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From Niche to Regime: Rethinking Openness in the Age of Artificial Intelligence Cover

From Niche to Regime: Rethinking Openness in the Age of Artificial Intelligence

By: Markus Deimann and  Bence Lukács  
Open Access
|Mar 2026

Abstract

In this paper, we critically evaluate the evolving process of Open Education (OE) amidst the ongoing proliferation of Artificial Intelligence (AI). The Multi-Level Perspective (MLP) framework developed by Geels (2002) is utilized in the present analysis of contemporary calls for “openness” in AI, with a focus on the concepts of democratization, cost-effectiveness, sustainability and decentralization. Moving beyond a binary framing of openness as either commercialized or emancipatory, the analysis conceptualizes openness as a contested imaginary shaped by a diverse array of actors.

Furthermore, we aim to draw parallels with historical OE and Open Science (OS) developments and identify recurring socio-technical challenges. The analysis conducted reveals a persistent disconnection between landscape aspirations, niche innovations, and unruly educational regimes. It is argued that the readjustment of these levels necessitates a robust theoretical and philosophical foundation for imaginaries of ‘openness’, through which strategic investments in open infrastructure and context-specific policy development can be applied.

The paper offers a more balanced and theoretically grounded framework for rethinking openness in the age of AI by integrating critiques from the state-led instrumentalisation of openness.

DOI: https://doi.org/10.5334/jime.1050 | Journal eISSN: 1365-893X
Language: English
Submitted on: Apr 30, 2025
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Accepted on: Oct 24, 2025
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Published on: Mar 20, 2026
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2026 Markus Deimann, Bence Lukács, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.