Great write up, thanks. It would be useful to consider supply effects here. We are producing more CS grads each year, so at some point you’d expect labor market saturation even without AI. Also, the first group that AI will replace are college students — at least the ones who are willing to be replaced by letting AI do their coursework. Which raises the question about whether recent grads are comparable to past ones. Love to learn more.