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Patent . 2026
License: CC BY
Data sources: Datacite
ZENODO
Patent . 2026
License: CC BY
Data sources: Datacite
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Shared References, Checkpoints, and Pseudo-Canonization: A Structural Analysis of Knowledge Stability in the Age of LLMs

Authors: Hinano, Kimura;

Shared References, Checkpoints, and Pseudo-Canonization: A Structural Analysis of Knowledge Stability in the Age of LLMs

Abstract

Modern societies increasingly rely on algorithmic systems, social platforms, and large language models (LLMs) as de facto shared references amid the erosion of traditional anchors such as religion, nation-states, and local communities. This paper reframes both historical religious systems and contemporary generative models as knowledge operation mechanisms rather than truth containers. It introduces a two-layer knowledge architecture separating implicit normative weights from explicit external references, interprets sectarian schisms as checkpoint conflicts over evaluation authority, and identifies pseudo-scripture canonization as a recurring failure mode in modern reference systems. By approaching polarization, dependency, and radicalization as structural design failures rather than moral or technological flaws, this work proposes preventive principles for preserving plurality, calibration, and human agency in AI-mediated societies.

Keywords

normative weights, Computer Science → Artificial Intelligence, knowledge stability, RAG, Humanities → Philosophy, large language models (LLMs), civilizational design, AI governance, pseudo-canonization, checkpoint conflicts, Humanities → Religious Studies, Computer Science → Human-Computer Interaction, shared references, Social Sciences → Sociology, meaning collapse

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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