The EFA Ecosystem: A Framework for Provable AI Governance and Sovereignty
Abstract
The proliferation of Artificial Intelligence presents a dual challenge: harnessing its transformative power while mitigating the risks of "Accelerated Irresponsibility,“ a state where complex, opaque AI systems obscure accountability. This paper introduces the Ethical Functionality without Agency (EFA) Ecosystem, a comprehensive framework designed to move beyond abstract principles to establish concrete, provable AI governance. EFA is built on the mandate of "non-delegation, "ensuring that a human remains explicitly responsible for every significant AI-driven action through their designation as the Human Ethical Agent of Record (HEAR). The EFA Ecosystem consists of three core pillars: the Tiered Implementation Model (TIM) for scalable adoption, the Supply Chain Trust Attestation (SCTA) for vendor transparency, and the Standardized Evidence Framework (SEF), which generates immutable audit trails via the HEAR record. By providing actionable tools and a clear methodology, EFA establishes a resilient and legally defensible "sovereignty standard" for organizations navigating the complexities of the AI era.
Fields of Study & Subjects
Ethics and Social Impacts of AI
Digitalization
Law
and Regulation
Explainable Artificial Intelligence (XAI)
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 5 March 2026
- Language
- EN
- Document type
- Preprint