I wonder if this is the moment where you start to deviate from that kind of vertical integration play, because I'm seeing all these things right. Also, like for data that's coming out right if you're going to get in those 2000 images. So are those things actually ready for the quality that you need yet or are they still kind of not quite there? Yeah, I mean, this is a debate we have every single week and just continually kind of discuss and evolve,. But essentially, both is the answer partly because we have trouble saying no to things and partly because it really makes a lot of sense.

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