Meaning Debt: A Definition of a Latent Property of Content in AI-Mediated Reproduction

A formal definition of meaning debt as a latent property of content that manifests as interpretive variance when mediated by AI systems. Meaning debt is determined by how claims are structured on the page — their scope, attribution, atomicity, and positioning — and is not reducible to factual correctness or editorial quality. The term names a medium-relative property that activates specifically under conditions of AI-mediated transformation. This document establishes the term and distinguishes it from adjacent concepts (content quality, human interpretive difficulty, hallucination). Empirical characterization and measurement methodology are reserved for subsequent work. Meaning debt is the diagnostic counterpart to invariant design (Philipp, 2026).

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-17
DOI
https://doi.org/10.5281/zenodo.19631064
Primary Topic
Ethics and Social Impacts of AI
Type
article
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article

Meaning Debt: A Definition of a Latent Property of Content in AI-Mediated Reproduction

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

Meaning Debt: A Definition of a Latent Property of Content in AI-Mediated Reproduction

Thomas Philipp
article en

Abstract

A formal definition of meaning debt as a latent property of content that manifests as interpretive variance when mediated by AI systems. Meaning debt is determined by how claims are structured on the page — their scope, attribution, atomicity, and positioning — and is not reducible to factual correctness or editorial quality. The term names a medium-relative property that activates specifically under conditions of AI-mediated transformation. This document establishes the term and distinguishes it from adjacent concepts (content quality, human interpretive difficulty, hallucination). Empirical characterization and measurement methodology are reserved for subsequent work. Meaning debt is the diagnostic counterpart to invariant design (Philipp, 2026).

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 8%
Ethics and Social Impacts of AI
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