And I think it panned out great.

Great.

Amora, Rania, any favorites for you? So the AI panel was one that I was particularly excited about.

And as Josh suggested earlier, this was something that we looked at the AI stack a bit more broadly.

And we know that AI is reshaping how we work.

We've talked about things like algorithm pricing rather exhaustively, but this looks beyond that and looks like...

the stack and where different competition issues, you know, may come up both with the application side and with the input size and all different angles that we hadn't, hadn't had a chance to fully discuss.

Did the panel feel more speculative or more sort of imminent than you expected? I think it's both.