The original intent for this architecture was for modelling large spiking neural networks in real-time, although the hardware is really not that specialized - basically a bunch of ARM chips with high speed interconnect for message passing.

It's interesting that the article doesn't say that's what it's actually going to be used for - just event driven (message passing) simulations, with application to defense.