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Is There a Future for AI?
The house analogy because I think that absolutely nails like both the potential but also what has to happen to really get these things operationalized Alex. We're doing a lot of exciting stuff around image and video that's having some exciting customer impact you know we have a large e-commerce company we've been working with who with our beta product for image was able to do it in a few hours at greater quality compared to manual labeling. It's all about programmatic labeling data center iteration it's also powered by somebody's prompt builder and warm start techniques that we talked about so going into some of these exciting new modalities where we've done research for years but haven't GA yet in product that's