A Companion Elaboration of the Pre-Inference Governance Stack

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Authors: Mounir Akarkach
Cited by: 0

Abstract

This paper is a companion elaboration to the already published Master Paper“The Canonical Architecture of Emergent Responsibility Systems”(Akarkach, 2026). It does not introduce a new architecture, framework family, or governance claim.Instead, it deepens, clarifies, and structurally unfolds the ten canonicalframeworks defined in the Master Publication, with a focus on auditability,interpretation stability, and correct institutional reading. This paper is explicitly subordinate to the Master Paper and must be citedaccordingly. It provides no operational authorization, certification, orperformance claims. Any commercial, institutional, governmental, or operationaluse of the described frameworks remains subject to an explicit license from therights holder. Purpose:– semantic clarification– audit-oriented elaboration– prevention of misinterpretation or pseudo-adoption This publication exists for reference, citation, and epistemic precision.

Fields of Study & Subjects

Ethics and Social Impacts of AI Access Control and Trust Diverse Interdisciplinary Research Studies

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
16 January 2026
Language
ENC