Heart failure with reduced ejection fraction (HFrEF) is a complex and challenging condition that affects millions of people worldwide. It occurs when the heart's ability to pump blood is weakened, leading to a variety of symptoms and potential complications. In recent years, artificial intelligence (AI) and specifically reinforcement learning have emerged as powerful tools in medical research, offering new insights and solutions to improve the management of HFrEF.