Adding variances is not a naive idea but a fundamental property of variances! And I don't think that's what GP means because they bring up heavy tails as a poin

Adding variances is not a naive idea but a fundamental property of variances! And I don't think that's what GP means because they bring up heavy tails as a point separate from "classical" methods -- and the lognormal distribution is heavy-tailed under appropriate parameters.