Unlike previous automation waves, AI is a general substitute for cognitive work and improves at everything simultaneously, leaving no convenient gap for displaced workers to retrain into.

Original Quote

This is different from every previous wave of automation, and I need you to understand why. AI isn't replacing one specific skill. It's a general substitute for cognitive work. It gets better at everything simultaneously. When factories automated, a displaced worker could retrain as an office worker. When the internet disrupted retail, workers moved into logistics or services. But AI doesn't leave a convenient gap to move into. Whatever you retrain for, it's improving at that too.

If AI displaces workers across all cognitive domains simultaneously, the usual economic adjustment mechanisms will fail, leading to structural unemployment and reduced economic mobility with no clear path for retraining.

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