The diploma in ai and machine learning modules usually cover neural network architectures, but interpretability frameworks and explainability constraints are only partially implied. Raises curiosity about adoption of XAI techniques in regulated industries. Financial risk modelling research sometimes highlights similar interpretability concerns.