I have not read that book, but just reflecting...as I was raised Christian so the statement "you will not taste death" meant that the soul does not die when the body dies, because the soul is eternal.
For Epicureans the opposite is believed...in De Rerum Natura, Book 3, the nature of the soul is mortal...it will die when the body dies.