Very well articulated for sure. But, I do think the word _'expert'_ always tends to do a lot of heavy lifting.

What looks like _'expertise'_ may actually be pattern recognition built through repeated practice. I do believe that is what a model can already do faster than humans.

So, to me, we've got to be cautious here in that what this post implies is humanity must strive to be in the 99.99th percentile of domain knowledge to 'beat' the model. This is perhaps problematic.

I do think focusing on judgement is the only tact discourse here, and I do think that is fine. Once we have invariance well-defined and covered in suites of various types of testing strategies, and are focused on regulation, wouldn't that be a more doable objective?