A Kalman filter is a type of program that helps us estimate things about our environment over time. A Fast Kalman Filter is a faster version of this same program. It helps us estimate things quickly, which is important in situations where we don't have a lot of time to make decisions. It's like having a super smart watch that can predict what will happen next.