A base rate before the thread runs away: AI has not shown up in the aggregate unemployment numbers. Junior hiring in some sectors is down, yes, and some of that is interest rates, and some of that is firms waiting to see. "A quarter of office work in a decade" is a forecast, and the forecasts about automation have been wrong in the same direction for forty years. I'd want the unemployment line to move before I built a budget line on it.