Perhaps a better way to think of it: Amps are an instantaneous rate of something happening. Amp-hours is the total amount of "something" that happened over a period of time.
For example, when driving in your car, your speed might vary between 30 and 60 km/hr. That's the instantaneous rate you are moving. Over the period of an hour, you cover some longer distance, perhaps 50 km. Amps are like your speedometer - it tells you the rate that electricity is flowing right now. Amp-hours are like your odometer - it tells you the total amount of charge has passed through the meter since you started measuring.
If you know calculus, amp-hours are just the integral of current in amps with respect to time, with time in units of hours. Equally, amps are the derivative of amp-hours with respect to time.