AI is moving really quickly. It's changing very quickly. And right now you see sort of two things emerging. You see 1 is where you're building your own AI applications. You maybe or a large company, you have data scientists, you have access to data, and there are a whole set of tools around allowing you to kind of build that perfect AI app for your workflow. At the same time, there's a lot of purpose built AI stuff coming out as well. So one thing to think about is you're, you know, entering this new era of AI is sort of a build versus buy strategy. And in the manufacturing space, there's a lot of great solutions that you may not need to build, you know. Hiring data scientists and ML OPS engineers and all of this, they're in high demand. It's not an easy thing to do. So I think one of the choices you need to think about today is build versus buy. And there are pros and cons to each. Obviously, a package application may not be ideally what you want, but that's something I think that you know, as you're entering this space, you should be thinking about.
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