Artificial intelligence has recently become an invisible infrastructure shaping how knowledge is produced and applied in food systems. From data pipelines to policy modelling, artificial intelligence-mediated workflows are becoming integral to research practice. An analysis of the intersection of agricultural economics, food systems and digitalization suggests that this transformation is reshaping scientific authority, professional competence and governance in ways that demand deliberate institutional design.