sports plan, which is currently $55 per month. Other paid options include Fubo ($46 per month) and Hulu’s live sports option ($90 per month).

In partnership with Telemundo, Peacock is streaming all of the games in Spanish. You can find all the official broadcasters on the FIFA website.

New Competition

This World Cup has been huge, competition-wise, as it is the first to include 48 teams in the tournament instead of the 32 for past World Cups. Given the increased number of teams, the structure for how the competition played out was different from past World Cups. Countries were first sorted into groups (labeled with letters A–L) and played out games in the First Stage within those groups.

Winners of those matches went on to duke it out in the stage called the Round of 32, then got whittled down in a Round of 16. After that, the winners moved on to the quarterfinals, which wrapped up last weekend.

#Watch #World #Cup #Semifinals #Finalssports,football,how-to,world cup 2026,soccer">How to Watch the 2026 World Cup Semifinals and FinalsThe end of the biggest World Cup ever is almost here. Following 100 matches, there are just four teams left and four more games to play.The tournament has been hosted by three countries: Mexico, Canada, and the US. All of those host countries are now out of the running. The final teams are France, Spain, England, and Argentina. Those teams will play two more semifinal games, another game to determine who gets third place and a final match to end it all.Going into this year’s World Cup, FIFA anticipated that it would be the most watched tournament in the organization’s history. As the tournament moved into the quarterfinals earlier this month, FIFA noted that more than more than 6.2 million people had attended matches in person, “while millions more follow the action across digital platforms, broadcast, and fan experiences in host cities and around the world.”You can find the full schedule, which defaults to your local time zone, on the FIFA website.Here’s how to watch the final games.SemifinalsFrance vs. Spain, at Dallas Stadium in Arlington, Texas — 3 pm ET on Tuesday July 14England vs. Argentina, at Atlanta Stadium — 3 pm ET on Wednesday July 15Third Place PlayoffThe two losing teams of the semifinal matches will face off for the title of third place at 5 pm ET on Saturday, July 18, in the Miami Stadium in Miami, Florida.FinalThe World Cup final game is at 3 pm ET on Sunday, July 19, in the New York/New Jersey Stadium.The game will also feature the first-ever Super Bowl–style halftime show in World Cup history, with performances from Justin Bieber, Madonna, Shakira, BTS, and Gustavo Dudamel. As the name implies, that will likely land right in the middle of the broadcast, so aim to watch somewhere around 4 pm ET on July 19.Where to StreamIf you have satellite TV or cable service, you can watch the final kickoffs live on TV via Fox Sports in the US. The games are also available on the FoxOne streaming service for  per month.FIFA has partnered with YouTube as its “preferred partner” for streaming the games. You’ll need YouTube TV’s sports plan, which is currently  per month. Other paid options include Fubo ( per month) and Hulu’s live sports option ( per month).In partnership with Telemundo, Peacock is streaming all of the games in Spanish. You can find all the official broadcasters on the FIFA website.New CompetitionThis World Cup has been huge, competition-wise, as it is the first to include 48 teams in the tournament instead of the 32 for past World Cups. Given the increased number of teams, the structure for how the competition played out was different from past World Cups. Countries were first sorted into groups (labeled with letters A–L) and played out games in the First Stage within those groups.Winners of those matches went on to duke it out in the stage called the Round of 32, then got whittled down in a Round of 16. After that, the winners moved on to the quarterfinals, which wrapped up last weekend.#Watch #World #Cup #Semifinals #Finalssports,football,how-to,world cup 2026,soccer

World Cup ever is almost here. Following 100 matches, there are just four teams left and four more games to play.

The tournament has been hosted by three countries: Mexico, Canada, and the US. All of those host countries are now out of the running. The final teams are France, Spain, England, and Argentina. Those teams will play two more semifinal games, another game to determine who gets third place and a final match to end it all.

Going into this year’s World Cup, FIFA anticipated that it would be the most watched tournament in the organization’s history. As the tournament moved into the quarterfinals earlier this month, FIFA noted that more than more than 6.2 million people had attended matches in person, “while millions more follow the action across digital platforms, broadcast, and fan experiences in host cities and around the world.”

You can find the full schedule, which defaults to your local time zone, on the FIFA website.

Here’s how to watch the final games.

Semifinals

France vs. Spain, at Dallas Stadium in Arlington, Texas — 3 pm ET on Tuesday July 14

England vs. Argentina, at Atlanta Stadium — 3 pm ET on Wednesday July 15

Third Place Playoff

The two losing teams of the semifinal matches will face off for the title of third place at 5 pm ET on Saturday, July 18, in the Miami Stadium in Miami, Florida.

Final

The World Cup final game is at 3 pm ET on Sunday, July 19, in the New York/New Jersey Stadium.

The game will also feature the first-ever Super Bowl–style halftime show in World Cup history, with performances from Justin Bieber, Madonna, Shakira, BTS, and Gustavo Dudamel. As the name implies, that will likely land right in the middle of the broadcast, so aim to watch somewhere around 4 pm ET on July 19.

Where to Stream

If you have satellite TV or cable service, you can watch the final kickoffs live on TV via Fox Sports in the US. The games are also available on the FoxOne streaming service for $20 per month.

FIFA has partnered with YouTube as its “preferred partner” for streaming the games. You’ll need YouTube TV’s sports plan, which is currently $55 per month. Other paid options include Fubo ($46 per month) and Hulu’s live sports option ($90 per month).

In partnership with Telemundo, Peacock is streaming all of the games in Spanish. You can find all the official broadcasters on the FIFA website.

New Competition

This World Cup has been huge, competition-wise, as it is the first to include 48 teams in the tournament instead of the 32 for past World Cups. Given the increased number of teams, the structure for how the competition played out was different from past World Cups. Countries were first sorted into groups (labeled with letters A–L) and played out games in the First Stage within those groups.

Winners of those matches went on to duke it out in the stage called the Round of 32, then got whittled down in a Round of 16. After that, the winners moved on to the quarterfinals, which wrapped up last weekend.

#Watch #World #Cup #Semifinals #Finalssports,football,how-to,world cup 2026,soccer">How to Watch the 2026 World Cup Semifinals and Finals

The end of the biggest World Cup ever is almost here. Following 100 matches, there are just four teams left and four more games to play.

The tournament has been hosted by three countries: Mexico, Canada, and the US. All of those host countries are now out of the running. The final teams are France, Spain, England, and Argentina. Those teams will play two more semifinal games, another game to determine who gets third place and a final match to end it all.

Going into this year’s World Cup, FIFA anticipated that it would be the most watched tournament in the organization’s history. As the tournament moved into the quarterfinals earlier this month, FIFA noted that more than more than 6.2 million people had attended matches in person, “while millions more follow the action across digital platforms, broadcast, and fan experiences in host cities and around the world.”

You can find the full schedule, which defaults to your local time zone, on the FIFA website.

Here’s how to watch the final games.

Semifinals

France vs. Spain, at Dallas Stadium in Arlington, Texas — 3 pm ET on Tuesday July 14

England vs. Argentina, at Atlanta Stadium — 3 pm ET on Wednesday July 15

Third Place Playoff

The two losing teams of the semifinal matches will face off for the title of third place at 5 pm ET on Saturday, July 18, in the Miami Stadium in Miami, Florida.

Final

The World Cup final game is at 3 pm ET on Sunday, July 19, in the New York/New Jersey Stadium.

The game will also feature the first-ever Super Bowl–style halftime show in World Cup history, with performances from Justin Bieber, Madonna, Shakira, BTS, and Gustavo Dudamel. As the name implies, that will likely land right in the middle of the broadcast, so aim to watch somewhere around 4 pm ET on July 19.

Where to Stream

If you have satellite TV or cable service, you can watch the final kickoffs live on TV via Fox Sports in the US. The games are also available on the FoxOne streaming service for $20 per month.

FIFA has partnered with YouTube as its “preferred partner” for streaming the games. You’ll need YouTube TV’s sports plan, which is currently $55 per month. Other paid options include Fubo ($46 per month) and Hulu’s live sports option ($90 per month).

In partnership with Telemundo, Peacock is streaming all of the games in Spanish. You can find all the official broadcasters on the FIFA website.

New Competition

This World Cup has been huge, competition-wise, as it is the first to include 48 teams in the tournament instead of the 32 for past World Cups. Given the increased number of teams, the structure for how the competition played out was different from past World Cups. Countries were first sorted into groups (labeled with letters A–L) and played out games in the First Stage within those groups.

Winners of those matches went on to duke it out in the stage called the Round of 32, then got whittled down in a Round of 16. After that, the winners moved on to the quarterfinals, which wrapped up last weekend.

#Watch #World #Cup #Semifinals #Finalssports,football,how-to,world cup 2026,soccer

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