I think you're speaking like a software engineer, which is understandable, and not like a historian or economist. There's no reason to believe math based jobs would survive. The models regularly do well on math problems. You can auto-research loop ways to optimize memory usage for any particular program.

The point isn't that "doing math" is safe. Auto-research solves one target variable in one system, doing it at scale where say one developer is SME for the agentically manged 200 microservices down the line, heh I mean you certainly can, but good luck with that token cost of auto-research when that problem space is O(microservice^2). I point at that example yesterday of that optimized database memory with the comments pointing out that the specific problem fit in memory, over optimized and didn't generalize. The problem isn't the work, but the rework. A historian should know that new solutions to problems doesn't lead to "no problems ever again" but only problems with barriers that the new solution doesn't solve.