Part III: The Token Geiger Counter

The Crime Scene In Part I and Part II, we proved that LLMs don’t discover “Platonic forms”—they compress corpus statistics. The models haven’t escaped the cave; they’ve just memorized the shadows perfectly. But this revelation creates a new question:...