underlying kind of throughline. Okay. So, let's say that you've done an amazing job building out this factory. But the problem isn't to tie this to the first half of the talk. If you don't do a good job of scoping out requests or or building upon the principles of scoping things well, you're going to get a token maxing slop cannon. And so, the whole point is that you have to do these both because the other way around is actually quite bad as well. If you are, you know, amazing at scoping, but don't invest in building out this, you know, agent factory, you know, it's going to be over for you. Like, uh your your agent native competitors are just going to overtake you and outcompete. And so, that's why um in the end here, I want to close with the the the most important thing is that if you have both of these, it can set you up for success in the future. Always be scoping and scaling with tokens. The future of FD needs both.