Mental Model
A number is a power of two if it has exactly one '1' bit in its binary form.
Analogy: Imagine a row of light switches where only one switch is turned on at a time; that means the number is a power of two.
Number: 8
Binary: 1 0 0 0
↑
Only one '1' bit is on.