×
Hugging Face says its new robotics model is so efficient it can run on a MacBook

Hugging Face says its new robotics model is so efficient it can run on a MacBook

It’s becoming a little easier to build sophisticated robotics projects at home.

AI dev platform Hugging Face released earlier this week an open AI model for robotics called SmolVLA. Trained on “compatibly licensed,” community-shared datasets, SmolVLA outperforms much larger models for robotics in both virtual and real-world environments, Hugging Face claims.

“SmolVLA aims to democratize access to vision-language-action [VLA] models and accelerate research toward generalist robotic agents,” writes Hugging Face in a blog post. “SmolVLA is not only a lightweight yet capable model, but also a method for training and evaluating generalist robotics [technologies].”

SmolVLA is a part of Hugging Face’s rapidly expanding effort to establish an ecosystem of low-cost robotics hardware and software. Last year, the company launched LeRobot, a collection of robotics-focused models, datasets, and tools. More recently, Hugging Face acquired Pollen Robotics, a robotics startup based in France, and unveiled several inexpensive robotics systems, including humanoids, for purchase.

SmolVLA, which is 450 million parameters in size, was trained on data from LeRobot Community Datasets, specially-marked robotics datasets shared on Hugging Face’s AI development platform. Parameters, sometimes referred to as weights, are the internal components of a model that guide its behavior.

Hugging Face claims that SmolVLA is small enough to run on a single consumer GPU — or even a MacBook — and can be tested and deployed on “affordable” hardware, including the company’s own robotics systems.

In an interesting twist, SmolVLA also supports an “asynchronous inference stack,” which Hugging Face says allows the model to separate the processing of a robot’s actions from the processing of what it sees and hears. As the company explains in its blog post, “[b]ecause of this separation, robots can respond more quickly in fast-changing environments.”

SmolVLA is available for download from Hugging Face. Already, a user on X claims to have used the model to control a third-party robotic arm:

It’s worth noting that Hugging Face is far from the only player in the nascent open robotics race.

Nvidia has a collection of tools for open robotics, and startup K-Scale Labs is building the components for what it’s calling “open-source humanoids.” Other formidable firms in the segment include Dyna Robotics, Jeff Bezos-backed Physical Intelligence, and RLWRLD.



Source link
#Hugging #Face #robotics #model #efficient #run #MacBook

TL;DR: Live stream Wimbledon 2026 for free on BBC iPlayer. Access this free streaming platform from anywhere in the world with ExpressVPN.


The Australian Open, French Open, and U.S. Open would all argue that they’re the biggest tennis event on the schedule, but Wimbledon has that special something.

Maybe it’s the fast-paced tennis on lush green surfaces? Maybe it’s the crisp white outfits? Or maybe it’s the copious amounts of champagne and strawberries consumed by fans? Whatever the reason, Wimbledon is hard to beat.

If you’re interested in watching Wimbledon 2026 for free from anywhere in the world, we’ve got all the information you need.

What is Wimbledon?

Wimbledon is the oldest tennis tournament in the world. It is the third of four Grand Slam tennis events each year.

The defending singles champions are Jannik Sinner and Iga Świątek.

When is Wimbledon in 2026?

The 2026 Wimbledon Championships is the 139th edition of the tournament. This year’s event takes place from June 29 to July 12.

How to watch Wimbledon 2026 for free

Wimbledon 2026 is available to live stream for free on BBC iPlayer.

BBC iPlayer is geo-restricted to the UK, but anyone can access this free streaming platform with a VPN. These tools can hide your real IP address (digital location) and connect you to a secure server in the UK, meaning you can unblock free live streams on sites like BBC iPlayer from anywhere in the world.

Live stream Wimbledon 2026 for free by following these simple steps:

  1. Sign up for a streaming-friendly VPN (we recommend ExpressVPN)

  2. Download the app to your device of choice (the best VPNs have apps for Windows, Mac, iOS, Android, Linux, and more)

  3. Open up the app and connect to a server in the UK

  4. Visit BBC iPlayer

  5. Live stream Wimbledon 2026 for free from anywhere in the world

$12.99 only at ExpressVPN

The best VPNs for streaming are not free, but they do tend to offer money-back guarantees and free trials. By leveraging these offers, you can unblock BBC iPlayer without committing with your cash. This obviously isn’t a long-term solution, but it gives you plenty of time to live stream Wimbledon 2026 before recovering your investment. It’s a sneaky trick, but it works.

ExpressVPN’s regular 30-day money back guarantee is not available for any subscriptions purchased during the FIFA World Cup between June 10 and July 11. ExpressVPN remains our top pick for Wimbledon, but you will need to pay the monthly rate. Alternatively, Proton VPN still offers that all-important money-back guarantee.

What is the best VPN for BBC iPlayer?

ExpressVPN is the best choice for streaming live sport on free platforms like BBC iPlayer, for a number of reasons:

  • Servers in 105 countries including the UK

  • Easy-to-use app available on all major devices including iPhone, Android, Windows, Mac, and more

  • Strict no-logging policy so your data is always secure

  • Fast streaming speeds free from throttling

  • Up to eight simultaneous connections

A two-year subscription to ExpressVPN is on sale for $68.40 and includes an extra four months for free — 81% off for a limited time. Alternatively, you can get a one-month plan for just $12.99. That covers you for the duration of Wimbledon.

Live stream Wimbledon 2026 for free with ExpressVPN.

#Wimbledon #livestream #watch #Wimbledon #free">Wimbledon 2026 livestream: How to watch Wimbledon for free
                                                            TL;DR: Live stream Wimbledon 2026 for free on BBC iPlayer. Access this free streaming platform from anywhere in the world with ExpressVPN.The Australian Open, French Open, and U.S. Open would all argue that they’re the biggest tennis event on the schedule, but Wimbledon has that special something.Maybe it’s the fast-paced tennis on lush green surfaces? Maybe it’s the crisp white outfits? Or maybe it’s the copious amounts of champagne and strawberries consumed by fans? Whatever the reason, Wimbledon is hard to beat.
If you’re interested in watching Wimbledon 2026 for free from anywhere in the world, we’ve got all the information you need.What is Wimbledon?Wimbledon is the oldest tennis tournament in the world. It is the third of four Grand Slam tennis events each year.The defending singles champions are Jannik Sinner and Iga Świątek.When is Wimbledon in 2026?The 2026 Wimbledon Championships is the 139th edition of the tournament. This year’s event takes place from June 29 to July 12.
        
            Mashable Top Stories
        
        
    
How to watch Wimbledon 2026 for freeWimbledon 2026 is available to live stream for free on BBC iPlayer.BBC iPlayer is geo-restricted to the UK, but anyone can access this free streaming platform with a VPN. These tools can hide your real IP address (digital location) and connect you to a secure server in the UK, meaning you can unblock free live streams on sites like BBC iPlayer from anywhere in the world.Live stream Wimbledon 2026 for free by following these simple steps:Sign up for a streaming-friendly VPN (we recommend ExpressVPN)Download the app to your device of choice (the best VPNs have apps for Windows, Mac, iOS, Android, Linux, and more)Open up the app and connect to a server in the UKVisit BBC iPlayerLive stream Wimbledon 2026 for free from anywhere in the world
    
    
    
        
                                        
                                                    .99 only at ExpressVPN
                    
        
    

The best VPNs for streaming are not free, but they do tend to offer money-back guarantees and free trials. By leveraging these offers, you can unblock BBC iPlayer without committing with your cash. This obviously isn’t a long-term solution, but it gives you plenty of time to live stream Wimbledon 2026 before recovering your investment. It’s a sneaky trick, but it works.ExpressVPN’s regular 30-day money back guarantee is not available for any subscriptions purchased during the FIFA World Cup between June 10 and July 11. ExpressVPN remains our top pick for Wimbledon, but you will need to pay the monthly rate. Alternatively, Proton VPN still offers that all-important money-back guarantee.What is the best VPN for BBC iPlayer?ExpressVPN is the best choice for streaming live sport on free platforms like BBC iPlayer, for a number of reasons:Servers in 105 countries including the UKEasy-to-use app available on all major devices including iPhone, Android, Windows, Mac, and moreStrict no-logging policy so your data is always secureFast streaming speeds free from throttlingUp to eight simultaneous connectionsA two-year subscription to ExpressVPN is on sale for .40 and includes an extra four months for free — 81% off for a limited time. Alternatively, you can get a one-month plan for just .99. That covers you for the duration of Wimbledon.Live stream Wimbledon 2026 for free with ExpressVPN.

                    
                                            
                            
                        
                                    #Wimbledon #livestream #watch #Wimbledon #free

BBC iPlayer. Access this free streaming platform from anywhere in the world with ExpressVPN.


The Australian Open, French Open, and U.S. Open would all argue that they’re the biggest tennis event on the schedule, but Wimbledon has that special something.

Maybe it’s the fast-paced tennis on lush green surfaces? Maybe it’s the crisp white outfits? Or maybe it’s the copious amounts of champagne and strawberries consumed by fans? Whatever the reason, Wimbledon is hard to beat.

If you’re interested in watching Wimbledon 2026 for free from anywhere in the world, we’ve got all the information you need.

What is Wimbledon?

Wimbledon is the oldest tennis tournament in the world. It is the third of four Grand Slam tennis events each year.

The defending singles champions are Jannik Sinner and Iga Świątek.

When is Wimbledon in 2026?

The 2026 Wimbledon Championships is the 139th edition of the tournament. This year’s event takes place from June 29 to July 12.

How to watch Wimbledon 2026 for free

Wimbledon 2026 is available to live stream for free on BBC iPlayer.

BBC iPlayer is geo-restricted to the UK, but anyone can access this free streaming platform with a VPN. These tools can hide your real IP address (digital location) and connect you to a secure server in the UK, meaning you can unblock free live streams on sites like BBC iPlayer from anywhere in the world.

Live stream Wimbledon 2026 for free by following these simple steps:

  1. Sign up for a streaming-friendly VPN (we recommend ExpressVPN)

  2. Download the app to your device of choice (the best VPNs have apps for Windows, Mac, iOS, Android, Linux, and more)

  3. Open up the app and connect to a server in the UK

  4. Visit BBC iPlayer

  5. Live stream Wimbledon 2026 for free from anywhere in the world

$12.99 only at ExpressVPN

The best VPNs for streaming are not free, but they do tend to offer money-back guarantees and free trials. By leveraging these offers, you can unblock BBC iPlayer without committing with your cash. This obviously isn’t a long-term solution, but it gives you plenty of time to live stream Wimbledon 2026 before recovering your investment. It’s a sneaky trick, but it works.

ExpressVPN’s regular 30-day money back guarantee is not available for any subscriptions purchased during the FIFA World Cup between June 10 and July 11. ExpressVPN remains our top pick for Wimbledon, but you will need to pay the monthly rate. Alternatively, Proton VPN still offers that all-important money-back guarantee.

What is the best VPN for BBC iPlayer?

ExpressVPN is the best choice for streaming live sport on free platforms like BBC iPlayer, for a number of reasons:

  • Servers in 105 countries including the UK

  • Easy-to-use app available on all major devices including iPhone, Android, Windows, Mac, and more

  • Strict no-logging policy so your data is always secure

  • Fast streaming speeds free from throttling

  • Up to eight simultaneous connections

A two-year subscription to ExpressVPN is on sale for $68.40 and includes an extra four months for free — 81% off for a limited time. Alternatively, you can get a one-month plan for just $12.99. That covers you for the duration of Wimbledon.

Live stream Wimbledon 2026 for free with ExpressVPN.

#Wimbledon #livestream #watch #Wimbledon #free">Wimbledon 2026 livestream: How to watch Wimbledon for free

TL;DR: Live stream Wimbledon 2026 for free on BBC iPlayer. Access this free streaming platform from anywhere in the world with ExpressVPN.


The Australian Open, French Open, and U.S. Open would all argue that they’re the biggest tennis event on the schedule, but Wimbledon has that special something.

Maybe it’s the fast-paced tennis on lush green surfaces? Maybe it’s the crisp white outfits? Or maybe it’s the copious amounts of champagne and strawberries consumed by fans? Whatever the reason, Wimbledon is hard to beat.

If you’re interested in watching Wimbledon 2026 for free from anywhere in the world, we’ve got all the information you need.

What is Wimbledon?

Wimbledon is the oldest tennis tournament in the world. It is the third of four Grand Slam tennis events each year.

The defending singles champions are Jannik Sinner and Iga Świątek.

When is Wimbledon in 2026?

The 2026 Wimbledon Championships is the 139th edition of the tournament. This year’s event takes place from June 29 to July 12.

How to watch Wimbledon 2026 for free

Wimbledon 2026 is available to live stream for free on BBC iPlayer.

BBC iPlayer is geo-restricted to the UK, but anyone can access this free streaming platform with a VPN. These tools can hide your real IP address (digital location) and connect you to a secure server in the UK, meaning you can unblock free live streams on sites like BBC iPlayer from anywhere in the world.

Live stream Wimbledon 2026 for free by following these simple steps:

  1. Sign up for a streaming-friendly VPN (we recommend ExpressVPN)

  2. Download the app to your device of choice (the best VPNs have apps for Windows, Mac, iOS, Android, Linux, and more)

  3. Open up the app and connect to a server in the UK

  4. Visit BBC iPlayer

  5. Live stream Wimbledon 2026 for free from anywhere in the world

$12.99 only at ExpressVPN

The best VPNs for streaming are not free, but they do tend to offer money-back guarantees and free trials. By leveraging these offers, you can unblock BBC iPlayer without committing with your cash. This obviously isn’t a long-term solution, but it gives you plenty of time to live stream Wimbledon 2026 before recovering your investment. It’s a sneaky trick, but it works.

ExpressVPN’s regular 30-day money back guarantee is not available for any subscriptions purchased during the FIFA World Cup between June 10 and July 11. ExpressVPN remains our top pick for Wimbledon, but you will need to pay the monthly rate. Alternatively, Proton VPN still offers that all-important money-back guarantee.

What is the best VPN for BBC iPlayer?

ExpressVPN is the best choice for streaming live sport on free platforms like BBC iPlayer, for a number of reasons:

  • Servers in 105 countries including the UK

  • Easy-to-use app available on all major devices including iPhone, Android, Windows, Mac, and more

  • Strict no-logging policy so your data is always secure

  • Fast streaming speeds free from throttling

  • Up to eight simultaneous connections

A two-year subscription to ExpressVPN is on sale for $68.40 and includes an extra four months for free — 81% off for a limited time. Alternatively, you can get a one-month plan for just $12.99. That covers you for the duration of Wimbledon.

Live stream Wimbledon 2026 for free with ExpressVPN.

#Wimbledon #livestream #watch #Wimbledon #free
Most Americans don’t trust AI. It’s proven that it doesn’t know what safe toppings for pizza are. People don’t even want to listen to AI music. But none of that matters for some of America’s wealthy, who are turning to AI to teach their kids instead of traditional schools.

Companies like Forge Prep and Alpha School are charging families tens of thousands of dollars to turn their kids into beta testers for AI tutors and “interactive project-based workshops.” Unsurprisingly, Silicon Valley have been major adopters of this new model. Shaun Johnson, a San Francisco-based venture capitalist, told The Wall Street Journal that he plans to send his son to a $75,000 year Alpha Kindergarten. He said, “We recognize that education is likely broken the way it is and there’s going to be entrepreneurs that try to fix it… You want someone to be able to think on their feet and navigate the world, not necessarily a recitation of facts in a particular discipline.”

Ignoring Johnson’s fundamental lack of understanding about modern pedagogy, it’s unclear how notoriously sycophantic AI will train children to “think on their feet and navigate the world.” It’s also concerning that Alpha School cofounder MacKenzie Price has said she plans to keep “hot-button social issues” out of the classroom. Which, in the current political climate, could cover women’s rights, America’s history of slavery, and our immigrant past. That might not seem like a major issue when you’re talking about kindergarten, but in some locations, Alpha School goes through high school.

Companies like Forge also don’t share performance metrics, so there’s no evidence that these AI-guided private schools are improving educational outcomes.

#nations #rich #letting #teach #kidsAI,News,Policy">Some of the nation’s rich are letting AI teach their kidsMost Americans don’t trust AI. It’s proven that it doesn’t know what safe toppings for pizza are. People don’t even want to listen to AI music. But none of that matters for some of America’s wealthy, who are turning to AI to teach their kids instead of traditional schools.Companies like Forge Prep and Alpha School are charging families tens of thousands of dollars to turn their kids into beta testers for AI tutors and “interactive project-based workshops.” Unsurprisingly, Silicon Valley have been major adopters of this new model. Shaun Johnson, a San Francisco-based venture capitalist, told The Wall Street Journal that he plans to send his son to a ,000 year Alpha Kindergarten. He said, “We recognize that education is likely broken the way it is and there’s going to be entrepreneurs that try to fix it… You want someone to be able to think on their feet and navigate the world, not necessarily a recitation of facts in a particular discipline.”Ignoring Johnson’s fundamental lack of understanding about modern pedagogy, it’s unclear how notoriously sycophantic AI will train children to “think on their feet and navigate the world.” It’s also concerning that Alpha School cofounder MacKenzie Price has said she plans to keep “hot-button social issues” out of the classroom. Which, in the current political climate, could cover women’s rights, America’s history of slavery, and our immigrant past. That might not seem like a major issue when you’re talking about kindergarten, but in some locations, Alpha School goes through high school.Companies like Forge also don’t share performance metrics, so there’s no evidence that these AI-guided private schools are improving educational outcomes.#nations #rich #letting #teach #kidsAI,News,Policy

don’t trust AI. It’s proven that it doesn’t know what safe toppings for pizza are. People don’t even want to listen to AI music. But none of that matters for some of America’s wealthy, who are turning to AI to teach their kids instead of traditional schools.

Companies like Forge Prep and Alpha School are charging families tens of thousands of dollars to turn their kids into beta testers for AI tutors and “interactive project-based workshops.” Unsurprisingly, Silicon Valley have been major adopters of this new model. Shaun Johnson, a San Francisco-based venture capitalist, told The Wall Street Journal that he plans to send his son to a $75,000 year Alpha Kindergarten. He said, “We recognize that education is likely broken the way it is and there’s going to be entrepreneurs that try to fix it… You want someone to be able to think on their feet and navigate the world, not necessarily a recitation of facts in a particular discipline.”

Ignoring Johnson’s fundamental lack of understanding about modern pedagogy, it’s unclear how notoriously sycophantic AI will train children to “think on their feet and navigate the world.” It’s also concerning that Alpha School cofounder MacKenzie Price has said she plans to keep “hot-button social issues” out of the classroom. Which, in the current political climate, could cover women’s rights, America’s history of slavery, and our immigrant past. That might not seem like a major issue when you’re talking about kindergarten, but in some locations, Alpha School goes through high school.

Companies like Forge also don’t share performance metrics, so there’s no evidence that these AI-guided private schools are improving educational outcomes.

#nations #rich #letting #teach #kidsAI,News,Policy">Some of the nation’s rich are letting AI teach their kids

Most Americans don’t trust AI. It’s proven that it doesn’t know what safe toppings for pizza are. People don’t even want to listen to AI music. But none of that matters for some of America’s wealthy, who are turning to AI to teach their kids instead of traditional schools.

Companies like Forge Prep and Alpha School are charging families tens of thousands of dollars to turn their kids into beta testers for AI tutors and “interactive project-based workshops.” Unsurprisingly, Silicon Valley have been major adopters of this new model. Shaun Johnson, a San Francisco-based venture capitalist, told The Wall Street Journal that he plans to send his son to a $75,000 year Alpha Kindergarten. He said, “We recognize that education is likely broken the way it is and there’s going to be entrepreneurs that try to fix it… You want someone to be able to think on their feet and navigate the world, not necessarily a recitation of facts in a particular discipline.”

Ignoring Johnson’s fundamental lack of understanding about modern pedagogy, it’s unclear how notoriously sycophantic AI will train children to “think on their feet and navigate the world.” It’s also concerning that Alpha School cofounder MacKenzie Price has said she plans to keep “hot-button social issues” out of the classroom. Which, in the current political climate, could cover women’s rights, America’s history of slavery, and our immigrant past. That might not seem like a major issue when you’re talking about kindergarten, but in some locations, Alpha School goes through high school.

Companies like Forge also don’t share performance metrics, so there’s no evidence that these AI-guided private schools are improving educational outcomes.

#nations #rich #letting #teach #kidsAI,News,Policy

Post Comment