We discuss various theoretical ideas (and related experiments) on implementing quantum computing and quantum communication with cold atoms. Examples are quantum computing with trapped ions and atoms in optical lattices, and the quantum repeater for quantum communication with atomic ensembles. In particular, we point out possible future developments of linking quantum optics and solid state systems.