Deployable Guardrails from Canonical Specification Operational Interfaces for Collapse Prevention in Large-Scale AI Systems

Authors: Nishida Yuki
Cited by: 0

Abstract

This project contains a preprint describing a non-optimizing, non-semantic guardrail architecture derived from a Canonical Specification for Judgment Stability. The work proposes a deployable structural safety interface for preventing collapse in large-scale AI systems and other decision systems.

Fields of Study & Subjects

Ethics and Social Impacts of AI Safety Systems Engineering in Autonomy Adversarial Robustness in Machine Learning

Publication details

Journal / source
OSF Preprints (OSF Preprints)
Publication date
27 January 2026
Document type
Preprint