Catching rogue agents and preventing cyberattacks—quantum computing is about to have its ‘ChatGPT moment’

This post was originally published on this site.

A boardroom’s job is to see around corners. Ten years ago, large language models were the approaching challenge, a fledgling technology with a wide range of plausible applications. Today it is quantum computing.

Quantum will change the way we consider computing power. At present, classical computing encodes everything using “bits”. Bits only have two states, 0 or 1. Quantum uses quantum bits, or qubits, which are more adventurous. They can be 0 or 1 or a mixture of both, called “superposition.” This flexibility allows them to perform many more tasks than classical computing at a speed high enough to revolutionize how we work. 

This has advantages as well as risks. Most of life is more complicated than a series of ones and zeros. Understanding the delicacy of a human protein and its relationship to disease, how the climate works or the interaction of sub-atomic particles in fluids requires significant amounts of computing power. In the battle to keep business and personal data safe from bad actors, the more powerful the technical smarts at our fingertips, the better. Financial services firms already have quant capabilities to help them trade and would like more. 

But qubits can be erratic and prone to error. Small fluctuations in temperature and atmospheric pressure can cause malfunctions. Expensive isolation chambers are the norm. We might all like to drive a supercar, but sometimes a basic family runaround—classic computing—is more reliable. 

Many companies are working hard to make quantum computing the next ubiquitous technology. IBM, Google, and Microsoft have significant quantum divisions. Pure play operators such as D-Wave Quantum, Rigetti Computing, and IonQ are seeing valuations in the multiple billions of dollars. 

Europe is getting in on the scene. In June, Oxford Quantum Circuits (OQC) executed the biggest C-series raise for a quantum computing company in Europe at £260 million ($345 million). The next stage is commercial applications with a clear return on investment. 

“Some of the earliest use cases of quantum are the ability to conduct vulnerability analysis on your network, and also to be able to detect threats,” OQC’s CEO Gerald Mullally told me. “And that’s really where the possibility of strengthening our cyber security defenses through the earliest use of quantum compute becomes possible.” 

“Quantum can have a profound impact on being able to identify the anomalous behavior of rogue agents.”

oxford quantum circuits CEO Gerald Mullally

The good guys need to get there first. A scenario where quantum computing becomes so powerful it can eat through all classical computer encryption defenses is not outside the realms of possibility. By then—and it could be as little as five years away—every company and individual will need powerful quant on their side. 

“The first area where we generate advantage is anomaly detection—the ability to be able to spot something different in a pattern of data,” Mullally said. “Fraud detection and anti-money laundering are two of the very first use cases in financial services. 

“Classical compute can really struggle to identify patterns or the relationships between data. Quantum moves that data to a higher dimensional plane, like a sphere, rather than two points. If it’s a sphere, you can then see more easily that there’s a relationship between data that you wouldn’t be able to spot if it was classical compute.” 

When it comes to encryption, quantum will give businesses an “offensive capability” sufficient to head off the threat.

Fortunately, quantum computing’s capabilities are becoming stronger by the day. Average quant algorithms can regularly execute a thousand steps before being overwhelmed by errors. Soon that number will grow to a million steps. 

“We will hit millions of steps before an error takes over in the years 2028 to 2031,” Mullally said. “That’s the point where we move past the capabilities of classical compute in those narrow areas like anomaly detection. That will be our version of the ChatGPT moment, and that will be the point where the confidence will grow. We’re going to hit billions, and we’re going to hit trillions of quantum operations, and we’ll start to then have this real commercial advantage for a corporate.” 

Many executives are tired of tech bros bearing gifts and have spent considerable amounts of money experimenting with artificial intelligence. Bottom lines have remained resolutely flat.

Quantum is different, a mechanism for problem solving which comes closer to understanding the complexities of the world. OQC already has applications helping data centers operate more efficiently. As AI goes rogue with greater regularity, executives will be glad of a new, well-armed hunter to defeat the errant agent. 

“I think quantum can have a profound impact on being able to identify the anomalous behavior of certain agents, and that’s the rogue agent type,” Mullally said. Nervous CEOs won’t be the only ones heaving a sigh of relief.

This story was originally featured on Fortune.com

Don’t miss these tips!

We don’t spam! Read more in our privacy policy

LEAVE A REPLY

Please enter your comment!
Please enter your name here

Hot this week

“Wicker” and What Straight Women Want

Critic’s Notebook“Wicker” and What Straight Women WantThe monster-romance movie,...

Chris Ware’s Fractal Pandemic Chronicle

Page-TurnerA Cartoonist’s Depiction of the Moment Things Got WeirdThe...

Topics

What are the animals in your home learning from each other?

LEARNING FROM EACH OTHER Leaf, Sunshine, and Cuddles The animals who...

AI Is Thriving at Capital One

If one were making a list of the companies...

European summer ‘deadliest’ for heatwaves

This summer was Europe’s deadliest on record, with more...

Are Crows and Parrots Really the Smartest Birds?

Kelsey McCune wanted to study smart birds, so naturally,...

Chris Ware’s Fractal Pandemic Chronicle

Page-TurnerA Cartoonist’s Depiction of the Moment Things Got WeirdThe...

Related Articles

Popular Categories

News Feed

Lori Huang, not Jensen, is president of the Huangs’ $9 billion foundation—and co-trustee of the trusts holding most of their Nvidia stake

Jensen Huang’s future at Nvidia hangs in the balance as the board is reportedly preparing to oust the CEO, people familiar with the matter...

Best Open Earbuds (2026): Shokz, Bose, Soundcore, and More

Open earbuds are the big new thing in headphone land. Unlike in-ear variants, open earbuds are like tiny speakers that rest on the ear...

Cisco’s people chief: ‘We can’t transform our workforce without fundamentally rethinking how we lead’

Cisco is preparing its 85,000 employees to learn new skills, experiment with AI, and rethink how they work. That takes more than teaching people how...

Current price of oil as of November 12, 2026

By 6:30 a.m. Eastern Time today, oil had reached $94.58 per barrel, measured using the Brent benchmark. That’s $1.14 less than it cost yesterday...

Bending Spoons is buying up the internet. Can its business model last?

Bending Spoons has already acquired some of the internet’s most recognizable software brands. And it has identified more than 1,000 others it could potentially...

Young people should get fewer welfare benefits, according to Milburn review on the workforce – UK politics live

Milburn’s review is considering how to address the growing number of young people classified as not in education, employment or trainingThe Alan Milburn report...

Scout Motors has 212,000 vehicle reservations as $2 billion South Carolina plant nears completion

Scout Motors has roughly 212,000 reservations for its Terra pickup and Traveler SUV, CEO Scott Keogh told CNBC.

What playing cricket for the U.S. taught me about the hardest decisions CEOs face

Long before I became a CEO, I played international cricket for the United States. The lesson I draw on most in business is this:...

Hyperscalers have got a huge PR problem with data centers—this regulation academic has figured out the playbook for what they should do next

It’s a question that will define the next phase of the economy’s AI transformation: How will tech giants solve their PR problem with data...

A design legend’s oddball watches are back and cooler than ever

Tibor Kalman, the graphic designer, was known for confrontational stances; a “self-styled bad boy” of his profession, as The New York Times once described...

Tag yourself as one of USPS’s new cryptid stamps

At the annual Mothman Festival in Point Pleasant, West Virginia, tens of thousands of visitors gather in their finest cosplay to commemorate the 1966...

Can Nvidia survive without Jensen Huang?

In today’s CEO Daily: The Nvidia CEO’s ouster is looking more and more likely. The big leadership story: Brian Chesky’s $100 million gift. The markets:...

Nvidia appoints CEO search agency to find replacement for Jensen Huang as Congress preps probe into White House and chip exports

Good morning. On Fortune’s radar today: Nvidia board plans exit for Jensen Huang. Huang’s affair with a subordinate was caught on video. We have a list of...

This surprise cost could derail your heat pump or EV charger installation. Here’s how to avoid it.

“Electrify everything” has become a mantra in the fight against climate change. Switching a home’s heating, cooling, and other energy-intensive loads from fossil fuels...

Common forever chemicals linked to nearly double the rate of aggressive breast cancer

Women with higher blood levels of two common "forever chemicals" may face an increased risk of developing a particularly aggressive form of breast cancer,...

What I let AI touch in my solo business—and what stays off-limits

A lot of AI advice suggests that you hand over work to a personal agent, like letting it triage your inbox or shop for...

Climate progressives won the midterms without saying ‘climate’

On October 20, the two candidates running to represent Michigan in the U.S. Senate, Abdul El-Sayed and Mike Rogers, took questions for an hour...

Climate change is coming for the cactus. Yes, the cactus.

The humble cactus is an icon of resiliency. Stuck in a desert with little rain and abundant searing sun, these plants don’t just survive...

Ariana Grande makes red carpet debut with boyfriend Ricky Alvarez in surprise return to the spotlight at Focker-in-Law premiere after announcing hiatus from fame

Her appearance comes after she announced a hiatus from fame in August, following public scrutiny over her weight.

Jazz Saunders breaks down in tears as she announces she’s quit Made In Chelsea and says she needs to ‘heal from traumas’

Made In Chelsea star Jasmine Saunders has announced she's leaving the show.

Maura Higgins reveals she ‘ended up in hospital’ and ‘couldn’t breathe due to swelling’ after painful rib injury after tearful DWTS rehearsals

Maura Higgins has revealed she ended up in hospital after the swelling from her rib injury became so bad she couldn't breathe. 

Popular articles

Lori Huang, not Jensen, is president of the Huangs’ $9 billion foundation—and co-trustee of the trusts holding most of their Nvidia stake

Jensen Huang’s future at Nvidia hangs in the balance as the board is reportedly preparing to oust the CEO, people familiar with the matter...

Best Open Earbuds (2026): Shokz, Bose, Soundcore, and More

Open earbuds are the big new thing in headphone land. Unlike in-ear variants, open earbuds are like tiny speakers that rest on the ear...

Cisco’s people chief: ‘We can’t transform our workforce without fundamentally rethinking how we lead’

Cisco is preparing its 85,000 employees to learn new skills, experiment with AI, and rethink how they work. That takes more than teaching people how...

Current price of oil as of November 12, 2026

By 6:30 a.m. Eastern Time today, oil had reached $94.58 per barrel, measured using the Brent benchmark. That’s $1.14 less than it cost yesterday...

Bending Spoons is buying up the internet. Can its business model last?

Bending Spoons has already acquired some of the internet’s most recognizable software brands. And it has identified more than 1,000 others it could potentially...

Young people should get fewer welfare benefits, according to Milburn review on the workforce – UK politics live

Milburn’s review is considering how to address the growing number of young people classified as not in education, employment or trainingThe Alan Milburn report...

Scout Motors has 212,000 vehicle reservations as $2 billion South Carolina plant nears completion

Scout Motors has roughly 212,000 reservations for its Terra pickup and Traveler SUV, CEO Scott Keogh told CNBC.

What playing cricket for the U.S. taught me about the hardest decisions CEOs face

Long before I became a CEO, I played international cricket for the United States. The lesson I draw on most in business is this:...

Hyperscalers have got a huge PR problem with data centers—this regulation academic has figured out the playbook for what they should do next

It’s a question that will define the next phase of the economy’s AI transformation: How will tech giants solve their PR problem with data...

A design legend’s oddball watches are back and cooler than ever

Tibor Kalman, the graphic designer, was known for confrontational stances; a “self-styled bad boy” of his profession, as The New York Times once described...

Tag yourself as one of USPS’s new cryptid stamps

At the annual Mothman Festival in Point Pleasant, West Virginia, tens of thousands of visitors gather in their finest cosplay to commemorate the 1966...

Can Nvidia survive without Jensen Huang?

In today’s CEO Daily: The Nvidia CEO’s ouster is looking more and more likely. The big leadership story: Brian Chesky’s $100 million gift. The markets:...

Nvidia appoints CEO search agency to find replacement for Jensen Huang as Congress preps probe into White House and chip exports

Good morning. On Fortune’s radar today: Nvidia board plans exit for Jensen Huang. Huang’s affair with a subordinate was caught on video. We have a list of...

This surprise cost could derail your heat pump or EV charger installation. Here’s how to avoid it.

“Electrify everything” has become a mantra in the fight against climate change. Switching a home’s heating, cooling, and other energy-intensive loads from fossil fuels...

Common forever chemicals linked to nearly double the rate of aggressive breast cancer

Women with higher blood levels of two common "forever chemicals" may face an increased risk of developing a particularly aggressive form of breast cancer,...

What I let AI touch in my solo business—and what stays off-limits

A lot of AI advice suggests that you hand over work to a personal agent, like letting it triage your inbox or shop for...

Climate progressives won the midterms without saying ‘climate’

On October 20, the two candidates running to represent Michigan in the U.S. Senate, Abdul El-Sayed and Mike Rogers, took questions for an hour...

Climate change is coming for the cactus. Yes, the cactus.

The humble cactus is an icon of resiliency. Stuck in a desert with little rain and abundant searing sun, these plants don’t just survive...

Ariana Grande makes red carpet debut with boyfriend Ricky Alvarez in surprise return to the spotlight at Focker-in-Law premiere after announcing hiatus from fame

Her appearance comes after she announced a hiatus from fame in August, following public scrutiny over her weight.

Jazz Saunders breaks down in tears as she announces she’s quit Made In Chelsea and says she needs to ‘heal from traumas’

Made In Chelsea star Jasmine Saunders has announced she's leaving the show.

Maura Higgins reveals she ‘ended up in hospital’ and ‘couldn’t breathe due to swelling’ after painful rib injury after tearful DWTS rehearsals

Maura Higgins has revealed she ended up in hospital after the swelling from her rib injury became so bad she couldn't breathe.