Mulenga, R. and Muhyila, M. 2026. From Adoption to Accountability in Generative AI Use: A Risk-Based Framework. American Journal of Multidisciplinary Research and Innovation . 5, 5 (Sep. 2026), 1–13. DOI:https://doi.org/10.54536/ajmri.v5i5.8415.