The Deterministic Advantage: Engineering Governance-as-Code for Sustainable AI Return on Investment

This paper introduces the Deterministic Advantage, a framework for Engineering Governance-as-Code (GaaC) to optimize the Sustainable Return on Investment (SROI) of Artificial Intelligence (AI) systems. By embedding governance requirements directly into the engineering workflow, the framework ensures consistent, verifiable, and scalable standards, reducing risks and fostering stakeholder trust.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-31
DOI
https://doi.org/10.5281/zenodo.20483953
Primary Topic
Innovation, Sustainability, Human-Machine Systems
Type
preprint
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preprint

The Deterministic Advantage: Engineering Governance-as-Code for Sustainable AI Return on Investment

Alberto Rocha
Zenodo (CERN European Organization for Nuclear Research)
Innovation, Sustainability, Human-Machine Systems
preprint

The Deterministic Advantage: Engineering Governance-as-Code for Sustainable AI Return on Investment

Alberto Rocha
preprint en

Abstract

This paper introduces the Deterministic Advantage, a framework for Engineering Governance-as-Code (GaaC) to optimize the Sustainable Return on Investment (SROI) of Artificial Intelligence (AI) systems. By embedding governance requirements directly into the engineering workflow, the framework ensures consistent, verifiable, and scalable standards, reducing risks and fostering stakeholder trust.

Zenodo (CERN European Organization for Nuclear Research)
Innovation, Sustainability, Human-Machine Systems
DOIOpen Access PDFOpenAlex
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The Deterministic Advantage: Engineering Governance-as-Code for Sustainable AI Return on Investment — Alberto Rocha · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS