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Culture War Roundup for the week of February 23, 2026

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Given that overhang, it is not obvious to me that the median office worker will still be able to earn a living using their brain in the equilibrium state

My impression is that if we don't get further step-changes in model capability, the long-term disruption to employment will be ~0%, just like the internet ended up disrupting every job and life significantly, but at the end of the day we still have a job market that looks remarkably similar.

As long as you need a human in the loop, and as long as having a more skilled human in the loop leads to better results (which is certainly true with current agentic tooling) then white collar work will be fine, even if their work looks very different to their previous job description.

It seems to me that at least in the short to medium term the white collar job model probably looks more like a pilot's job, where the computer is doing a majority of the work, but you still need humans in the loop to set the direction, intervene in and handle anything particularly out of distribution, and bear responsibility if anything goes wrong.

By contrast, knowledge workers are easily replaced, once your LLM can do the job, you can spin up a zillion instances

Also, hitting the wall will mean that we will have tons of GPUs which can be bought for pennies on the dollar from the companies which were betting on FOOM.

This seems like an oxymoron, if we do get knowledge worker drop-in replacements the bottleneck is going to be compute; the demand curve for AGI is going to be pretty much vertical.

Still, I don't disagree that in the short-term robotics will take longer to roll out than knowledge work replacements, I just really don't think white collar jobs being gone matters if we truly reach AGI; either one of the thousand doomer scenarios happens and everyone dies, or the unemployment rate ticks high enough and public outcry forces sufficient redistribution.

If AGI is is really in the cards, there's realistically nothing actionable to be done for 99.99% of the population apart from enjoying what time that's left and praying that it goes well.