Any interesting results you can share with us?

Yeah.

So the motivation of the study was we see benchmark scores going up every day, and it's very hard to know what that actually means.

What does a 15% on APEX mean? And so one way to answer that is to give those tasks to humans, because at least you know, well, maybe Claude outperforms a human or underperforms a human.

And so we took tasks from APEX Accounting, which is a benchmark we made with RAMP, and we gave those tasks, simplified versions of those tasks, to real accountants, as you mentioned.

And we saw kind of two big things.

Just in level terms, models are really, really good today.

And so it just ceases to actually be a good benchmark.