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Birthrates only matter because of mass immigration. If you don't have mass immigration they're irrelevant, especially with the pace at which automation via LLM (including in the material world with PaLM-E and other multimodal models for robotics) is advancing.

It doesn't really matter if South Korea's population falls from 50m to 10m provided two things are true:

  • Firstly, that total productivity can be maintained (this seems likely with LLMs able to take over a large percentage of white collar labor over the next few years, and robotics + multimodal LLMs likely to take over a large percentage of blue collar labor over the next decade or two). In this case, no economic collapse is likely, and while fiscal policy might need to adjust to redistribute generated wealth, that's not an existential issue.

  • Secondly, that those very same advances mean that military preparedness isn't damaged by falling number of young men, which again, advances in drone warfare suggest is likely. Plus, North Korea's birthrate is also collapsing (see Kim's recent comments) and it has half SK's population, so any disadvantage is unlikely to be large.

The main reason to be worried about birthrates is demographic competition as in Lebanon, in Israel, in India and so on. If a minority group has much higher birthrates than the native population, the long-term balance of power in a nation is almost guaranteed to shift.

Your premise rests on the assumption that AI and robotics are a magic money cheat that will allow a nation of retirees to be kept in the manner to which they have become accustomed. You might be right, and I certainly hope you are. Infinite wealth for humanity sounds great. But on the (perhaps more than) slim chance that technology doesn't go foom and solve all our economic problems, it's probably worth worrying about birth rates.

If only so that politicians don't have an excuse to import millions of low-IQ workers to maintain the dependency ratio.