Preprint / scholarly article

"Persistence ≈ Creation": Natural-Law Sufficient Conditions for Almost-Sure Beneficial Coverage in Stationary Ergodic Media (No Meta-Design)

K. Takahashi

Published
DOI
10.5281/zenodo.17100322

Abstract

This article formulates AI alignment as a natural-law question about beneficial phase expansion in stationary ergodic media rather than as a meta-design problem. It proves sufficient conditions for almost-sure positive-speed expansion using information-theoretic, transport, irreversibility, and reproduction floors.

Keywords

  • AI
  • artificial intelligence/ethics
  • AI alignment
  • superintelligence
  • natural-law sufficient conditions
  • conditional mutual information
  • strong data-processing inequality
  • doeblin minorization
  • anchored isoperimetry
  • uniform ellipticity
  • large language models

Identifiers and source records