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
We've taken a big step back.
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've got to run around and get all your tacit knowledge written down and stuck in markdown files.
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 mean, it's a really fantastic point and it shows how quickly the field is moving because no one was saying this a couple of years ago, right?
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 your report came out before Claude Opus 4.5.
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 Opus 4.5 has really changed the world, at least for certain early adopters.
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
It's particularly good at coding, for example, and it has absolutely cut into my sleep.
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 can see my URA scores just collapse over the last month.
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'm getting up at 4 a.m., I'm firing off a bunch of parallel agents, then I'm going for my walk, and then I'm coming back to see what they've done.
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 year, we're recording this on January the 15th, I have written, or rather I've commanded Opus 4.5 to write about 10,000 lines of code per day.
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'm up at about 150,000 lines of code according to some measure that I did.
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'm just curious about how that kind of capability jump changes the way you think people might behave based on what you had seen in this very, very extensive empirical study you conducted.
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 is such an important point.
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 let me go back to before Opus 4.5.
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 what you looked at in the report, one observation was that when people used the API, the system could do a 3.5 hour task, long task.
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
In other words, a task a human might take 3.5 hours to do with a 50% success rate.
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 they were using Claw.ai, that 50% success threshold was a 17-hour task, which is two workdays in Europe and, of course, one workday in the Bay Area.
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'm just quite curious about a few details there, right?
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 what is a 17-hour human task and how much time were the humans having to do it?
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
Because it's really different if I just, you know, bark a command at Claude, who will rid me of this turbulent priest?
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 it goes off and does it for 17 hours versus I have to sit over the machine and every 30 minutes give it feedback.