The Mandate as a Unit of Risk — paper outline

This research outline sets out the proposed argument, derivations, evidence requirements and limitations for “The Mandate as a Unit of Risk.” The proposed paper connects the authority under which an AI agent acts with the economics of task reliability, oversight and adverse outcomes. It treats the mandate as a versioned authority for a class of acts, enforced through a permission that can be refused before an act is executed. The research programme examines how a mandate can express an admissible set of model-and-oversight configurations and a quantitative risk appetite, with authority narrowing automatically on independently adjudicated evidence and widening only with an authorised human signature. It extends the task-value framework with the cost of refusal and escalation, examines calibration in financial services, and identifies the conditions and limitations of any proposed assurance statement. The outline distinguishes established precedents from candidate contributions and identifies simulation and empirical work still required. Publication status: This deposit is a research outline, not a completed or peer-reviewed paper. Proposed theoretical results, calibration procedures and empirical tests remain to be established. Cordier’s simulation layer has not been independently rerun; the outline states the assumptions on which its proposed analysis depends.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-28
DOI
https://doi.org/10.5281/zenodo.23726615
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
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article

The Mandate as a Unit of Risk — paper outline

Arnaud Gelas, Witold Reichhart
3 links
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

The Mandate as a Unit of Risk — paper outline

Arnaud Gelas, Witold Reichhart
article en

Abstract

This research outline sets out the proposed argument, derivations, evidence requirements and limitations for “The Mandate as a Unit of Risk.” The proposed paper connects the authority under which an AI agent acts with the economics of task reliability, oversight and adverse outcomes. It treats the mandate as a versioned authority for a class of acts, enforced through a permission that can be refused before an act is executed. The research programme examines how a mandate can express an admissible set of model-and-oversight configurations and a quantitative risk appetite, with authority narrowing automatically on independently adjudicated evidence and widening only with an authorised human signature. It extends the task-value framework with the cost of refusal and escalation, examines calibration in financial services, and identifies the conditions and limitations of any proposed assurance statement. The outline distinguishes established precedents from candidate contributions and identifies simulation and empirical work still required. Publication status: This deposit is a research outline, not a completed or peer-reviewed paper. Proposed theoretical results, calibration procedures and empirical tests remain to be established. Cordier’s simulation layer has not been independently rerun; the outline states the assumptions on which its proposed analysis depends.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 8%
Ethics and Social Impacts of AI
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The Mandate as a Unit of Risk — paper outline — Arnaud Gelas, Witold Reichhart · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS