Um, do you cover how to use these tools? Um, you know, what, what, what do you think yourself in terms of how generative AI or even just a broader scope around AI, AI, how do you think that's going to influence, you know, the asset management industry?

So, I would say right now we are in intense observation and study mode.

Um, I've, I've been evaluating many of the tools that have been coming out.

I've been speaking to many of the firms.

[lip smacks] What I would say is that machine learning broadly is not a new concept, right? If you talk to the quantitative managers, machine learning and even large language models have been a concept that have been in development for years.

I think many of them would say that the, the development curve has acceler-accelerated, um, but this is a concept that has been in de- in development for, for, for, for, for a period of time.

I would say as I've looked at the tools for fundamental analysts, so far I have been a bit underwhelmed in, in, in, in, in, in, in the tools.

Um, and how can single asset managers compete with them?