Mental Model
The last bit of a number in binary tells if it is even or odd. If the last bit is 0, the number is even; if 1, it is odd.
Analogy: Think of a parking lot where cars park in pairs. If there is an extra car without a pair, it means the total number is odd. The last bit is like checking if there is an extra car.
Number in binary: ... b3 b2 b1 b0
↑
last bit (b0)