We consider the Byzantine Agreement problem by assuming that nodes of a network fail independently with fixed probability 0 < p < 1. The goal is to construct almost-safe agreement protocols working for classes of sparse n-node networks. For such protocols, the probability of reaching consensus, under any behavior of faulty nodes, must converge to 1 as n grows. For p < 1/3 and every function L: N → N growing faster than linear, we show n-node networks with L (n) links and an almost-safe Byzantine Agreement protocol working for these networks. We also construct such a protocol working for a large class of n-node networks of maximum degree O( log n). We show, further, that these networks are asymptotically sparsest possible to support almost-safe Byzantine Agreement.