I think the need for expertise is also going away. For example, when Claude made progress on the Riemann conjecture,

> Jarred's input was mostly limited to sending Claude messages of encouragement (mostly variants of “keep going” or “believe in yourself”).2 This seems to have helped Claude overcome some initial skepticism that it could make meaningful progress.

https://www.anthropic.com/research/riemann-zeta

The full transcript is here: https://www-cdn.anthropic.com/8a0d1add3c637b858a9a181e98c40e...

We're on the border of fully outsourcing expertise.