Space-time reduction is a remarkable property of large-N gauge theories that allows one to perform lattice simulations on very small volumes. I plan to explain this idea, review its history, and discuss recent developments in the context of gauge theories with fermions in high representations of the gauge group. Such theories are of relevance to QCD and to physics which is beyond the standard model.