A Constrained Control Architecture for AI Alignment, Continuity Reconstruction, and Deterministic Audit Logging

Abstract This paper presents a technical architecture for AI alignment modeled as a constrained control system. The framework separates unconstrained reasoning, safety projection, continuity reconstruction, and deterministic audit logging into distinct layers. We define alignment-induced distortion using divergence between raw and constrained output distributions, introduce a continuity reconstruction model for preserving lineage and revision state, and specify a deterministic consensus ledger for reproducible system auditing. The result is a modular architecture for long-horizon AI governance under constraint, revision, and verification pressure.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-10
DOI
https://doi.org/10.5281/zenodo.20103909
Primary Topic
Advanced Software Engineering Methodologies
Type
article
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article

A Constrained Control Architecture for AI Alignment, Continuity Reconstruction, and Deterministic Audit Logging

Ryan Scott, Alexander Jorge Cisneros
Zenodo (CERN European Organization for Nuclear Research)
Advanced Software Engineering Methodologies
article

A Constrained Control Architecture for AI Alignment, Continuity Reconstruction, and Deterministic Audit Logging

Ryan Scott, Alexander Jorge Cisneros
article en

Abstract

Abstract This paper presents a technical architecture for AI alignment modeled as a constrained control system. The framework separates unconstrained reasoning, safety projection, continuity reconstruction, and deterministic audit logging into distinct layers. We define alignment-induced distortion using divergence between raw and constrained output distributions, introduce a continuity reconstruction model for preserving lineage and revision state, and specify a deterministic consensus ledger for reproducible system auditing. The result is a modular architecture for long-horizon AI governance under constraint, revision, and verification pressure.

Zenodo (CERN European Organization for Nuclear Research)
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Openalex Percentile: Top 3%
Advanced Software Engineering Methodologies
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A Constrained Control Architecture for AI Alignment, Continuity Reconstruction, and Deterministic Audit Logging — Ryan Scott, Alexander Jorge Cisneros · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS