By browsing this website, you acknowledge the use of a simple identification cookie. It is not used for anything other than keeping track of your session from page to page. OK
1

Responsible governance of generative AI: conceptualizing GenAI as complex adaptive systems

Bookmarks
Article

Janssen, Marijn

Policy and Society

2025

44

1

38-51

artificial intelligence ; governance ; value system

Technology

https://doi.org/10.1093/polsoc/puae040

English

Bibliogr.

"Organizations increasingly use Generative Artificial Intelligence (AI) to create strategic documents, legislation, and recommendations to support decision-making. Many current AI initiatives are technology-deterministic, whereas technology co-evolves with the social environment, resulting in new applications and situations. This paper presents a novel view of AI governance by organizations from the perspective of complex adaptive systems (CASs). AI is conceptualized as a socio-technological and adaptive system in which people, policies, systems, data, AI, processes, and other elements co-evolve. The CAS lens draws attention to focusing AI governance on the entire organization, taking an outward perspective and considering public values and societal concerns. Although there is no shortage of AI governance instruments, they differ in their effectiveness, and combinations of appropriate mechanisms should be selected to deal with AI's evolving nature and complexity. A major challenge is that no responsibility, and therefore accountability, is taken due to the lack of understanding of the full socio-technological CAS. As such, joint accountability is needed in which involved parties work together.

"

Digital



Bookmarks