Paper 2604.09578v1 examines the gap between automated planning and human interpretability in safety-critical domains. The author analyzes how hybrid systems in healthcare and robotics generate logic-based explanations for their decisions. This study addresses the transparency deficit in autonomous control. Practitioners can use these frameworks to audit complex planners in high-stakes environments.