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A transistor gives a computer a tiny on/off choice. Wire enough of those choices into memory, and the machine can hold bits.
Bit is short for binary digit. Bi as in two. Digit as in a single number.
Imagine having a computer with only one bit of memory. It could only represent two numbers.
0 (off)1 (on).