REAI v0.7.2: A Framework for Continuous Human-AI Alignment via Coupled Oscillator Dynamics

Extended abstract for REAI (Resonance Engineering of an AI), a theoretical framework for continuous human-AI alignment based on coupled oscillator dynamics and Bayesian state estimation. REAI models the human as an external reference oscillator whose intent is continuously estimated and tracked, with state-dependent coupling that adapts to system coherence. The mathematical scaffold generalizes to smart grids, robot swarms, satellite constellations, and interplanetary systems. This abstract establishes priority; full implementation is available for licensing. Related published work: Ghost Sensitivity Peaks (DOI: 10.5281/zenodo.21269201), KCE (DOI: 10.5281/zenodo.22667873), CAMP (DOI: 10.5281/zenodo.22682610), SIGNA (DOI: 10.5281/zenodo.22682891), RationaleAnchor (DOI: 10.5281/zenodo.22874796), Semantic Trust (DOI: 10.5281/zenodo.22875602).

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-09-21
DOI
https://doi.org/10.5281/zenodo.22877476
Primary Topic
Gaussian Processes and Bayesian Inference
Type
preprint
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REAI v0.7.2: A Framework for Continuous Human-AI Alignment via Coupled Oscillator Dynamics

Mihai Rosca
Zenodo (CERN European Organization for Nuclear Research)
Gaussian Processes and Bayesian Inference
preprint

REAI v0.7.2: A Framework for Continuous Human-AI Alignment via Coupled Oscillator Dynamics

Mihai Rosca
preprint en

Abstract

Extended abstract for REAI (Resonance Engineering of an AI), a theoretical framework for continuous human-AI alignment based on coupled oscillator dynamics and Bayesian state estimation. REAI models the human as an external reference oscillator whose intent is continuously estimated and tracked, with state-dependent coupling that adapts to system coherence. The mathematical scaffold generalizes to smart grids, robot swarms, satellite constellations, and interplanetary systems. This abstract establishes priority; full implementation is available for licensing. Related published work: Ghost Sensitivity Peaks (DOI: 10.5281/zenodo.21269201), KCE (DOI: 10.5281/zenodo.22667873), CAMP (DOI: 10.5281/zenodo.22682610), SIGNA (DOI: 10.5281/zenodo.22682891), RationaleAnchor (DOI: 10.5281/zenodo.22874796), Semantic Trust (DOI: 10.5281/zenodo.22875602).

Zenodo (CERN European Organization for Nuclear Research)
Ecosystem Sciences (AU)
Gaussian Processes and Bayesian Inference
DOIOpen Access PDFOpenAlex
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REAI v0.7.2: A Framework for Continuous Human-AI Alignment via Coupled Oscillator Dynamics — Mihai Rosca · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS