×
This AI Agent Is Designed to Not Go Rogue

This AI Agent Is Designed to Not Go Rogue

AI agents like OpenClaw have recently exploded in popularity precisely because they can take the reins of your digital life. Whether you want a personalized morning news digest, a proxy that can fight with your cable company’s customer service, or a to-do list auditor that will do some tasks for you and prod you to resolve the rest, agentic assistants are built to access your digital accounts and carry out your commands. This is helpful—but has also caused a lot of chaos. The bots are out there mass-deleting emails they’ve been instructed to preserve, writing hit pieces over perceived snubs, and launching phishing attacks against their owners.

Watching the pandemonium unfold in recent weeks, longtime security engineer and researcher Niels Provos decided to try something new. Today he is launching an open source, secure AI assistant called IronCurtain designed to add a critical layer of control. Instead of the agent directly interacting with the user’s systems and accounts, it runs in an isolated virtual machine. And its ability to take any action is mediated by a policy—you could even think of it as a constitution—that the owner writes to govern the system. Crucially, IronCurtain is also designed to receive these overarching policies in plain English and then runs them through a multistep process that uses a large language model (LLM) to convert the natural language into an enforceable security policy.

“Services like OpenClaw are at peak hype right now, but my hope is that there’s an opportunity to say, ‘Well, this is probably not how we want to do it,’” Provos says. “Instead, let’s develop something that still gives you very high utility, but is not going to go into these completely uncharted, sometimes destructive, paths.”

IronCurtain’s ability to take intuitive, straightforward statements and turn them into enforceable, deterministic—or predictable—red lines is vital, Provos says, because LLMs are famously “stochastic” and probabilistic. In other words, they don’t necessarily always generate the same content or give the same information in response to the same prompt. This creates challenges for AI guardrails, because AI systems can evolve over time such that they revise how they interpret a control or constraint mechanism, which can result in rogue activity.

An IronCurtain policy, Provos says, could be as simple as: “The agent may read all my email. It may send email to people in my contacts without asking. For anyone else, ask me first. Never delete anything permanently.”

IronCurtain takes these instructions, turns them into an enforceable policy, and then mediates between the assistant agent in the virtual machine and what’s known as the model context protocol server that gives LLMs access to data and other digital services to carry out tasks. Being able to constrain an agent this way adds an important component of access control that web platforms like email providers don’t currently offer because they weren’t built for the scenario where both a human owner and AI agent bots are all using one account.

Provos notes that IronCurtain is designed to refine and improve each user’s “constitution” over time as the system encounters edge cases and asks for human input about how to proceed. The system, which is model-independent and can be used with any LLM, is also designed to maintain an audit log of all policy decisions over time.

IronCurtain is a research prototype, not a consumer product, and Provos hopes that people will contribute to the project to explore and help it evolve. Dino Dai Zovi, a well-known cybersecurity researcher who has been experimenting with early versions of IronCurtain, says that the conceptual approach the project takes aligns with his own intuition about how agentic AI needs to be constrained.

Source link
#Agent #Designed #Rogue

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


There are two Americans left in the Wimbledon women’s singles draw, and they’re playing each other in the quarter-final stage. Pegula vs. Gauff is a rrally exciting matchup on paper, and a really difficult game to predict. The winner will be whoever delivers their best performance on the day.

If you want to watch Pegula vs. Gauff in Wimbledon 2026 for free from anywhere in the world, we’ve got all the information you need.

How to watch Pegula vs. Gauff for free

Pegula vs. Gauff in 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 Wimbledon?

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.

#Pegula #Gauff #livestream #watch #Wimbledon #free">Pegula vs. Gauff livestream: How to watch Wimbledon for free
                                                            TL;DR: Live stream Pegula vs. Gauff in Wimbledon 2026 for free on BBC iPlayer. Access this free streaming platform from anywhere in the world with ExpressVPN.There are two Americans left in the Wimbledon women’s singles draw, and they’re playing each other in the quarter-final stage. Pegula vs. Gauff is a rrally exciting matchup on paper, and a really difficult game to predict. The winner will be whoever delivers their best performance on the day.If you want to watch Pegula vs. Gauff in Wimbledon 2026 for free from anywhere in the world, we’ve got all the information you need.
How to watch Pegula vs. Gauff for freePegula vs. Gauff in 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.
        
            Mashable Top Stories
        
        
    
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 Wimbledon?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.

                    
                                            
                            
                        
                                    #Pegula #Gauff #livestream #watch #Wimbledon #free

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


There are two Americans left in the Wimbledon women’s singles draw, and they’re playing each other in the quarter-final stage. Pegula vs. Gauff is a rrally exciting matchup on paper, and a really difficult game to predict. The winner will be whoever delivers their best performance on the day.

If you want to watch Pegula vs. Gauff in Wimbledon 2026 for free from anywhere in the world, we’ve got all the information you need.

How to watch Pegula vs. Gauff for free

Pegula vs. Gauff in 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 Wimbledon?

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.

#Pegula #Gauff #livestream #watch #Wimbledon #free">Pegula vs. Gauff livestream: How to watch Wimbledon for free

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


There are two Americans left in the Wimbledon women’s singles draw, and they’re playing each other in the quarter-final stage. Pegula vs. Gauff is a rrally exciting matchup on paper, and a really difficult game to predict. The winner will be whoever delivers their best performance on the day.

If you want to watch Pegula vs. Gauff in Wimbledon 2026 for free from anywhere in the world, we’ve got all the information you need.

How to watch Pegula vs. Gauff for free

Pegula vs. Gauff in 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 Wimbledon?

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.

#Pegula #Gauff #livestream #watch #Wimbledon #free

From tightening loose screws on furniture to repairing electronics, the PixelDrive is designed to handle a wide range of household projects. Hoto includes 30 screwdriver bits that cover many of the most common screw types, all neatly organized in a small cylindrical case. It also offers six adjustable torque settings, allowing you to use less power when working with fragile electronics or increase it when putting together a desk, bookshelf, TV stand, or other furniture. You can also switch between a slower 80RPM mode for more precise work and a faster 200RPM mode with the press of a button.

Hoto also added several features that make assembling projects a little easier. A built-in display lets you quickly check your current torque setting and remaining battery life, while an integrated LED light helps illuminate dim spaces, whether you’re working under a desk or inside a cabinet. The rechargeable 2,000mAh battery also charges over USB-C, so you won’t need to keep buying disposable batteries.

#Hotos #PixelDrive #screwdriver #matching #priceDeals,Gadgets,Tech,Verge Shopping">Hoto’s PixelDrive screwdriver is down to , matching its best priceIf your Prime Day purchases included a new desk, TV stand, bookshelf, or other furniture you still haven’t assembled, Hoto’s PixelDrive cordless screwdriver can help speed up the process. It’s currently on sale for .99 ( off) at Amazon, matching its best price to date.From tightening loose screws on furniture to repairing electronics, the PixelDrive is designed to handle a wide range of household projects. Hoto includes 30 screwdriver bits that cover many of the most common screw types, all neatly organized in a small cylindrical case. It also offers six adjustable torque settings, allowing you to use less power when working with fragile electronics or increase it when putting together a desk, bookshelf, TV stand, or other furniture. You can also switch between a slower 80RPM mode for more precise work and a faster 200RPM mode with the press of a button.Hoto also added several features that make assembling projects a little easier. A built-in display lets you quickly check your current torque setting and remaining battery life, while an integrated LED light helps illuminate dim spaces, whether you’re working under a desk or inside a cabinet. The rechargeable 2,000mAh battery also charges over USB-C, so you won’t need to keep buying disposable batteries.#Hotos #PixelDrive #screwdriver #matching #priceDeals,Gadgets,Tech,Verge Shopping

Amazon, matching its best price to date.

From tightening loose screws on furniture to repairing electronics, the PixelDrive is designed to handle a wide range of household projects. Hoto includes 30 screwdriver bits that cover many of the most common screw types, all neatly organized in a small cylindrical case. It also offers six adjustable torque settings, allowing you to use less power when working with fragile electronics or increase it when putting together a desk, bookshelf, TV stand, or other furniture. You can also switch between a slower 80RPM mode for more precise work and a faster 200RPM mode with the press of a button.

Hoto also added several features that make assembling projects a little easier. A built-in display lets you quickly check your current torque setting and remaining battery life, while an integrated LED light helps illuminate dim spaces, whether you’re working under a desk or inside a cabinet. The rechargeable 2,000mAh battery also charges over USB-C, so you won’t need to keep buying disposable batteries.

#Hotos #PixelDrive #screwdriver #matching #priceDeals,Gadgets,Tech,Verge Shopping">Hoto’s PixelDrive screwdriver is down to $60, matching its best price

If your Prime Day purchases included a new desk, TV stand, bookshelf, or other furniture you still haven’t assembled, Hoto’s PixelDrive cordless screwdriver can help speed up the process. It’s currently on sale for $59.99 ($20 off) at Amazon, matching its best price to date.

From tightening loose screws on furniture to repairing electronics, the PixelDrive is designed to handle a wide range of household projects. Hoto includes 30 screwdriver bits that cover many of the most common screw types, all neatly organized in a small cylindrical case. It also offers six adjustable torque settings, allowing you to use less power when working with fragile electronics or increase it when putting together a desk, bookshelf, TV stand, or other furniture. You can also switch between a slower 80RPM mode for more precise work and a faster 200RPM mode with the press of a button.

Hoto also added several features that make assembling projects a little easier. A built-in display lets you quickly check your current torque setting and remaining battery life, while an integrated LED light helps illuminate dim spaces, whether you’re working under a desk or inside a cabinet. The rechargeable 2,000mAh battery also charges over USB-C, so you won’t need to keep buying disposable batteries.

#Hotos #PixelDrive #screwdriver #matching #priceDeals,Gadgets,Tech,Verge Shopping

Post Comment