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Arnstein Kleven has a diverse work experience background. Arnstein started their career in 2005 as an assistant at a retirement home and continued working in a similar role until 2016. During this time, they also worked as a freelance musician. In 2014 and 2015, they had summer internships at Arm, both in hardware and software roles. In 2017, they joined joymo.tv as a lead embedded systems engineer, where they developed unmanned sports broadcasting systems. Arnstein worked on multiple iterations of the system until 2021. From 2020 to 2021, they also worked as a freelance consultant, specializing in embedded systems and IoT. In 2021, they co-founded ELGG AS and served as a co-founder and embedded systems engineer until 2023. Currently, they work at GRIN AS as a lead embedded systems engineer.

Arnstein Kleven obtained a Bachelor's Degree in Musicology and Ethnomusicology from the Norwegian University of Science and Technology (NTNU) in the academic year 2009-2010. Arnstein later pursued an Engineer's Degree in Cybernetics from the same university, graduating in the academic years 2012-2017.