Case study that examines a large public Mexican university development of GenAI assessment guidelines for upper-secondary, undergraduate, and graduate education. Using document analysis and process tracing, it identifies shared governance principles, level-specific adaptations, and a policy-to-practice pathway emphasizing validity, fairness, transparency, human oversight, responsible AI use, and implementation evaluation.