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March 16, 20260 citationsOpen Access

Entity Understanding Layer (EUL): Definition of Record

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NWNeale WelchResearchWorks (United States)

Key Points

  • This work aims to define the Record for the Entity Understanding Layer, establishing a standardized representation for AI systems.
  • Definition of Record development for the Entity Understanding Layer.
  • Analysis of entity meaning structuring across models.
  • Discussion of the Entity Collision Problem related to representational failures.
  • Provides a clear framework for coherent AI understandings of entities.
  • Identifies the importance of stabilizing entity meaning in cross-system contexts.
  • Describes potential failure modes within AI-mediated interpretations.

Abstract

The Entity Understanding Layer (EUL) defines the representational architecture through which AI systems maintain, update, and express coherent understandings of people, organisations, relationships, and ideas. The concept describes how entity meaning is structured and stabilised across internal model representations and cross-system interpretive contexts, without reference to implementation or system internals. This record provides the Definition of Record for the Entity Understanding Layer as part of the EntityWorks Standard. The Entity Collision Problem (ECP) is a related concept within the EntityWorks Standard describing representational failure modes in AI-mediated interpretation systems.https://doi.org/10.5281/zenodo.19018255

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Cite This Study

Neale Welch (2026) studied this question.

synapsesocial.com/papers/69b79e968166e15b153ac220https://doi.org/10.5281/zenodo.19018618
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