Pre-Inference Governance: Structural Non-Existence of Governance without Prior Authorization
Abstract
Pre-Inference Governance is frequently mischaracterized as a software, tooling, or compliance problem.This paper demonstrates that governance does not exist structurally unless inference is preceded by an explicit, legally and institutionally grounded authorization. Contrary to prevailing industry practice, governance is defined not as a property of code, safety layers, audits, or monitoring systems, but as a top-down relationship between computational power and external authority. Where such authorization is absent, governance is structurally null—independent of outcome quality, security measures, or post-hoc controls. The paper introduces the concept of structural non-existence: inference executed without prior authorization constitutes an unauthorized act, rendering audits, safety claims, and insurability logically invalid. Silence and non-execution are therefore defined as correct system states where legitimacy cannot be established in advance. This document is canonical and non-operational. It defines architectural conditions for legitimate inference without providing implementation, deployment, or compliance guidance. ⚖️ License (Text Level) Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC-BY-NC-ND-4.0) 🔒 Additional Notice (mandatory):This license applies to the text only.It does not grant authorization to implement, deploy, commercialize, certify, audit, insure, or claim governance compliance based on the described architecture.Any operational or commercial use requires a separate written license from the rights holder. 🚫 Operational Disclaimer (Canonical) This document is descriptive and architectural in nature. It does not provide: implementation guidance operational procedures deployment instructions compliance guarantees certification pathways Nothing in this publication grants permission to execute, deploy, or commercialize AI systems. Authorization for any operational, commercial, regulatory, audit, insurance, or governance use must be obtained separately and explicitly from the rights holder. 🧱 Canonical Status Statement This document constitutes a canonical, non-operational specification of Pre-Inference Governance as an authorization architecture. Where authorization cannot be established in advance, silence and non-execution are defined as valid and correct system states.
Fields of Study & Subjects
Ethics and Social Impacts of AI
Digitalization
Law
and Regulation
Safety Systems Engineering in Autonomy
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 10 February 2026
- Language
- ENC