I feel like you guys ship product so quickly. Communicating to customers is the easy part. But how have you set up a culture that enables that level of prod vilosity, right? Are they are, are these discreet teams that are operating etonomously and sort of acting as g ms.? How do you hire people that can successfully ship things quickly? And how do you get product into the wild as fast as you do super good? Was, i think there's two sets of it. So one is, like, i think it's a funky product of the history, um, from from paribus to ramp. The other is, by focusing a lot on getting process really

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