The Invariance Capacity Ceiling: Forbidden-Proxy Alignment Caps Predictive Information

Abstract

Proof-reconciled generated exploration of a finite representation-capacity ceiling under forbidden-proxy mutual-information leakage. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.