The thing that lets LLMs select the next token is probabilistic. This proposed a deterministic procedure

Problem is, we sometimes want LLMs to be probabilistic. We want to be able to try again if the first answer was deemed unsuccessful

> Quenching is higher-frequency pressure application that amplifies contradictions and internal inconsistencies.

> At each step, stress increments are computed from measurable terms such as alignment and proximity to a verified substrate.

Well obviously its ... uh, ...

It may not be, but the whole description reads as category error satire to me.