Adversarial Sufficiency: A Structural Analysis of Governance Failure and a New Standard for Assurance

Existing governance frameworks produce evidence that controls operated. They do not establish whether those controls remain correct under adversarial conditions or conflicting institutional incentives. This paper identifies that limitation as a structural feature of current assurance regimes and introduces adversarial sufficiency as a new class of governance evidence standard. The standard requires demonstrable correctness under defined adversarial conditions, external to the governed entity, and validated through falsifiable evidence artefacts. A four-domain validation methodology and a cross-layer incentive inversion test are presented to operationalise the standard. A V1.0 implementation demonstrates that adversarial sufficiency can be established through manual execution with documented results, prior to automation. The result is not a refinement of existing frameworks, but a definition of the evidentiary boundary they do not address.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-14
DOI
https://doi.org/10.5281/zenodo.19583197
Citations
2
Primary Topic
Safety Systems Engineering in Autonomy
Type
article
Field-Weighted Citation Impact
42.98
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Adversarial Sufficiency: A Structural Analysis of Governance Failure and a New Standard for Assurance

Felix Montanez, Amelie Kingsbury Barry
2 citations
Zenodo (CERN European Organization for Nuclear Research)
Safety Systems Engineering in Autonomy
42.98
article

Adversarial Sufficiency: A Structural Analysis of Governance Failure and a New Standard for Assurance

Felix Montanez, Amelie Kingsbury Barry
article en
2 citations

Abstract

Existing governance frameworks produce evidence that controls operated. They do not establish whether those controls remain correct under adversarial conditions or conflicting institutional incentives. This paper identifies that limitation as a structural feature of current assurance regimes and introduces adversarial sufficiency as a new class of governance evidence standard. The standard requires demonstrable correctness under defined adversarial conditions, external to the governed entity, and validated through falsifiable evidence artefacts. A four-domain validation methodology and a cross-layer incentive inversion test are presented to operationalise the standard. A V1.0 implementation demonstrates that adversarial sufficiency can be established through manual execution with documented results, prior to automation. The result is not a refinement of existing frameworks, but a definition of the evidentiary boundary they do not address.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Openalex Percentile: Top 0%
Safety Systems Engineering in Autonomy
42.98
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.