  Amorphous solids at low temperature display unusual features which have been
escaped a clear and unified comprehension. In recent years a mean field theory
of amorphous solids constructed in the limit of infinite spatial dimensions has
been proposed. I will briefly review what is the outcome of this theory
focusing the low temperature phase and discuss some perspectives to go beyond
the mean field limit.
