The importance of semiconductors in relation to the compute demands of AI are there implications for applied materials that are important to consider? Yeah so I think one interesting thing just to note about the equipment companies is they see things earlier than the rest of the industry. You're looking at generative AI being tremendously positive to companies like applied materials because hey we need a lot more semiconductors right.

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