Auditoria Estrutural de Comportamento (AEC): A Preliminary Technical Note on Observable Operational Organization in LLM-Based Systems

Auditoria Estrutural de Comportamento (AEC) investigates observable operational organization in configured systems using language models. This preliminary note distinguishes the investigated phenomenon, protocol-defined analytical units, documentary records, and provisional metrological constructs. It describes an eight-block instrument that separates candidate production, audit, and terminal materialization. One retrospectively selected documentary case contains a shared candidate and three dependent continuations with different audit judgments and corresponding terminal outcomes. The case illustrates inspectable relations among constraints, artifacts, and judgments; it does not establish efficacy or independent replicability. Existing qualitative procedures and auxiliary measures are distinguished from empirical validation, which remains pending in the examined sources.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-03
DOI
https://doi.org/10.5281/zenodo.23928999
Primary Topic
Ethics and Social Impacts of AI
Type
article
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article

Auditoria Estrutural de Comportamento (AEC): A Preliminary Technical Note on Observable Operational Organization in LLM-Based Systems

RÔMULO LIMA DIAS
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

Auditoria Estrutural de Comportamento (AEC): A Preliminary Technical Note on Observable Operational Organization in LLM-Based Systems

RÔMULO LIMA DIAS
article en

Abstract

Auditoria Estrutural de Comportamento (AEC) investigates observable operational organization in configured systems using language models. This preliminary note distinguishes the investigated phenomenon, protocol-defined analytical units, documentary records, and provisional metrological constructs. It describes an eight-block instrument that separates candidate production, audit, and terminal materialization. One retrospectively selected documentary case contains a shared candidate and three dependent continuations with different audit judgments and corresponding terminal outcomes. The case illustrates inspectable relations among constraints, artifacts, and judgments; it does not establish efficacy or independent replicability. Existing qualitative procedures and auxiliary measures are distinguished from empirical validation, which remains pending in the examined sources.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 10%
Ethics and Social Impacts of AI
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