1. The Question To what extent should a system explain its decisions? Explainability produces trust.Yet full disclosure is neither realistic nor desirable. In immigration administration, certain forms of non-disclosure are unavoidable—due to national security, diplomatic considerations, and the prevention of system abuse. The question, therefore, is not simple. How much should be explained?What must remain …