Institutional AI Accountability Fabric (IAAF): System and Method for Authority-Linked Decision Provenance, Human Override Capture, and Replayable Audit Reconstruction

Institutional AI Accountability Fabric (IAAF) presents a governance framework for preserving and reconstructing AI-assisted decisions in institutional settings. The framework links machine-generated recommendations to policy context, delegated authority, supervisory intervention, and later audit or review. Designed for regulated and high-consequence environments, IAAF is relevant to financial services, healthcare, cybersecurity, infrastructure, and public administration. U.S. Patent Application No. 19/639,270 – Patent Pending DOI: 10.5281/zenodo.19446234

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-07
DOI
https://doi.org/10.5281/zenodo.19446233
Primary Topic
Ethics and Social Impacts of AI
Type
article
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article

Institutional AI Accountability Fabric (IAAF): System and Method for Authority-Linked Decision Provenance, Human Override Capture, and Replayable Audit Reconstruction

Nicola Anderson
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

Institutional AI Accountability Fabric (IAAF): System and Method for Authority-Linked Decision Provenance, Human Override Capture, and Replayable Audit Reconstruction

Nicola Anderson
article en

Abstract

Institutional AI Accountability Fabric (IAAF) presents a governance framework for preserving and reconstructing AI-assisted decisions in institutional settings. The framework links machine-generated recommendations to policy context, delegated authority, supervisory intervention, and later audit or review. Designed for regulated and high-consequence environments, IAAF is relevant to financial services, healthcare, cybersecurity, infrastructure, and public administration. U.S. Patent Application No. 19/639,270 – Patent Pending DOI: 10.5281/zenodo.19446234

Zenodo (CERN European Organization for Nuclear Research)
Northpoint Bible College (US)
Openalex Percentile: Top 5%
Ethics and Social Impacts of AI
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