theSIGNAL BUSINESS
4 November 2026
"The test of a first-rate intelligence is the ability to hold two opposed ideas in mind at the same time."
Business

Godfather of AI Warns of Blackouts

Geoffrey Hinton, whose research underpins modern AI, says a financial or power-grid disruption could come within two years, and names the executives he distrusts.

After roughly 44 years working on artificial intelligence, Geoffrey Hinton has reached a conclusion that few investors in the sector want to hear: humanity "might have been better off never developing it". The 78-year-old Nobel laureate, who first sketched the idea of the neural network in the 1970s, told the Guardian that a large-scale AI-related incident could occur this year or next. His example was a temporary blackout of financial or power systems, the kind of failure that would be felt in trading rooms and hospitals alike. Hinton insists he is not a "doomer".

He still believes AI could deliver what he calls "radical abundance". But he argues that the answer will arrive within a decade, perhaps sooner, and that the two outcomes are starkly different. Success means shared prosperity. Failure means a huge gap between rich and poor, massive unemployment and, in his words, a society "torn apart".

He made the remarks before a screening of a new documentary, AI: Probably Nothing to Worry About, a title that was itself suggested by a chatbot. The sharpest criticism was aimed at the industry's leaders. Hinton said he does not trust Sam Altman, the chief executive of OpenAI, "at all", and called it "extremely worrying" that Altman helps steer one of the handful of American frontier companies racing China for the most powerful systems. Of Altman, Mark Zuckerberg and Elon Musk, he said they understand the risks but would rather have the money.

Photo: Matthew Henry / Unsplash
Power lines and city lights at dusk, the kind of infrastructure Hinton fears AI could disrupt
🧠
44 years
Hinton's time spent working on artificial intelligence
Discuss
  • Hinton says AI could bring radical abundance or social collapse. Which outcome do you think is more likely, and why?
  • Hinton accuses leading executives of preferring money to safety. How should society judge such claims about private motives?
Business

A Fake Job Offer Opened Crypto's Vault

One engineer, one tempting recruitment message, and the largest cyber heist on record began. According to Binance, North Korean hackers posed as employers to lure a staff member into compromising his own access, a technique that bypasses firewalls by targeting ambition instead. Pyongyang is widely believed to fund weapons programmes partly through such thefts.…
  • If employees themselves are the weakest link, can any exchange truly protect its assets?
Business

AI Giants Crowd Governments Out of Bond Markets

Microsoft's $25 billion bond sale completed an unusual club: all five American hyperscalers now borrow to build AI. Four of them have raised about $250 billion in dollars and €37 billion in euros since January 2025. Europe feels the squeeze. French 10-year yields have climbed from 3.7% to nearly 5%, while Paris's interest bill heads toward €100 billion by 2028.…
  • Should governments worry when private AI borrowing raises the cost of financing public services?
—
I feel I have a duty, and I need to burn my reputation on this.
Geoffrey Hinton, Nobel prize-winning computer scientist
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GLOBAL · Business
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ASIA · Business
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theSIGNAL IN THE LAB
IVOCABULARY
laureatedoomer
radical abundancefrontier companiesheist
luresqueeze
IIGRAMMAR FOCUS
Relative clauses — defining vs non-defining with commas
Defining relative clauses identify which person or thing we mean and take no commas (and 'that' is possible); non-defining clauses add extra information, are separated by commas, and cannot use 'that'.
who · which · that · whose · where · whom · when
  1. Geoffrey Hinton, first sketched the idea of the neural network in the 1970s, now warns of a possible AI-related incident.
  2. The documentary title was suggested by a chatbot was screened before Hinton made his remarks.
  3. Hinton criticised Sam Altman, he does not trust at all, for helping steer a leading American AI company.
  4. The hackers targeted an engineer ambition made him vulnerable to a fake recruitment message.
  5. North Korea, is widely believed to fund weapons programmes through cyber theft, was blamed for the Binance heist.
  6. Microsoft's $25 billion bond sale, completed an unusual club of borrowers, came amid growing pressure on government borrowing costs.
IIIDEPENDENT PREPOSITIONS
Complete each phrase with the correct preposition. All from today’s articles.
  1. Hinton believes society could be torn ___ if the technology fails.
  2. The sharpest criticism was aimed ___ the industry's leaders.
  3. Hinton insists that he is not a doomer, but he is deeply worried ___ the risks.
  4. North Korean hackers posed ___ employers to lure the engineer.
  5. The scam worked by targeting ambition, a technique that bypasses ___ firewalls.
IVCRITICAL THINKING
Each of today's stories describes a system whose weakest point is human motivation: executives chasing profit, an engineer chasing a better job, investors chasing returns from AI borrowing. Which of these three weaknesses do you think is hardest to fix, and what kind of rule, incentive or culture change might actually work? Consider who should be responsible for designing it.
VCREATIVE · HEADLINES
Write a headline for the top story in each of the following styles. One line each, no explanation:
  • TABLOID NEWSPAPER
  • LUXURY MAGAZINE
  • ACTIVIST BLOG
VIWRITING
Write a short email (about 120 words) from a bank's chief technology officer to all staff, explaining why both a fake recruitment message and a possible AI-related systems failure require new security habits this year. Use a calm but firm tone.
VIIDEGREES OF EXTREMITY
Complete each ladder from mild to strong.
  • worried→→
  • a setback→→
  • doubt→→
  • a rise→→
  • uneven→→
  • slow down→→
VIIISPEAKING
  1. Which jobs around you could realistically be automated within ten years?
  2. Have you ever fallen for a message that turned out to be a scam?
  3. Should AI companies be forced to publish their safety test results?
  4. Do bond markets and national debt matter to ordinary people's daily lives?