Fundamental information-theoretic concepts are explained for nonspecialists, with emphasis on their practical usage. The notions of a "FEC threshold" and a "nonlinear Shannon limit" are critically reviewed, highlighting their limitations and possible alternatives.Index Terms-Achievable information rate, bit error rate, block error rate, channel capacity, FEC limit, FEC threshold, fiber-optic communications, forward error-correction coding, generalized mutual information, nonlinear Kerr effect.