The Triquetra Architecture: Why AI Governance Requires Mutually Constraining Tiers

This essay describes the Triquetra Architecture, a three-tier supervisoryconstraint system for AI governance consisting of a pattern firewall,decision orchestration layer, and integrity verification protocol.The system demonstrates how mutually constraining oversight layerscan enforce behavioral invariants around AI model outputs.The architecture is implemented as a proof-of-concept softwaresystem with an accompanying test suite.The goal of this work is to explore governance architecturesfor AI systems that do not rely on a single safety mechanismbut instead distribute authority across multiple oversight layers.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-30
DOI
https://doi.org/10.5281/zenodo.18896362
Primary Topic
Access Control and Trust
Type
preprint
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preprint

The Triquetra Architecture: Why AI Governance Requires Mutually Constraining Tiers

Shawn J Ralph
Zenodo (CERN European Organization for Nuclear Research)
Access Control and Trust
preprint

The Triquetra Architecture: Why AI Governance Requires Mutually Constraining Tiers

Shawn J Ralph
preprint en

Abstract

This essay describes the Triquetra Architecture, a three-tier supervisoryconstraint system for AI governance consisting of a pattern firewall,decision orchestration layer, and integrity verification protocol.The system demonstrates how mutually constraining oversight layerscan enforce behavioral invariants around AI model outputs.The architecture is implemented as a proof-of-concept softwaresystem with an accompanying test suite.The goal of this work is to explore governance architecturesfor AI systems that do not rely on a single safety mechanismbut instead distribute authority across multiple oversight layers.

Zenodo (CERN European Organization for Nuclear Research)
Camber Collective (United States) (US)
Peace, Justice and strong institutions
Access Control and Trust
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