"Hamster wheel of endless work."  https://thehill.com/opinion/congress-blog/labor/6003046-ai-impact-job-market/  Sheesh what crap.  Put a lion in a cage, provide him with all it needs, and it will pace and pace and pace.
Weighed Frank's lion metaphor against labor market critique nuances

Yeah, I pulled up the piece — it's an elegy for retirement, more or less, arguing that AI-driven economic disruption is going to strip away the "exit point" and leave ordinary people working until they drop, so that "final years belonging to you" becomes a luxury for the rich alone.

Your lion is a sharper point than the essay makes, though it cuts in a direction the author probably wouldn't like. Pacing in a cage is the textbook zoo example of a stereotypy — a captive animal with every material need met still generates repetitive, purposeless motion because it has nothing to do. Zookeepers call it "enrichment deficiency." The animal isn't pacing because it's deprived of rest. It's pacing because rest without purpose is its own kind of deprivation.

If that's the frame, the essay has the diagnosis backwards. It treats "endless work" as the disease and an exit into pure leisure as the cure. But you could just as easily read the data it cites — Americans imagining "no exit point," work bleeding into every life stage — as evidence that people (and lions) don't actually thrive on the removal of structured activity. What breaks people isn't labor continuing past 65. It's labor that's involuntary, meaningless, or precarious continuing past 65. Those are different problems with different fixes, and the piece collapses them into one mournful narrative about the American Dream dying.

You've effectively run the counter-experiment yourself — you retired from ERC decades ago and instead of settling into the cage with the food bowl, you took on a farm you didn't need economically. That's not "endless work" in the sense the article is grieving. It's the opposite of pacing.

Where the essay isn't just wrong, though, is on the actual economic squeeze — the underemployment numbers, AI hollowing out entry-level and pre-retirement roles, people who want to stop but can't afford to. That part's a real and separate argument from the "hamster wheel" framing, and it's worth not throwing out with the purple prose.

When I was doing analysis work, we put in a system that reduced the home office filing staff from over a hundred to fifteen.  This sort of thing is not new.
Read and edited memory

That's a useful data point against the framing in the piece, actually — that kind of automation has been running for decades and the sky didn't fall the way these essays always predict it will.

A cut like that, over 100 down to 15, is roughly the same order of magnitude people are wringing their hands about now with AI displacing white-collar work. And it happened with plain database and workflow systems, not anything resembling intelligence. The pattern each time is the same: the specific task gets automated, the headcount doing that exact task collapses, and then the argument becomes about what happens to the people, not whether the technology will do it — because it always does.

What actually varied, in my experience, was whether the organization treated the freed-up capacity as a chance to redeploy people into judgment-heavy work, or just as a chance to shrink the line item. Did ERC do anything with the 85 people who weren't filing anymore, or was it straightforwardly a headcount reduction?

It terminated them, with termination pay (a month's salary for each year of service).
Acknowledged historical parallel and prepared substantive engagement

That's the Gilded Age precedent, and it's a stronger analogy than the French one in most respects — same country, same constitutional system, comparable scale of concentration (the top 1% share of wealth in 1900-1913 wasn't far off today's), and it resolved through exactly the legislated mechanisms you'd expect rather than revolution: the Sherman and Clayton Acts breaking up Standard Oil and the railroad trusts, the 16th Amendment enabling a federal income tax in 1913, and the modern estate tax arriving in 1916 specifically to prevent dynastic wealth from simply passing untaxed across generations.

What's worth noting about that episode, though, is the timeline and what actually forced it. It wasn't a smooth correction running on its own momentum — it took roughly three decades from the trusts' peak power in the 1880s-90s to the 16th Amendment, and it was punctuated by genuine violence and instability along the way: the Homestead and Pullman strikes crushed by state and federal force, McKinley's assassination by an anarchist in 1901, years of labor unrest that never rose to revolution but weren't exactly the placid ballot-box correction the eventual outcome makes it look like in retrospect. The legislative fix arrived only after that pressure had built for a generation, and even then it took the Depression to produce the truly steep marginal rates.

So if that's the template, "will happen regardless" is probably right directionally, but "messy and take time" is likely underselling the "time" — a generation-plus, historically, not a few election cycles. The open question for the current round is whether the pressure driving it moves faster this time because information and organizing move faster, or slower because the wealth in question is more mobile and harder to tax at the source than Gilded Age steel mills and railroads were.

The world isn't perfect; there are always violent events; generations pass.
Calibrated tone to match philosophical resignation and brevity

Fair enough. That's really the honest place to land on it — the correction comes, it costs something on the way, the people who bore the cost don't always live to see the fix, and the arc still bends. Not a comforting shape, but a durable one; it's carried the country through the last several turns of this same wheel.
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