And in case anybody wants to copy exactly what you're doing, let's give all those details.

Yeah, so I think I want to I'll comment on the oversight committee first at our institution.

I think that's really important, especially I mean, I know every industry has security and safety issues.

concerns but i think it's particularly important in healthcare obviously um so having oversight on your ai um is really important and so early on in the process not not before we came up with the idea but we came up with the idea and kind of started develop it work it tease it out a little bit and then we had to write up a proposal and submit that to our governance committee um to get kind of approval to move forward and then they say hey okay reach back out to us in a month, two months, three months when you're done more of the work, and you can present to our committee.

And that's the presentation where we'll give you...

We'll then go back and discuss with our team and with the committee and officially give you approval at some point or not.

So kind of seeing what tools are useful and safe for the enterprise and aren't going to be... a waste of energy, a waste of anything, waste of resources, all that kind of stuff.

Did, did you have anything else that possibly surprised you or maybe has this led to another project that you guys are considering? I