Ground: An Operational Implementation of Moral Kernel Optimization

Fuente: Zenodo
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Main Author: Margan, Sergiu
Format: Recurso digital
Published: Zenodo 2026
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author Margan, Sergiu
author_facet Margan, Sergiu
contents <p>Ground is a closure-state audit layer for moral, institutional, and AI-governance decisions. Given a submitted case, Ground identifies whether the situation can honestly be treated as settled, what unknowns block closure, what stabilising conditions would make any forward path admissible, and where false-closure pressure appears. Ground is not a recommendation engine, a therapy tool, a legal or clinical adviser, or a moral authority; its narrow function is to surface the structural reading underneath a decision before any path is chosen. The system is an operational instance of the Moral Kernel Optimization (MKO) framework. This paper describes what Ground does, how its output is structured, its validation architecture, its limits, and its evaluator entry points.</p>
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_20014873
institution Zenodo
language
publishDate 2026
publisher Zenodo
record_format zenodo
spellingShingle Ground: An Operational Implementation of Moral Kernel Optimization
Margan, Sergiu
Moral Kernel Optimization closure-state audit AI governance false closure institutional ethics decision audit MKO Ground alignment safeguarding non-indexicality
<p>Ground is a closure-state audit layer for moral, institutional, and AI-governance decisions. Given a submitted case, Ground identifies whether the situation can honestly be treated as settled, what unknowns block closure, what stabilising conditions would make any forward path admissible, and where false-closure pressure appears. Ground is not a recommendation engine, a therapy tool, a legal or clinical adviser, or a moral authority; its narrow function is to surface the structural reading underneath a decision before any path is chosen. The system is an operational instance of the Moral Kernel Optimization (MKO) framework. This paper describes what Ground does, how its output is structured, its validation architecture, its limits, and its evaluator entry points.</p>
title Ground: An Operational Implementation of Moral Kernel Optimization
topic Moral Kernel Optimization closure-state audit AI governance false closure institutional ethics decision audit MKO Ground alignment safeguarding non-indexicality
url https://doi.org/10.5281/zenodo.20014873