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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.

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#Agent #Designed #Rogue

TL;DR: Live stream the 2026 NRL for free on 9Now. Access this free streaming platform from anywhere in the world with ExpressVPN.


There are few other sports that can compete with rugby league when it comes to physicality and skill. It’s clever handling and outrageous trickery combined with absolute brutality, and that’s why we all love it.

And if you’re looking for all of that and more on a weekly basis, you should check out the NRL. It’s an electric competition featuring some of the best players and teams in the world. We’re definitely not knocking what you get in the Northern Hemisphere, but there’s something special about the National Rugby League. It feels like something wild happens every week.

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By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use.

If you want to watch the 2026 NRL for free from anywhere in the world, we have all the information you need.

What is the NRL?

The National Rugby League (NRL) is a professional rugby league competition in Australasia, including clubs from New South Wales, Queensland, Victoria, the Australian Capital Territory, and New Zealand.

Each team plays 24 matches in the regular season, with the first-placed team at the end awarded the minor premiership. This is followed by a finals series contested between the eight highest-placed teams from the regular season, culminating in the NRL Grand Final.

The defending champions are the Brisbane Broncos.

When is the 2026 NRL?

The 2026 NRL season is the 119th edition of professional rugby league in Australia and the 29th season run by the National Rugby League. This season runs from Feb. 28 to Sept. 5.

How to watch the 2026 NRL for free

Select fixtures from the 2026 NRL season are available to live stream for free on 9Now.

9Now is geo-restricted to Australia, 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 Australia, meaning you can unblock free live streams of the NRL from anywhere in the world.

Live stream the 2026 NRL from anywhere in the world by following these simple steps:

  1. Subscribe to a streaming-friendly VPN (like 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 Australia

  4. Visit 9Now

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

$12.99 only at ExpressVPN (with money-back guarantee)

The best VPNs for streaming are not free, but most do offer free-trials or money-back guarantees. By leveraging these offers, you can watch the 2026 NRL without actually spending anything. This clearly isn’t a long-term solution, but it does give you enough time to stream select NRL fixtures before recovering your investment.

If you want to retain permanent access to free streaming sites from around the world, you will need a subscription. Fortunately, the best VPN for live streaming sport is on sale for a limited time.

What is the best VPN for 9Now?

ExpressVPN is the best service for bypassing geo-restrictions to stream live sport on 9Now, for a number of reasons:

  • Servers in 105 countries including Australia

  • 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 connection speeds

  • Up to 10 simultaneous connections

  • 30-day money-back guarantee

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. This plan includes a year of free unlimited cloud backup and a generous 30-day money-back guarantee. Alternatively, you can get a one-month plan for just $12.99 (with money-back guarantee).

Live stream the 2026 NRL for free with ExpressVPN.

#NRL #livestream #watch #National #Rugby #League #free">NRL 2026 livestream: How to watch National Rugby League for free
                                                            TL;DR: Live stream the 2026 NRL for free on 9Now. Access this free streaming platform from anywhere in the world with ExpressVPN.There are few other sports that can compete with rugby league when it comes to physicality and skill. It’s clever handling and outrageous trickery combined with absolute brutality, and that’s why we all love it. And if you’re looking for all of that and more on a weekly basis, you should check out the NRL. It’s an electric competition featuring some of the best players and teams in the world. We’re definitely not knocking what you get in the Northern Hemisphere, but there’s something special about the National Rugby League. It feels like something wild happens every week.

    Mashable Deals
        
            
            
            
            
            
                By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use.
            
        
    

If you want to watch the 2026 NRL for free from anywhere in the world, we have all the information you need.What is the NRL?The National Rugby League (NRL) is a professional rugby league competition in Australasia, including clubs from New South Wales, Queensland, Victoria, the Australian Capital Territory, and New Zealand.Each team plays 24 matches in the regular season, with the first-placed team at the end awarded the minor premiership. This is followed by a finals series contested between the eight highest-placed teams from the regular season, culminating in the NRL Grand Final.The defending champions are the Brisbane Broncos.
        
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When is the 2026 NRL?The 2026 NRL season is the 119th edition of professional rugby league in Australia and the 29th season run by the National Rugby League. This season runs from Feb. 28 to Sept. 5.How to watch the 2026 NRL for freeSelect fixtures from the 2026 NRL season are available to live stream for free on 9Now. 9Now is geo-restricted to Australia, 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 Australia, meaning you can unblock free live streams of the NRL from anywhere in the world.Live stream the 2026 NRL from anywhere in the world by following these simple steps:Subscribe to a streaming-friendly VPN (like 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 AustraliaVisit 9NowLive stream the 2026 NRL for free from anywhere in the world
    
    
    
        
                                        
                                                    .99 only at ExpressVPN (with money-back guarantee) 
                    
        
    

The best VPNs for streaming are not free, but most do offer free-trials or money-back guarantees. By leveraging these offers, you can watch the 2026 NRL without actually spending anything. This clearly isn’t a long-term solution, but it does give you enough time to stream select NRL fixtures before recovering your investment.If you want to retain permanent access to free streaming sites from around the world, you will need a subscription. Fortunately, the best VPN for live streaming sport is on sale for a limited time.What is the best VPN for 9Now?ExpressVPN is the best service for bypassing geo-restrictions to stream live sport on 9Now, for a number of reasons:Servers in 105 countries including AustraliaEasy-to-use app available on all major devices including iPhone, Android, Windows, Mac, and moreStrict no-logging policy so your data is always secureFast connection speedsUp to 10 simultaneous connections30-day money-back guaranteeA two-year subscription to ExpressVPN is on sale for .40 and includes an extra four months for free — 81% off for a limited time. This plan includes a year of free unlimited cloud backup and a generous 30-day money-back guarantee. Alternatively, you can get a one-month plan for just .99 (with money-back guarantee).Live stream the 2026 NRL for free with ExpressVPN.

                    
                                            
                            
                        
                                    #NRL #livestream #watch #National #Rugby #League #free

9Now. Access this free streaming platform from anywhere in the world with ExpressVPN.


There are few other sports that can compete with rugby league when it comes to physicality and skill. It’s clever handling and outrageous trickery combined with absolute brutality, and that’s why we all love it.

And if you’re looking for all of that and more on a weekly basis, you should check out the NRL. It’s an electric competition featuring some of the best players and teams in the world. We’re definitely not knocking what you get in the Northern Hemisphere, but there’s something special about the National Rugby League. It feels like something wild happens every week.

Mashable Deals

By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use.

If you want to watch the 2026 NRL for free from anywhere in the world, we have all the information you need.

What is the NRL?

The National Rugby League (NRL) is a professional rugby league competition in Australasia, including clubs from New South Wales, Queensland, Victoria, the Australian Capital Territory, and New Zealand.

Each team plays 24 matches in the regular season, with the first-placed team at the end awarded the minor premiership. This is followed by a finals series contested between the eight highest-placed teams from the regular season, culminating in the NRL Grand Final.

The defending champions are the Brisbane Broncos.

When is the 2026 NRL?

The 2026 NRL season is the 119th edition of professional rugby league in Australia and the 29th season run by the National Rugby League. This season runs from Feb. 28 to Sept. 5.

How to watch the 2026 NRL for free

Select fixtures from the 2026 NRL season are available to live stream for free on 9Now.

9Now is geo-restricted to Australia, 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 Australia, meaning you can unblock free live streams of the NRL from anywhere in the world.

Live stream the 2026 NRL from anywhere in the world by following these simple steps:

  1. Subscribe to a streaming-friendly VPN (like 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 Australia

  4. Visit 9Now

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

$12.99 only at ExpressVPN (with money-back guarantee)

The best VPNs for streaming are not free, but most do offer free-trials or money-back guarantees. By leveraging these offers, you can watch the 2026 NRL without actually spending anything. This clearly isn’t a long-term solution, but it does give you enough time to stream select NRL fixtures before recovering your investment.

If you want to retain permanent access to free streaming sites from around the world, you will need a subscription. Fortunately, the best VPN for live streaming sport is on sale for a limited time.

What is the best VPN for 9Now?

ExpressVPN is the best service for bypassing geo-restrictions to stream live sport on 9Now, for a number of reasons:

  • Servers in 105 countries including Australia

  • 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 connection speeds

  • Up to 10 simultaneous connections

  • 30-day money-back guarantee

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. This plan includes a year of free unlimited cloud backup and a generous 30-day money-back guarantee. Alternatively, you can get a one-month plan for just $12.99 (with money-back guarantee).

Live stream the 2026 NRL for free with ExpressVPN.

#NRL #livestream #watch #National #Rugby #League #free">NRL 2026 livestream: How to watch National Rugby League for free

TL;DR: Live stream the 2026 NRL for free on 9Now. Access this free streaming platform from anywhere in the world with ExpressVPN.


There are few other sports that can compete with rugby league when it comes to physicality and skill. It’s clever handling and outrageous trickery combined with absolute brutality, and that’s why we all love it.

And if you’re looking for all of that and more on a weekly basis, you should check out the NRL. It’s an electric competition featuring some of the best players and teams in the world. We’re definitely not knocking what you get in the Northern Hemisphere, but there’s something special about the National Rugby League. It feels like something wild happens every week.

Mashable Deals

By signing up, you agree to receive recurring automated SMS marketing messages from Mashable Deals at the number provided. Msg and data rates may apply. Up to 2 messages/day. Reply STOP to opt out, HELP for help. Consent is not a condition of purchase. See our Privacy Policy and Terms of Use.

If you want to watch the 2026 NRL for free from anywhere in the world, we have all the information you need.

What is the NRL?

The National Rugby League (NRL) is a professional rugby league competition in Australasia, including clubs from New South Wales, Queensland, Victoria, the Australian Capital Territory, and New Zealand.

Each team plays 24 matches in the regular season, with the first-placed team at the end awarded the minor premiership. This is followed by a finals series contested between the eight highest-placed teams from the regular season, culminating in the NRL Grand Final.

The defending champions are the Brisbane Broncos.

When is the 2026 NRL?

The 2026 NRL season is the 119th edition of professional rugby league in Australia and the 29th season run by the National Rugby League. This season runs from Feb. 28 to Sept. 5.

How to watch the 2026 NRL for free

Select fixtures from the 2026 NRL season are available to live stream for free on 9Now.

9Now is geo-restricted to Australia, 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 Australia, meaning you can unblock free live streams of the NRL from anywhere in the world.

Live stream the 2026 NRL from anywhere in the world by following these simple steps:

  1. Subscribe to a streaming-friendly VPN (like 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 Australia

  4. Visit 9Now

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

$12.99 only at ExpressVPN (with money-back guarantee)

The best VPNs for streaming are not free, but most do offer free-trials or money-back guarantees. By leveraging these offers, you can watch the 2026 NRL without actually spending anything. This clearly isn’t a long-term solution, but it does give you enough time to stream select NRL fixtures before recovering your investment.

If you want to retain permanent access to free streaming sites from around the world, you will need a subscription. Fortunately, the best VPN for live streaming sport is on sale for a limited time.

What is the best VPN for 9Now?

ExpressVPN is the best service for bypassing geo-restrictions to stream live sport on 9Now, for a number of reasons:

  • Servers in 105 countries including Australia

  • 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 connection speeds

  • Up to 10 simultaneous connections

  • 30-day money-back guarantee

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. This plan includes a year of free unlimited cloud backup and a generous 30-day money-back guarantee. Alternatively, you can get a one-month plan for just $12.99 (with money-back guarantee).

Live stream the 2026 NRL for free with ExpressVPN.

#NRL #livestream #watch #National #Rugby #League #free

The company is introducing the new tier as it tries to win over users from Anthropic and its popular Claude Code tool. ChatGPT’s $100 per month option will directly compete with Anthropic’s “Max” tier for Claude, which costs the same price. It also offers a middle ground between the $20 per month Plus tier and the $200 version of the Pro tier.

(Yes, there are now two tiers of “Pro”; while the new tier “still offers access to all Pro features,” OpenAI says that the more expensive one has even higher usage limits.)

According to OpenAI, ChatGPT Plus will “will continue to be the best offer at $20 for steady, day-to-day usage of Codex, and the new $100 Pro tier offers a more accessible upgrade path for heavier daily use.” OpenAI also offers an $8 per month Go tier and a free tier.

#ChatGPT #month #Pro #subscriptionAI,News,OpenAI">ChatGPT has a new 0 per month Pro subscriptionOpenAI has announced a new version of its ChatGPT Pro subscription that costs 0 per month. The new Pro tier offers “5x more” usage of its Codex coding tool than the  per month Plus subscription and “is best for longer, high-effort Codex sessions,” OpenAI says.The company is introducing the new tier as it tries to win over users from Anthropic and its popular Claude Code tool. ChatGPT’s 0 per month option will directly compete with Anthropic’s “Max” tier for Claude, which costs the same price. It also offers a middle ground between the  per month Plus tier and the 0 version of the Pro tier.(Yes, there are now two tiers of “Pro”; while the new tier “still offers access to all Pro features,” OpenAI says that the more expensive one has even higher usage limits.)According to OpenAI, ChatGPT Plus will “will continue to be the best offer at  for steady, day-to-day usage of Codex, and the new 0 Pro tier offers a more accessible upgrade path for heavier daily use.” OpenAI also offers an  per month Go tier and a free tier.#ChatGPT #month #Pro #subscriptionAI,News,OpenAI

OpenAI says.

The company is introducing the new tier as it tries to win over users from Anthropic and its popular Claude Code tool. ChatGPT’s $100 per month option will directly compete with Anthropic’s “Max” tier for Claude, which costs the same price. It also offers a middle ground between the $20 per month Plus tier and the $200 version of the Pro tier.

(Yes, there are now two tiers of “Pro”; while the new tier “still offers access to all Pro features,” OpenAI says that the more expensive one has even higher usage limits.)

According to OpenAI, ChatGPT Plus will “will continue to be the best offer at $20 for steady, day-to-day usage of Codex, and the new $100 Pro tier offers a more accessible upgrade path for heavier daily use.” OpenAI also offers an $8 per month Go tier and a free tier.

#ChatGPT #month #Pro #subscriptionAI,News,OpenAI">ChatGPT has a new $100 per month Pro subscription

OpenAI has announced a new version of its ChatGPT Pro subscription that costs $100 per month. The new Pro tier offers “5x more” usage of its Codex coding tool than the $20 per month Plus subscription and “is best for longer, high-effort Codex sessions,” OpenAI says.

The company is introducing the new tier as it tries to win over users from Anthropic and its popular Claude Code tool. ChatGPT’s $100 per month option will directly compete with Anthropic’s “Max” tier for Claude, which costs the same price. It also offers a middle ground between the $20 per month Plus tier and the $200 version of the Pro tier.

(Yes, there are now two tiers of “Pro”; while the new tier “still offers access to all Pro features,” OpenAI says that the more expensive one has even higher usage limits.)

According to OpenAI, ChatGPT Plus will “will continue to be the best offer at $20 for steady, day-to-day usage of Codex, and the new $100 Pro tier offers a more accessible upgrade path for heavier daily use.” OpenAI also offers an $8 per month Go tier and a free tier.

#ChatGPT #month #Pro #subscriptionAI,News,OpenAI

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