Let alpha is an element of R, epsilon = (alpha + o(1))/n and p = 1/2(1
+ epsilon). Denote by ($) over right arrow Q(p)(n) a random subgraph
of the directed n-dimensional hypercube ($) over right arrow Q(n), whe
re each of the n2(n) directed edges is chosen independently with proba
bility p. Then the probability that ($) over right arrow Q(p)(n) is st
rong-connected tends to exp{-2 exp{-alpha}}. The proof of this main re
sult uses a double-randomization technique. Similar techniques may be
employed to yield a simpler proof of the known analogous result for un
directed random graphs on the cube. The main result is applied to the
analysis of the dynamic behavior of asynchronous binary networks. It i
mplies that for almost all random binary networks with fixpoints, conv
ergence to a fixpoint is guaranteed.