Ripple Ethics Field Equation for AGI Alignment

Academic paper presenting the Ripple Ethics Field Equation (REFE), a mathematical framework for AGI alignment that replaces reward optimisation with explicit harm minimisation. REFE models negative and positive ripples over humans, animals, and ecosystems, and compares their total load to population-level collapse thresholds based on cultural baselines and stress indicators. The paper also shows how REFE can be combined with contrastive learning and a redesigned RLHF layer so an AGI chooses the least harmful action instead of the highest reward.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-12-27
DOI
https://doi.org/10.5281/zenodo.18071993
Primary Topic
Cognitive Science and Education Research
Type
article
Field-Weighted Citation Impact
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article

Ripple Ethics Field Equation for AGI Alignment

N. Atik
Zenodo (CERN European Organization for Nuclear Research)
Cognitive Science and Education Research
article

Ripple Ethics Field Equation for AGI Alignment

N. Atik
article en

Abstract

Academic paper presenting the Ripple Ethics Field Equation (REFE), a mathematical framework for AGI alignment that replaces reward optimisation with explicit harm minimisation. REFE models negative and positive ripples over humans, animals, and ecosystems, and compares their total load to population-level collapse thresholds based on cultural baselines and stress indicators. The paper also shows how REFE can be combined with contrastive learning and a redesigned RLHF layer so an AGI chooses the least harmful action instead of the highest reward.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 32%
Cognitive Science and Education Research
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Ripple Ethics Field Equation for AGI Alignment — N. Atik · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS