Q of horizontal AI layer? Um, I mean, you touch upon this a little bit, but, uh, what would it take to go, uh, you know, beyond sort of this vertical by vertical, uh, approach and have, you know, this one utility that, you know, sort of answers all questions? Or how far are we to, is that complete science fiction or is there a world where that, where that happens?
A I think there's definitely a world where that happens. The world's not quite 20 15 somewhere. I'm not quite sure exactly when that might be, but there's a lot of interesting work going on right now, um, with essentially combining multiple domains of solving a particular, uh, of solving a particular problem to get way more insight on, on, on the problem as a whole. And models like that that are continually, uh, just getting better over time could potentially be like that in the future. But At the same time, I think that it's important for us to draw a distinction between deep learning as a, as, as, as a, as a machine learning method versus the specific, um, in terms of a, in terms of a commercialization and, and, and helping partners standpoint. Drawing a difference between the machine learning method itself and the remainder of the last mile work in terms of both data collection and, and, and fine tuning that actually gets you something that solves customer problems really well. So I, I think that in terms of where we're going to see it In industry, it's likely to be, um, still in a kind of vertical by vertical, um, Um, system for a little while before we start seeing a little more convergence.
AI assessment note: “I think there's definitely a world where that happens.”