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  ARM Give a man a fire and he's warm for a day, but set fire to him and he's warm for the rest of his life (Terry Pratchett, Jingo)

Misconfigured AI could trigger the next national infrastructure meltdown

(2026/02/13)


The next blackout to plunge a G20 nation into chaos might not come courtesy of cybercriminals or bad weather, but from an AI system tripping over its own shoelaces.

Analyst firm [1]Gartner warned this week that misconfigured artificial intelligence embedded in national infrastructure could shut down critical services in a major economy as soon as 2028, delivering the kind of disruption usually blamed on hostile governments or catastrophic natural events. The prediction centers on the rapid adoption of AI in cyber-physical systems, which Gartner defines as "systems that orchestrate sensing, computation, control, networking, and analytics to interact with the physical world (including humans)."

Gartner's warning isn't really about attackers taking over AI tools – it's about what happens when everything is working as intended... until it isn't. More operators are allowing machine learning systems to make real-time decisions, and those systems can respond unpredictably if a setting is changed, an update is pushed, or flawed data is entered.

[2]

Unlike traditional software bugs that might crash a server or scramble a database, errors in AI-driven control systems can spill into the physical world, triggering equipment failures, forcing shutdowns, or destabilizing entire supply chains, Gartner warns.

[3]

[4]

"The next great infrastructure failure may not be caused by hackers or natural disasters but rather by a well-intentioned engineer, a flawed update script, or a misplaced decimal," cautioned Wam Voster, VP Analyst at Gartner.

[5]AI to make call center agents 'superheroes,' not unemployed, says industry CEO

[6]Oracle Java licensing worries are percolating through the userbase

[7]Europe's sovereign cloud spend set to triple as geopolitics bite

[8]Most SAP migrations bust budgets and project timelines, research finds

Power grids are an obvious stress test. Energy firms now rely heavily on AI to monitor supply, demand, and renewable generation. If the software malfunctions or misreads data, sections of the network could go dark, and repairing damaged grid hardware is rarely a quick process. The same creeping automation is turning up in factories, transport systems, and robotics, where AI is slowly taking over decisions that used to involve a human looking mildly concerned at a dashboard.

Gartner's bigger worry is how quickly AI is being deployed where mistakes don't just crash software; they break real things. AI is turning up in systems where failures can shut down physical infrastructure, yet the models themselves aren't always fully understood, even by the teams building them. That makes it difficult to predict how they'll react when something unexpected happens or when routine updates are released.

"Modern AI models are so complex they often resemble black boxes," said Voster. "Even developers cannot always predict how small configuration changes will impact the emergent behavior of the model. The more opaque these systems become, the greater the risk posed by misconfiguration. Hence, it is even more important that humans can intervene when needed."

[9]

While regulators have spent years focusing on cybersecurity threats to operational technology, Gartner's forecast suggests the next wave of infrastructure risk could be self-inflicted rather than adversary-driven. ®

Get our [10]Tech Resources



[1] https://www.gartner.com/en/newsroom/press-releases/2026-02-12-gartner-predicts-that-by-2028-misconfigured-ai-will-shut-down-national-critical-infrastructure-in-a-g20-country

[2] https://pubads.g.doubleclick.net/gampad/jump?co=1&iu=/6978/reg_software/aiml&sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&tile=2&c=2aY9Yshk8N3exCOs62g9GAwAAAMY&t=ct%3Dns%26unitnum%3D2%26raptor%3Dcondor%26pos%3Dtop%26test%3D0

[3] https://pubads.g.doubleclick.net/gampad/jump?co=1&iu=/6978/reg_software/aiml&sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&tile=4&c=44aY9Yshk8N3exCOs62g9GAwAAAMY&t=ct%3Dns%26unitnum%3D4%26raptor%3Dfalcon%26pos%3Dmid%26test%3D0

[4] https://pubads.g.doubleclick.net/gampad/jump?co=1&iu=/6978/reg_software/aiml&sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&tile=3&c=33aY9Yshk8N3exCOs62g9GAwAAAMY&t=ct%3Dns%26unitnum%3D3%26raptor%3Deagle%26pos%3Dmid%26test%3D0

[5] https://www.theregister.com/2026/02/13/call_center_ai_superheroes/

[6] https://www.theregister.com/2026/02/10/oracle_java_licensing/

[7] https://www.theregister.com/2026/02/09/europe_sovereign_cloud_spend/

[8] https://www.theregister.com/2026/02/05/sap_migrations_research/

[9] https://pubads.g.doubleclick.net/gampad/jump?co=1&iu=/6978/reg_software/aiml&sz=300x50%7C300x100%7C300x250%7C300x251%7C300x252%7C300x600%7C300x601&tile=4&c=44aY9Yshk8N3exCOs62g9GAwAAAMY&t=ct%3Dns%26unitnum%3D4%26raptor%3Dfalcon%26pos%3Dmid%26test%3D0

[10] https://whitepapers.theregister.com/



You are you own worst enemy...

Jou (Mxyzptlk)

...and not everyone else you blame to be.

Great juxtaposition of stories

that one in the corner

AI created meltdowns plus [1]nuclear materials powering the DC where the AI is running. Add that we've already been warned that [2]all the major AI models will blackmail us if pushed hard enough - well, that's just great. Doomed, as they say, we are all doomed.

[1] https://www.theregister.com/2026/02/13/us_moving_ahead_with_colocated/

[2] https://www.theregister.com/2025/06/25/anthropic_ai_blackmail_study/"

'Operators'

VoiceOfTruth

>> More operators are allowing machine learning systems to make real-time decisions

More *stupid* operators are allowing machine learning systems to make real-time decisions.

"when" not "if"

alain williams

What will be interesting are the excuses made for such a disaster; most of them will blame someone else.

Re: "when" not "if"

Doctor Syntax

Or say they're sorry.

Advice please

Eclectic Man

In view of: The next great infrastructure failure , could the esteemed members of the Register's community please provide suggestions for my 'bug out bag' to help me survive the predicted mini apocalypse?

Thanks in advance.

Re: Advice please

Doctor Syntax

Obviously a few power banks to keep your phone going. If you can't order pizzas in a situation like that you imght starve to death.

A grade school teacher was asking students what their parents did
for a living. "Tim, you be first," she said. "What does your mother do
all day?"
Tim stood up and proudly said, "She's a doctor."
"That's wonderful. How about you, Amie?"
Amie shyly stood up, scuffed her feet and said, "My father is a
mailman."
"Thank you, Amie," said the teacher. "What about your father, Billy?"
Billy proudly stood up and announced, "My daddy plays piano in a
whorehouse."
The teacher was aghast and promptly changed the subject to geography.
Later that day she went to Billy's house and rang the bell. Billy's father
answered the door. The teacher explained what his son had said and demanded
an explanation.
Billy's father replied, "Well, I'm really an attorney. But how do
you explain a thing like that to a seven-year-old child?"