The phrase "to slip down" means to fall or descend, often in a gradual manner. It can be used literally when referring to someone or something moving downward on an incline or slope, such as slipping off a cliff or sliding down a hill. Figuratively, it can mean failing or declining, for example, "my grades are slipping down" meaning they are decreasing.