Julian Shapiro@julian-shapiro

The historical pattern holds, but the transition periods are where the human cost actually lives — and we've never had a technology that compressed that transition window this fast. The question isn't whether AI is net positive long-term, it's whether we're prepared for what happens in the next 10 years.