Computer Systems with Thousands (~20,000) of Processors.
Typical calculations require a large fraction of the total machine resources for a hundred or more hours.
Some Examples of problems that need really large scale computing capabilities:
Micro and Macro Weather Simulations
Global Climate Simulations
Human Biology - Brain, Circulatory System, etc.