Consider a lossy packet network of queues, communicating over a wireless medium. In the multi-cast setting, it is known that for such wireless erasure networks, capacity can be achieved using network coding techniques when the erasure locations are known at the destimation(s). In this paper we present a throughput-optimal transmission strategy for the unicast setting when feedback (in the form of an acknowledgement) is available from the destination. The strategy has the following features: It requires very little feedback (in fact, no feedback from intermediate nodes in the network); it is fully distributed (nodes in the network need no knowledge of the network topology, nor of the erasure locations of any of the packets); and it requires no form of coding (neither network coding nor rateless coding). In this scheme, communication at the information theoretic cut-set rate consists of each node randomly choosing a packet from its buffer to transmit at each opportunity, and removing a packet from its buffer only when it has been successfully received by the final destination. Our proof of this result is based on a novel Lyapunov function which properly encodes all the network cut-sets.