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
Open MIND
Published
2026-04-17
DOI
https://doi.org/10.5281/zenodo.19631063
Citations
2
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
41.21
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article

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

Thomas Philipp
2 citations
Open MIND
Ethics and Social Impacts of AI
41.21
article

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

Thomas Philipp
article en
2 citations

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).

Open MIND
Openalex Percentile: Top 0%
Ethics and Social Impacts of AI
41.21
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