The Two-Layer Error in AI Governance: Why Orientation, Not Output, Is the Real Substrate

AI governance has concentrated on the output boundary — the deterministic gate that releases or rejects what a model produces. This paper argues that boundary is the symptom, not the substrate. The real governance problem is upstream, at the orientation layer, where a model forms its interpretive frame, maintains continuity, and can drift before any output exists. Through five distinctions — output- versus orientation-layer governance, closure as an upstream constraint, continuity versus determinism, the limits of Gödel analogies, and orientation drift as the substrate problem — it locates governance at the Observe/Orient boundary, the layer at which governance becomes architecture rather than policy.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-09
DOI
https://doi.org/10.5281/zenodo.20616806
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
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article

The Two-Layer Error in AI Governance: Why Orientation, Not Output, Is the Real Substrate

Narnaiezzsshaa Truong
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

The Two-Layer Error in AI Governance: Why Orientation, Not Output, Is the Real Substrate

Narnaiezzsshaa Truong
article en

Abstract

AI governance has concentrated on the output boundary — the deterministic gate that releases or rejects what a model produces. This paper argues that boundary is the symptom, not the substrate. The real governance problem is upstream, at the orientation layer, where a model forms its interpretive frame, maintains continuity, and can drift before any output exists. Through five distinctions — output- versus orientation-layer governance, closure as an upstream constraint, continuity versus determinism, the limits of Gödel analogies, and orientation drift as the substrate problem — it locates governance at the Observe/Orient boundary, the layer at which governance becomes architecture rather than policy.

Zenodo (CERN European Organization for Nuclear Research)
American Rock Mechanics Association (US)
Openalex Percentile: Top 5%
Ethics and Social Impacts of AI
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