What if the null hypothesis is wrong and the true population mean is 1?
The power against the alternative µ = 1% is the probability that H0 will be rejected when in fact µ = 1%.
We expect that a sample size of 25 would yield a power of 80%.
A test power of 80% or more is considered good statistical practice.