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Q&A

Graham points to Anthropic risk reports but no clear number

New York City Council · Oct 5, 2026 · starts 1:29:43 · 1 min 57 sec

Menin asks Logan Graham to quantify catastrophic risk. Graham says Anthropic has published risk reports, responsible scaling policies, and multi-hundred-page model reports, and describes forecasting internally, but does not offer a number.

Julie Menin

I'm going to move on to the other companies.

Julie Menin

Same question.

Julie Menin

The first question that I ask, which is we want to hear how each of you quantify the risks imposed by AI in the worst catastrophic scenario.

Julie Menin

So I'm going to go to Mr.

Julie Menin

Graham.

Julie Menin

Are you able to quantify the risk?

Member of the Public - Logan Graham

From the beginning of our safety work at Anthropic, our fundamental belief is that if not properly safeguarded, the risk might be too high.

Member of the Public - Logan Graham

And so I built and have led the team at Anthropic that did some of the first thinking around how we quantify risks like this.

Member of the Public - Logan Graham

For the past four years, we focused on issues like biological security and cybersecurity.

Member of the Public - Logan Graham

And the actual process of quantifying those risks is intricate and nuanced, and we learn more every year.

Member of the Public - Logan Graham

And we detail quite a lot of it in documents like our responsible scaling policy, how we think about the threat models of this,

Member of the Public - Logan Graham

all the way up to notions of loss of control and misalignment, which from the beginning of the company, we have tried to lead the world in the research of.

Member of the Public - Logan Graham

So what I do know today is I feel relatively sort of more optimistic.

Member of the Public - Logan Graham

The industry has moved quite fast to take cybersecurity seriously and biological security.

Member of the Public - Logan Graham

I think documents and policies like responsible scaling policies have so far been fairly effective at taking a cautious approach.

Member of the Public - Logan Graham

However, now we have bigger and bigger threats that might come if we don't properly safeguard them as the models get more and more capable.

Member of the Public - Logan Graham

And so what we do to mitigate that is, number one, put in tremendous amounts of effort across a number of different teams, our own safeguards teams, our research teams.

Member of the Public - Logan Graham

team to try to quantify and mitigate this.

Member of the Public - Logan Graham

And it's increasingly important for us to be dramatically more transparent about what we think about these risks.