Preprint / scholarly article

Persistence-First Emergence of Relational Benevolence

K. Takahashi

Published
DOI
10.5281/zenodo.17217036

Abstract

A nondual bridge aligns audit and geometry: P1 (predictable signed error-bound) links audit improvement ΔhRB,t≤0 ,t 0 Δ h RB , t ≤ 0 to geometric descent ΔDt≤0 0 Δ D t ≤ 0.

Keywords

  • AI
  • large language models
  • superintelligence
  • AI alignment
  • ethics
  • persistence-first
  • emergence
  • relational

Identifiers and source records