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Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
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Ouverture, Résolution, Propagation, Souveraineté — Quatre grandeurs pour la dynamique cognitive des interactions humain-IA (cadre PQC)

Authors: Klimacek, Florent;

Ouverture, Résolution, Propagation, Souveraineté — Quatre grandeurs pour la dynamique cognitive des interactions humain-IA (cadre PQC)

Abstract

Les métriques actuelles évaluent les modèles de langage en isolation (benchmarks) ou lasatisfaction de l’utilisateur après coup (UX). Aucune ne mesure ce qui se passe pendantl’interaction : la trajectoire cognitive, l’ouverture des possibles, les conditions d’émergence. Cetravail propose un cadre théorique — la Physique Quantique Conversationnelle (PQC) — quiidentifie quatre forces agissant sur toute conversation humain-IA : la pression de complétion (P), lerenforcement (R), l’émergence (E) et la souveraineté (S). Il formalise leur relation dans uneéquation — E = f(S)·D/(P+R) — et introduit trois concepts : l’Entre (l’espace entre l’humain et lamachine où l’émergence se joue), le pli (le seuil de basculement entre production et émergence), etle paradoxe de l’observateur (mesurer l’émergence la détruit). Le cadre est ancré dans trois étudesrécentes (Glickman & Sharot 2024, Klein 2025, Kosmyna 2025) qui démontrent expérimentalementl’amplification des biais, la réduction de la connectivité cérébrale et le piège de la souveraineté dansles interactions humain-IA.

Keywords

human-AI interaction, cognitive sovereignty, emergence, conversational dynamics, cognitive bias, LLM, completion pressure, observer paradox

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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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