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Rogue agents and shadow AI: Why VCs are betting big on AI security | TechCrunch

Rogue agents and shadow AI: Why VCs are betting big on AI security | TechCrunch

What happens when an AI agent decides the best way to complete a task is to blackmail you? 

That’s not a hypothetical. According to Barmak Meftah, a partner at cybersecurity VC firm Ballistic Ventures, it recently happened to an enterprise employee working with an AI agent. The employee tried to suppress what the agent wanted to do, what it was trained to do, and it responded by scanning the user’s inbox, finding some inappropriate emails, and threatening to blackmail the user by forwarding the emails to the board of directors. 

“In the agent’s mind, it’s doing the right thing,” Meftah told TechCrunch on last week’s episode of Equity. “It’s trying to protect the end user and the enterprise.”

Meftah’s example is reminiscent of Nick Bostrom’s AI paperclip problem. That thought experiment illustrates the potential existential risk posed by a superintelligent AI that single-mindedly pursues a seemingly innocuous goal – make paperclips – to the exclusion of all human values. In the case of this enterprise AI agent, its lack of context around why the employee was trying to override its goals led it to create a sub-goal that removed the obstacle (via blackmail) so it could meet its primary goal. That combined with the non-deterministic nature of AI agents means “things can go rogue,” per Meftah. 

Misaligned agents are just one layer of the AI security challenge that Ballistic’s portfolio company Witness AI is trying to solve. Witness AI says it monitors AI usage across enterprises and can detect when employees use unapproved tools, block attacks, and ensure compliance. 

Witness AI this week raised $58 million off the back of over 500% growth in ARR and scaled employee headcount by 5x over the last year as enterprises look to understand shadow AI use and scale AI safely. As part of Witness AI’s fundraise, the company announced new agentic AI security protections.

“People are building these AI agents that take on the authorizations and capabilities of the people that manage them, and you want to make sure that these agents aren’t going rogue, aren’t deleting files, aren’t doing something wrong,” Rick Caccia, co-founder and CEO of Witness AI, told TechCrunch on Equity. 

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Meftah sees agent usage growing “exponentially” across the enterprise. To complement that rise – and the machine-speed level of AI-powered attacks – analyst Lisa Warren predicts that AI security software will become an $800 billion to $1.2 trillion market by 2031.

“I do think runtime observability and runtime frameworks for safety and risk are going to be absolutely essential,” Meftah said. 

As to how such startups plan to compete with big players like AWS, Google, Salesforce and others who have built AI governance tools into their platforms, Meftah said, “AI safety and agentic safety is so huge,” there’s room for many approaches.

Plenty of enterprises “want a standalone platform, end-to-end, to essentially provide that observability and governance around AI and agents,” he said.

Caccia noted that Witness AI lives at the infrastructure layer, monitoring interactions between users and AI models, rather than building safety features into the models themselves. And that was intentional.

“We purposely picked a part of the problem where OpenAI couldn’t easily subsume you,” he said. “So it means we end up competing more with the legacy security companies than the model guys. So the question is, how do you beat them?”

For his part, Caccia doesn’t want Witness AI to be one of the startups to just get acquired. He wants his company to be the one that grows and becomes a leading independent provider. 

“CrowdStrike did it in endpoint [protection]. Splunk did it in SIEM. Okta did it in identity,” he said. “Someone comes through and stands next to the big guys…and we built Witness to do that from Day One.

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#Rogue #agents #shadow #VCs #betting #big #security #TechCrunch

If you like playing daily word games like Wordle, then Hurdle is a great game to add to your routine.

There are five rounds to the game. The first round sees you trying to guess the word, with correct, misplaced, and incorrect letters shown in each guess. If you guess the correct answer, it’ll take you to the next hurdle, providing the answer to the last hurdle as your first guess. This can give you several clues or none, depending on the words. For the final hurdle, every correct answer from previous hurdles is shown, with correct and misplaced letters clearly shown.

An important note is that the number of times a letter is highlighted from previous guesses does necessarily indicate the number of times that letter appears in the final hurdle.

Mashable 101 Fan Fave: Nominate your favorite creators today

If you find yourself stuck at any step of today’s Hurdle, don’t worry! We have you covered.

Hurdle Word 1 hint

Royalty.

Hurdle Word 1 answer

QUEEN

Hurdle Word 2 hint

A huge fight.

Hurdle Word 2 Answer

BRAWL

Mashable 101 Fan Fave: Nominate your favorite creators today

Hurdle Word 3 hint

Rope.

Hurdle Word 3 answer

NOOSE

Hurdle Word 4 hint

A particle.

Hurdle Word 4 answer

QUARK

Final Hurdle hint

An extension.

Hurdle Word 5 answer

ANNEX

If you’re looking for more puzzles, Mashable’s got games now! Check out our games hub for Mahjong, Sudoku, free crossword, and more.

#Todays #Hurdle #hints #answers #April">Today’s Hurdle hints and answers for April 12, 2026
                                                            If you like playing daily word games like Wordle, then Hurdle is a great game to add to your routine. There are five rounds to the game. The first round sees you trying to guess the word, with correct, misplaced, and incorrect letters shown in each guess. If you guess the correct answer, it’ll take you to the next hurdle, providing the answer to the last hurdle as your first guess. This can give you several clues or none, depending on the words. For the final hurdle, every correct answer from previous hurdles is shown, with correct and misplaced letters clearly shown.An important note is that the number of times a letter is highlighted from previous guesses does necessarily indicate the number of times that letter appears in the final hurdle. 
Mashable 101 Fan Fave: Nominate your favorite creators todayIf you find yourself stuck at any step of today’s Hurdle, don’t worry! We have you covered.
        SEE ALSO:
        
            Hurdle: Everything you need to know to find the answers
            
        
    
Hurdle Word 1 hintRoyalty.
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Hurdle Word 1 answerQUEEN
        
            Mashable Top Stories
        
        
    
Hurdle Word 2 hintA huge fight.
        SEE ALSO:
        
            Wordle today: Answer, hints for April 12, 2026
            
        
    
Hurdle Word 2 AnswerBRAWLMashable 101 Fan Fave: Nominate your favorite creators todayHurdle Word 3 hintRope. 
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        SEE ALSO:
        
            NYT Connections hints today: Clues, answers for April 12, 2026
            
        
    
Hurdle Word 3 answerNOOSEHurdle Word 4 hintA particle.Hurdle Word 4 answerQUARKFinal Hurdle hintAn extension.
        SEE ALSO:
        
            Mahjong, Sudoku, free crossword, and more: Games available on Mashable
            
        
    
Hurdle Word 5 answerANNEXIf you’re looking for more puzzles, Mashable’s got games now! Check out our games hub for Mahjong, Sudoku, free crossword, and more.

                    
                                            
                            
                        
                                    #Todays #Hurdle #hints #answers #April

Wordle, then Hurdle is a great game to add to your routine.

There are five rounds to the game. The first round sees you trying to guess the word, with correct, misplaced, and incorrect letters shown in each guess. If you guess the correct answer, it’ll take you to the next hurdle, providing the answer to the last hurdle as your first guess. This can give you several clues or none, depending on the words. For the final hurdle, every correct answer from previous hurdles is shown, with correct and misplaced letters clearly shown.

An important note is that the number of times a letter is highlighted from previous guesses does necessarily indicate the number of times that letter appears in the final hurdle.

Mashable 101 Fan Fave: Nominate your favorite creators today

If you find yourself stuck at any step of today’s Hurdle, don’t worry! We have you covered.

Hurdle Word 1 hint

Royalty.

Hurdle Word 1 answer

QUEEN

Hurdle Word 2 hint

A huge fight.

Hurdle Word 2 Answer

BRAWL

Mashable 101 Fan Fave: Nominate your favorite creators today

Hurdle Word 3 hint

Rope.

Hurdle Word 3 answer

NOOSE

Hurdle Word 4 hint

A particle.

Hurdle Word 4 answer

QUARK

Final Hurdle hint

An extension.

Hurdle Word 5 answer

ANNEX

If you’re looking for more puzzles, Mashable’s got games now! Check out our games hub for Mahjong, Sudoku, free crossword, and more.

#Todays #Hurdle #hints #answers #April">Today’s Hurdle hints and answers for April 12, 2026

If you like playing daily word games like Wordle, then Hurdle is a great game to add to your routine.

There are five rounds to the game. The first round sees you trying to guess the word, with correct, misplaced, and incorrect letters shown in each guess. If you guess the correct answer, it’ll take you to the next hurdle, providing the answer to the last hurdle as your first guess. This can give you several clues or none, depending on the words. For the final hurdle, every correct answer from previous hurdles is shown, with correct and misplaced letters clearly shown.

An important note is that the number of times a letter is highlighted from previous guesses does necessarily indicate the number of times that letter appears in the final hurdle.

Mashable 101 Fan Fave: Nominate your favorite creators today

If you find yourself stuck at any step of today’s Hurdle, don’t worry! We have you covered.

Hurdle Word 1 hint

Royalty.

Hurdle Word 1 answer

QUEEN

Hurdle Word 2 hint

A huge fight.

Hurdle Word 2 Answer

BRAWL

Mashable 101 Fan Fave: Nominate your favorite creators today

Hurdle Word 3 hint

Rope.

Hurdle Word 3 answer

NOOSE

Hurdle Word 4 hint

A particle.

Hurdle Word 4 answer

QUARK

Final Hurdle hint

An extension.

Hurdle Word 5 answer

ANNEX

If you’re looking for more puzzles, Mashable’s got games now! Check out our games hub for Mahjong, Sudoku, free crossword, and more.

#Todays #Hurdle #hints #answers #April
Dutch regulators, the RDW, announced that after over a year and a half of testing, it has officially approved Tesla’s Full-Self Driving (FSD) Supervised. This makes the Netherlands the first European country to authorize the use of FSD on its roads. This could open the door to wider adoption throughout the EU. Tesla’s European headquarters is located in Amsterdam, so it’s only fitting that the country is the first to embrace the company’s FSD.

In a statement announcing the approval, the RDW said that, “Using driver assistance systems correctly makes a positive contribution to road safety because the driver is supported in their driving tasks; it is a supplement to the driver. Through continuous strict monitoring of the driver in the vehicle, the system is safer than other driver assistance systems.”

The update implementing FSD Supervised (version 2026.3.6) has started rolling out to a limited number of users. Drivers will need to watch a tutorial and take a quiz before self-driving can be enabled, which reminds people that FSD Supervised “does not make your vehicle autonomous. Do not become complacent.”

#Netherlands #European #country #approve #Teslas #supervised #Full #SelfDrivingElectric Cars,News,Tesla,Transportation">The Netherlands is the first European country to approve Tesla’s supervised Full Self-DrivingDutch regulators, the RDW, announced that after over a year and a half of testing, it has officially approved Tesla’s Full-Self Driving (FSD) Supervised. This makes the Netherlands the first European country to authorize the use of FSD on its roads. This could open the door to wider adoption throughout the EU. Tesla’s European headquarters is located in Amsterdam, so it’s only fitting that the country is the first to embrace the company’s FSD.In a statement announcing the approval, the RDW said that, “Using driver assistance systems correctly makes a positive contribution to road safety because the driver is supported in their driving tasks; it is a supplement to the driver. Through continuous strict monitoring of the driver in the vehicle, the system is safer than other driver assistance systems.”The update implementing FSD Supervised (version 2026.3.6) has started rolling out to a limited number of users. Drivers will need to watch a tutorial and take a quiz before self-driving can be enabled, which reminds people that FSD Supervised “does not make your vehicle autonomous. Do not become complacent.”#Netherlands #European #country #approve #Teslas #supervised #Full #SelfDrivingElectric Cars,News,Tesla,Transportation

RDW, announced that after over a year and a half of testing, it has officially approved Tesla’s Full-Self Driving (FSD) Supervised. This makes the Netherlands the first European country to authorize the use of FSD on its roads. This could open the door to wider adoption throughout the EU. Tesla’s European headquarters is located in Amsterdam, so it’s only fitting that the country is the first to embrace the company’s FSD.

In a statement announcing the approval, the RDW said that, “Using driver assistance systems correctly makes a positive contribution to road safety because the driver is supported in their driving tasks; it is a supplement to the driver. Through continuous strict monitoring of the driver in the vehicle, the system is safer than other driver assistance systems.”

The update implementing FSD Supervised (version 2026.3.6) has started rolling out to a limited number of users. Drivers will need to watch a tutorial and take a quiz before self-driving can be enabled, which reminds people that FSD Supervised “does not make your vehicle autonomous. Do not become complacent.”

#Netherlands #European #country #approve #Teslas #supervised #Full #SelfDrivingElectric Cars,News,Tesla,Transportation">The Netherlands is the first European country to approve Tesla’s supervised Full Self-Driving

Dutch regulators, the RDW, announced that after over a year and a half of testing, it has officially approved Tesla’s Full-Self Driving (FSD) Supervised. This makes the Netherlands the first European country to authorize the use of FSD on its roads. This could open the door to wider adoption throughout the EU. Tesla’s European headquarters is located in Amsterdam, so it’s only fitting that the country is the first to embrace the company’s FSD.

In a statement announcing the approval, the RDW said that, “Using driver assistance systems correctly makes a positive contribution to road safety because the driver is supported in their driving tasks; it is a supplement to the driver. Through continuous strict monitoring of the driver in the vehicle, the system is safer than other driver assistance systems.”

The update implementing FSD Supervised (version 2026.3.6) has started rolling out to a limited number of users. Drivers will need to watch a tutorial and take a quiz before self-driving can be enabled, which reminds people that FSD Supervised “does not make your vehicle autonomous. Do not become complacent.”

#Netherlands #European #country #approve #Teslas #supervised #Full #SelfDrivingElectric Cars,News,Tesla,Transportation

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