"The Trust Gap: Beyond the Black Box of AI" explores the critical intersection of human trust and artificial intelligence. This academic work dives into the challenges of "Black Box" algorithms, the necessity of Explainable AI (XAI), and how we can build transparent systems for a more accountable technological future.