So from your perspective, when you think of oncology, where does it fit in when it comes to being an im-important proving ground for clinical AI?

That's, um, that's the hope.

You know, as I get done with medical physics, go into residency, I definitely see a huge future for AI in the clinical onco space, not just on the physician clinician side for us to use, but also on the patient side to look at the patient communication.

Uh, and I think that's a fantastic opportunity for us.

So I'll, I'll speak on the clinical side first.

I think we have seen early prototypes, I think from Microsoft, for the tumor board, for example, um, where they're able to concatenate different information or different sources of information and try to do like a multi-agent system.

I think that is a great start, but you know, it doesn't have to stop at tumor board.

Where do you see the role of agents moving forward? Where do you see this in imaging and in, in the workflow?