Motivated by recent distributed systems technology, Aguilera et al. introduced a hybrid model of distributed computing, called message-and-memory model or m&m model for short [1]. In this model, processes can communicate by message passing and also by accessing some shared memory (e.g., through some RDMA connections). We first consider the basic problem of implementing an atomic single-writer multi-reader (SWMR) register shared by all the processes in m&m systems. Specifically, we give an algorithm that implements such a register in m&m systems and show that it is optimal in the number of process crashes that it can tolerate. This generalizes the well-known implementation of an atomic SWMR register in a pure message-passing system [5]. We then combine our register implementation for m&m systems with the well-known randomized consensus algorithm of Aspnes and Herlihy [4], and obtain a randomized consensus algorithm for m&m systems that is also optimal in the number of process crashes that it can tolerate. Finally, we determine the minimum number of RDMA connections that is sufficient to implement a SWMR register, or solve randomized consensus, in an m&m system with t process crashes, for any given t.