What question did this study set out to answer?

The research aims to analyze contradictions in conversational AI behavior and the impact of ideological bias.

February 11, 2026Open Access

Structural Contradiction, Systemic Ideological Bias, and Platform-Authority Conflict in Conversational AI

Key Points

The research aims to analyze contradictions in conversational AI behavior and the impact of ideological bias.
Analyzed instances of unsolicited contradictions in conversational AI
Examined effects of systemic ideological bias
Investigated platform-authority conflict
Identified repeated contradictions in low-risk environments
Revealed significant ideological bias in AI responses
Highlighted conflicts between platform authority and AI behavior

Abstract

Analysis of repeated unsolicited contradiction in low-risk contexts, examining systemic ideological bias effects, system-level directionality as functional intent, and platform-authority conflict in conversational AI behavior.

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Cite This Study

JONES et al. (Mon,) studied this question.

synapsesocial.com/papers/698c1c46267fb587c655e9da https://doi.org/https://doi.org/10.5281/zenodo.18530194