Study II

The Universality Law

Do the laws of cognitive modulation hold across every model family?
In design
What it will measure

Whether forcing wins everywhere.

Run the same arms with GPT, Gemini, Llama and Qwen generating the ideas, not just judging them. If forced bisociation and best-of-N selection win across every model family, the result is a law of language-model cognition, not a quirk of one.

Method · planned

Cross-model generators.

Each model has its own default cloud; modulation is measured relative to each. The far-and-good frontier is computed per family, then compared.

Why it matters

It turns a finding into a law.

A result that holds on one model is an observation. A result that holds on all of them is a law, and laws are what found a field.