The EduRiskX framework integrates a temporal Transformer with F-Logic symbolic reasoning to predict academic risk in online students. This neuro-symbolic approach replaces black-box predictions with interpretable rules based on longitudinal activity sequences. It allows educators to identify at-risk learners earlier. Practitioners can now audit the specific logic driving each risk alert.