A Deference-Reserve Equalization Note for Autonomous Applications

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-13
DOI
https://doi.org/10.5281/zenodo.22736637
Primary Topic
Ethics and Social Impacts of AI
Type
preprint
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preprint

A Deference-Reserve Equalization Note for Autonomous Applications

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

A Deference-Reserve Equalization Note for Autonomous Applications

Justin Hart
preprint en

Abstract

Comparator-certified working-corpus methods note. This public working-corpus release includes the reviewed manuscript and paired Lean evidence. It is not peer reviewed or empirically validated; significance and novelty have not been independently established.

Zenodo (CERN European Organization for Nuclear Research)
University of Providence (US)
Ethics and Social Impacts of AI
DOIOpen Access PDFOpenAlex
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A Deference-Reserve Equalization Note for Autonomous Applications — Justin Hart · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS