Upol discusses the findings from their study on explainable AI, revealing that both AI and non-AI backgrounds exhibited unwarranted faith in numerical explanations. They explore the reasons behind this overtrust and delve into the concept of explainability pitfalls, which highlight harmful effects that can emerge unintentionally.