The sea of sameness is not a metaphor. It's a measurement.

A model picks the most probable next word — the average answer, every time. Alignment training collapses output toward safe consensus (mode collapse). As the web fills with AI text, models train on AI output and the range narrows further. You can't prompt your way out; the way out is engineered.