Let be independent identically distributed Gaussian variables with mean zero and variance one. Let be independent identically distributed exponential random variables with mean one. How do you prove that there is such that:

I thought a proper application of the Law of Total Probability would do the trick, but things don't seem that simple. Otherwise, some fancy convolution... But I'm probably wrong.

Thanks for your help.