If AI is doing its job its normal that you both get steady bad unemployment numbers while at same time you hear about companies spending and increasing margins The thing thats funny is that due to economic models from last century people arent ready to see a scenario where the data gets worse and better at the same time Its a continuation of the bifurcation of society - killing the middle class What was traditionally the upper middle class is now middle class and you have rich and poor AI is going to be great for generation alpha they come into the world as AI natives but for other generations they need to be taken out by creative destruction and go through transformation The you have until 2030 to make it just basically is referencing the reality that if not then people need to shift jobs/careers midway through their life and learn new skills Gen Z up were educated to live in a world of the past that doesnt exist anymore