We present some recent work on the structure of the global attractor for a simple excitatory network of two identical neurons with delayed recurrent loops. We address the issue of the coexistence of multiple limit cycle attractors or periodic solutions which are unstable but with large domains of attraction, and we discuss some potential applications to dynamic memory storage and encoding.