With the natural filtration , the sums form a martingale. Put . Independence and the characteristic function of a standard normal random variable give
If almost surely with a finite limit, dominated convergence gives convergence of these characteristic functions to . If , that limit would be at zero and at every nonzero . A characteristic function is continuous at zero: apply dominated convergence to as . This contradiction proves
This is also sufficient by the L2-bounded martingale convergence theorem, since . Thus the almost sure convergence criterion for an independent Gaussian series is an equivalence.