Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
To become an expert economist, you need to
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
To get to the frontier, you need to spend many years sort of getting that narrow expertise.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
But in principle, it might be the case that these large language models, they've read the corpus of human knowledge.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
They can maybe span the space where new ideas, productive ideas, both for scientific applications and for business applications, that's where they exist.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
So I think that is like a pressing question to which we don't currently...
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
analyze in our report and sort of something that's very much on my mind.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
I think another way to think about it is, again, another shout out to Ben Jones.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
This paper from fall of late last year
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
where he explores this idea of what if there are tasks in the innovation process that are not automated by AI?
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
And there you have this tension where it might be the case that you have unbelievably capable artificial intelligence.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
So the depth of capability is just like growing immensely.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
But if it is constrained to a subset of tasks that are crucially involved in the innovation process, that will limit the extent to which you could have takeoff and the extent to which productivity growth might rise above average.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
2%, 3%.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
Anything higher would be like historically unimaginable in many ways.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
And I think we have to think about these things with some level of humility.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
The long 20th century from 1870 to the end of the early 2000s was a
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
You know, a period of immense technological transformation, immense automation, the decline in the share of workers in agriculture from above 80% to around 3% today.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
And if you look over the long sweep of history in the U.S., at least over that time, it's about 2% points real GDP growth each year.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
So I think the future is very uncertain.
Azeem Azhar's Exponential View
Anthropic’s Head of Economics on AI adoption data, Claude Code, the burden of knowledge & the next generation of experts
And again, that's like the big motivation that I have in doing this work is like trying to help us, others, policymakers, researchers to see a bit further into the future, to see a bit more clearly.