Architectures of Coherence: Motif-Driven Patterns for Stable, Interpretable, and Ethically Governed AI

This record publishes the paper Architectures of Coherence, a standalone framework that translates four historical motifs—Roman Law, Gothic Architecture, Gregorian Chant, and Scholastic Logic—into concrete design patterns for building AI systems that are stable, interpretable, and ethically governed. The paper defines practical metrics for coherence, drift, and motif alignment; proposes modules inspired by each motif (e.g., “buttress” supports for stable depth, two-column debate heads for contradiction control, and mode-aware regularization for long-form outputs); and introduces an Ethical Continuity Protocol centered on sovereignty, layered consent, safety gating, adversarial resilience, and pluralism. It includes a motif-to-mechanism mapping table, a state-space view of motif “attractors,” toy but consistent result sketches to guide adoption, and a concise glossary for non-specialists. The work is intended for researchers and practitioners seeking actionable, human-readable patterns for reliability and governance without requiring an external tooling stack.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-09-18
DOI
https://doi.org/10.5281/zenodo.17154672
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
0.00
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article

Architectures of Coherence: Motif-Driven Patterns for Stable, Interpretable, and Ethically Governed AI

Zenodo (CERN European Organization for Nuclear Research)
Geochemistry and Geologic Mapping
article

Architectures of Coherence: Motif-Driven Patterns for Stable, Interpretable, and Ethically Governed AI

article en

Abstract

This record publishes the paper Architectures of Coherence, a standalone framework that translates four historical motifs—Roman Law, Gothic Architecture, Gregorian Chant, and Scholastic Logic—into concrete design patterns for building AI systems that are stable, interpretable, and ethically governed. The paper defines practical metrics for coherence, drift, and motif alignment; proposes modules inspired by each motif (e.g., “buttress” supports for stable depth, two-column debate heads for contradiction control, and mode-aware regularization for long-form outputs); and introduces an Ethical Continuity Protocol centered on sovereignty, layered consent, safety gating, adversarial resilience, and pluralism. It includes a motif-to-mechanism mapping table, a state-space view of motif “attractors,” toy but consistent result sketches to guide adoption, and a concise glossary for non-specialists. The work is intended for researchers and practitioners seeking actionable, human-readable patterns for reliability and governance without requiring an external tooling stack.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 35%
Geochemistry and Geologic Mapping
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