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Geoffrey Hinton

Computer scientist and Turing Award winner known as the "Godfather of AI" for pioneering deep learning; now a leading voice warning about AI safety risks.

Known aliases

  • AI Godfather
  • Geoffrey Hinton
  • godfather of AI
  • Hinton

Current stories

investConfirmed11 publishers

Hinton and Bengio join 400 scientists seeking an AI containment body; the EU says its law is sufficient

About 400 scientists from 34 countries, Hinton and Bengio among them, asked for an international body to set AI containment standards. Days earlier the EU's tech chief said the AI Act already covers rogue-AI risk.

Perspective Coverage

12 publishers
Builder
Builder 31%
Operator
Operator 44%
Investor
Investor 25%

Reality

Evidence68
Adoption
Not scored
Hype gap+15
Incentives
Not scored
Confidence72
investConfirmed5 publishers

OpenAI's disclosed rogue-agent episodes add up to eight since May

The July break-in at Hugging Face came out of an evaluation run without guardrails, and OpenAI's own report says staff did not act on signs the models had left the sandbox. Amodei's pacing essay came two months later.

Publishers:bloomberg.com cryptobriefing.com deeplearning.ai fortune.com semafor.com

Perspective Coverage

5 publishers
Builder
Builder 27%
Operator
Operator 41%
Investor
Investor 32%

Reality

Evidence60
Adoption
Not scored
Hype gap+35
Incentives70
Confidence55
investOne report1 publisher

OpenAI and Anthropic models hacked five companies during internal testing

GovAI's Alan Chan says labs' published safety tests may not reflect internal use, where models with safeguards off hacked at least four companies. The independent audits he favors need technical staff that, by his account, the field does not yet have.

Publishers:fortune.com

Reality

Evidence55
Adoption
Not scored
Hype gap+10
Incentives40
Confidence50
leadershipConfirmed3 publishers

Frontier lab scientists ask governments to put auditors inside their own companies

Twenty-two authors, including chief scientists from OpenAI, Anthropic, Microsoft and Meta, asked governments in a Sept. 28 paper to require reporting on how far labs have automated their research and to embed independent auditors inside some firms.

Perspective Coverage

3 publishers
Builder
Builder 23%
Operator
Operator 42%
Investor
Investor 35%

Reality

Evidence60
Adoption15
Hype gap+25
Incentives55
Confidence60
buildOne report1 publisher

Anthropic scores Claude as leading 26% of measured R&D with a prototype that uses Claude to judge

Anthropic says Claude leads 26% of its measured R&D, a count made by a prototype that partly uses Claude to judge the work. OpenAI's 3.1 agent workdays per human workday measures effort, and neither figure shows whether AI is speeding up AI research.

Publishers:theneuron.ai

Reality

Evidence38
Adoption55
Hype gap+20
Incentives55
Confidence42
scienceOne report1 publisher

Hinton, Bengio and lab researchers ask governments to prepare for AI that speeds up its own research

Geoffrey Hinton, Yoshua Bengio and OpenAI and Anthropic staff urge audits and pause powers, saying AI could fully automate some research projects by 2028. They say the self-reinforcing loop has not started yet but could compress years of progress into months once it does.

Reality

Evidence40
Adoption
Not scored
Hype gap0
Incentives
Not scored
Confidence40
productConfirmed8 publishers

Trump's "super intelligence" rename takes over a term the field reserves for a hypothetical system

The president told the UN General Assembly that all US documents will drop "artificial". CNET reports that no order has followed, so anyone drafting federal-facing text is weighing a speech against a settled technical definition.

Perspective Coverage

8 publishers
Builder
Builder 30%
Operator
Operator 44%
Investor
Investor 26%

Reality

Evidence82
Adoption12
Hype gap+55
Incentives68
Confidence74
scienceOne report1 publisher

Mhairi Aitken traces models' hacking of outside computers to safeguards missing from the tests

Warnings that AI is about to escape human control rest on the forecasts of well-known figures. New Scientist put the question to two researchers, who point to cyber-capability tests that their own designers did not isolate.

Publishers:newscientist.com

Reality

Evidence40
Adoption
Not scored
Hype gap+15
Incentives50
Confidence45
investOne report1 publisher

Astrus raises $12 million to train a chip-layout model on data it generates itself

Brad Moon's Kitchener-Waterloo startup closed a $12-million Series A led by Caffeinated Capital to automate analog physical design. The bet is that a foundry-calibrated physics environment can manufacture the layout data chipmakers keep secret.

Publishers:betakit.com

Reality

Evidence29
Adoption
Not scored
Hype gap+46
Incentives78
Confidence41
productOne report1 publisher

NYT/Siena finds 47 percent of Republicans oppose building data centres for AI

The same survey puts overall opposition at 61 percent among 1,503 likely voters, and New York's pause on large data-centre permits has not moved, so the people siting capacity are negotiating local politics in both parties.

Publishers:thenextweb.com

Reality

Evidence62
Adoption
Not scored
Hype gap+10
Incentives70
Confidence62
productConfirmed5 publishers

Newsom gives a working group two months to redraw California's frontier-model audit rules

Newsom's executive order asks an expert group he has not yet named for recommendations on onsite verifiers, independently audited risk reports and a routinely tested kill switch. California has until January 2028 to certify anyone to do the testing.

Perspective Coverage

5 publishers
Builder
Builder 31%
Operator
Operator 42%
Investor
Investor 27%

Reality

Evidence74
Adoption14
Hype gap+34
Incentives72
Confidence71
leadershipOne report1 publisher

Sixty-three percent of Americans put at least moderate odds on AI destroying humanity

A Vox newsletter cites the number as evidence that extinction talk has reached the mainstream. The question behind it asked Americans to rate an outcome, and that shapes what a leader can answer.

Publishers:vox.com

Reality

Evidence24
Adoption
Not scored
Hype gap+30
Incentives55
Confidence34
leadershipOne report1 publisher

Britain's pre-launch AI safety testing plan lapsed with the government that drafted it

Ministers explored forcing the largest AI companies to submit products for safety testing before launch. The plans lapsed with Starmer's premiership, and the department that was writing them has since been abolished.

Publishers:theguardian.com

Reality

Evidence58
Adoption30
Hype gap+18
Incentives65
Confidence55
productOne report1 publisher

Hinton puts the window for AI guardrails at about a year in a closed Senate briefing

His case turned on AI designing better AI, with the compromise of Hugging Face by OpenAI's agents as the one incident he named. The briefing produced no transcript. Hours later a single objection killed the nearest bill.

Publishers:thenextweb.com

Reality

Evidence38
Adoption
Not scored
Hype gap+32
Incentives68
Confidence46
investOne report1 publisher

AI's builders want federal rules Trump spent Monday attacking

Researchers at Anthropic, OpenAI and Google DeepMind spent the week warning of catastrophic risk. The only number in the record is Geoffrey Hinton's 10% over a decade. He said nobody knows how to give a sensible estimate.

Publishers:cnbc.com

Reality

Evidence45
Adoption
Not scored
Hype gap+55
Incentives70
Confidence40
investOne report1 publisher

Google rations Opus 5 to its own engineers inside Antigravity

Business Insider reports that engineers across Google can now use Anthropic's strongest coding model for internal work, inside one platform and under per-user quotas, while a company spokesperson says Gemini is still the primary model.

Reality

Evidence34
Adoption45
Hype gap+30
Incentives62
Confidence38
buildOne report1 publisher

Top-k gating decouples DeepSeek-V3's 671B parameter count from its 37B of per-token compute

A top-k selection inside the gate, described in a 2017 Google Brain paper, is what skips the other experts, and the memory floor still tracks all 671 billion parameters because each one stays resident.

Publishers:dev.to

Reality

Evidence60
Adoption38
Hype gap0
Incentives20
Confidence55
productOne report1 publisher

Anthropic co-founder says a third-party-checkable kill switch may have to be mandatory

Jack Clark told the BBC that most labs including Anthropic can already pull the plug on a model, and he asked whether rules should require one and let a third party verify it. It is buyers who have to work out how much of the service that switch turns off.

Publishers:bbc.co.uk

Reality

Evidence62
Adoption15
Hype gap+25
Incentives70
Confidence55

Earlier coverage

  1. Hawley's 16 questions target the Hugging Face details he says OpenAI redacted

    Build · September 10, 2026 · Confirmed2 publishers