Explainable AI (XAI) refers to techniques and methods that make the decision-making process of artificial intelligence systems understandable to humans. In the context of Histology, XAI aims to elucidate how AI algorithms analyze microscopic tissue images to diagnose diseases. This transparency is crucial for gaining trust from clinicians and ensuring that AI models are making accurate, reliable decisions.