Caroline Hyde

It is a product problem.

And of course, it's an AI one.

And that is a problem that our Roast-based team is really well-suited to handle.

There are so many nuances in finance.

How do you do reconciliation?

How do you understand what a restatement is?

What version of EBITDA do you even use in this model?

And what version of the document is the correct one?

Those are all things that we care about in extreme detail.

Is it adjusted?

Is it approved?

All that, yes.

Extreme detail.

Let's get, though, a little bit bird's eye perspective for a moment, if we can, Alfred.

Because this is a week in which we are...

Throwing ourselves into a dystopian future.

We are trying to think what the future of agentic AI means for an economy, for workplace, for unemployment.

And Alfred, what do you make of like the Citrini research?

What do you make of the Harvard piece about actually the outperformance does come from humans, still AI hasn't been able to replicate that.

Where do you sit in terms of where we are in terms of agentic AI and the impact it has on your line of business, on mine?