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