其实 (qí shí): "其实" is used to introduce a fact or truth that may not be immediately apparent or widely known. It's often used to reveal something that contrasts with what was previously believed or assumed.
Example: "他其实很有才华" (Tā qíshí hěn yǒu cáihuá) - "He is actually very talented."
实际上 (shí jì shàng): "实际上" is used to emphasize the actual situation or reality of something. It's used when stating a fact or truth that is directly related to the topic at hand.