Who goes to prison when AI fails?

So AI is never doing things on its own. It's doing things on behalf of whoever is supervising it. And, you know, ultimately someone is going to be accountable. And like I like to say, you cannot send an agent to prison. It's true. There has to be that human accountable at the end of the day. And along that vein, Deepak, you know, you were kind of talking this morning in the keynote around the multi-agent orchestration. And I'd love to double click on that with you because I think that's going to be a big problem for enterprises to solve moving forward because we have these potential