I shared this April 7th, over a year ago. It's made a tremendous difference inside of Shopify since then. Easy to see the AI pickup on any chart. And I think you can see the effects of a highly AI embracing workforce in Shopify's product, pace, and execution. Everyone has agents as exo skeletons for their own creativity now and knows how to use them. Saying the thing matters. And anyway, this note seemed mildly controversial a year ago and seems obvious in retrospect. Always the best sign that you got something right and early.