Research questionHow can machine learning education build accurate mental models that support appropriately calibrated reliance on AI systems?When educational tools hide how ML systems work, learners may develop only superficial understanding and struggle to judge when AI outputs deserve reliance. This opacity can contribute both to inappropriate trust and to avoidant distrust.