  As the impact of AI on various scientific fields is increasing, it is crucial
to embrace interdisciplinary knowledge to understand the impact of technology
on society. The goal is to foster a research environment beyond disciplines
that values diversity and creates, critiques and develops new conceptual and
theoretical frameworks. Even though research beyond disciplines is essential
for understanding complex societal issues and creating positive impact it is
notoriously difficult to evaluate and is often not recognized by current
academic career progression. The motivation for this paper is to engage in
broad discussion across disciplines and identify guiding principles fir AI
research beyond disciplines in a structured and inclusive way, revealing new
perspectives and contributing to societal and human wellbeing and
sustainability.
