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I do think that we'll see many more of those conundrums facing us in 2023 as particularly cities start to grapple with those those questions. The AI risk management framework is coming out this month, that's going to set a new standard across the US for sure. And then the next step is to adapt internationally as to what our basic expectations that a company should do if they are committed to offering a responsible approach and they are doing that through their AI.
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