AI governance, job security, and growing the pyramid

So ... in the general study of governance ( same root word as cybernetics ... both referring to control systems ) : auditability is a big deal.

If you don't have time to check everything a population of staff is doing, then you need a way to maximise proof of correctness. That's where various systems and system maintainers come into place. That's just what peoople will shift work to, since the lower level work is getting automated.

We don't lose jobs, we raise productivity ... if, and only if, work at the bottom level is increased fast enough, and safe enough, to grow the pyramid.