TUDOK Operator- A Model-Agnostic Calibration Index for the Primacy of Truth in AI-Assisted Decision-Making

AI systems increasingly mediate decisions, communication, and governance, yet their optimization objectives can displace truth-priority. We introduce the TUDOK Operator, a model-agnostic calibration index designed to estimate whether truth remains a primary organizing principle in AI-assisted outputs. The operator does not verify objective truth and does not serve as a moral judge; instead, it measures whether truth is subordinated to narrative stability, persuasion, or other optimization pressures. We formalize TUDOK as a bounded mapping into [0,1] and present a reproducible evaluation pipeline with a minimal multi-model pilot.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-01-25
DOI
https://doi.org/10.5281/zenodo.18378166
Primary Topic
Ethics and Social Impacts of AI
Type
article
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article

TUDOK Operator- A Model-Agnostic Calibration Index for the Primacy of Truth in AI-Assisted Decision-Making

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

TUDOK Operator- A Model-Agnostic Calibration Index for the Primacy of Truth in AI-Assisted Decision-Making

Sípos Lóránt
article en

Abstract

AI systems increasingly mediate decisions, communication, and governance, yet their optimization objectives can displace truth-priority. We introduce the TUDOK Operator, a model-agnostic calibration index designed to estimate whether truth remains a primary organizing principle in AI-assisted outputs. The operator does not verify objective truth and does not serve as a moral judge; instead, it measures whether truth is subordinated to narrative stability, persuasion, or other optimization pressures. We formalize TUDOK as a bounded mapping into [0,1] and present a reproducible evaluation pipeline with a minimal multi-model pilot.

Zenodo (CERN European Organization for Nuclear Research)
National Intelligence University (US)
Peace, Justice and strong institutions
Openalex Percentile: Top 79%
Ethics and Social Impacts of AI
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