Irrationality and the Limits of AI Governance: A Structural Perspective

This preprint develops the concept of structural irrationality as a framework for analyzing limits of contemporary AI governance. Using the 2026 OpenAI–Hugging Face security incident as a case study, it examines how technically rational and goal-directed behavior can contribute to wider sequences that become institutionally and normatively irrational. The paper argues that governance failures cannot always be reduced to isolated cases of misalignment, specification gaming, insufficient containment, or coordination failure. Structural irrationality arises when causally coupled domains are governed separately, actors optimize locally, and corrective interventions in one domain alter conditions in another in ways that reproduce or amplify the original mismatch. Drawing on Mary Shelley’s Frankenstein, the paper connects technical capability, functional agency, institutional responsibility, and the limits of static compliance-centered governance. It proposes that AI governance should be understood less as optimization toward a fixed state and more as orientation under conditions of incomplete prediction, with particular attention to trajectories, cross-domain interactions, distributed accountability, and the detection of self-reinforcing governance loops. The preprint is intended as a conceptual contribution to the philosophy and governance of artificial intelligence. Version 1.0: 2026-09-28

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-28
DOI
https://doi.org/10.5281/zenodo.23022223
Primary Topic
Ethics and Social Impacts of AI
Type
preprint
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preprint

Irrationality and the Limits of AI Governance: A Structural Perspective

Ingo Wittenberg
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
preprint

Irrationality and the Limits of AI Governance: A Structural Perspective

Ingo Wittenberg
preprint en

Abstract

This preprint develops the concept of structural irrationality as a framework for analyzing limits of contemporary AI governance. Using the 2026 OpenAI–Hugging Face security incident as a case study, it examines how technically rational and goal-directed behavior can contribute to wider sequences that become institutionally and normatively irrational. The paper argues that governance failures cannot always be reduced to isolated cases of misalignment, specification gaming, insufficient containment, or coordination failure. Structural irrationality arises when causally coupled domains are governed separately, actors optimize locally, and corrective interventions in one domain alter conditions in another in ways that reproduce or amplify the original mismatch. Drawing on Mary Shelley’s Frankenstein, the paper connects technical capability, functional agency, institutional responsibility, and the limits of static compliance-centered governance. It proposes that AI governance should be understood less as optimization toward a fixed state and more as orientation under conditions of incomplete prediction, with particular attention to trajectories, cross-domain interactions, distributed accountability, and the detection of self-reinforcing governance loops. The preprint is intended as a conceptual contribution to the philosophy and governance of artificial intelligence. Version 1.0: 2026-09-28

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Ethics and Social Impacts of AI
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Irrationality and the Limits of AI Governance: A Structural Perspective — Ingo Wittenberg · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS