Essentially, the devices plug "directly into the processor socket of dual- or quad-socket servers" in order to provide "high performance application acceleration ranging from 10x to 100x compared to processors alone, while simultaneously reducing overall system power consumption."

I've been talking about this for years. Cool announcement.

Xilinx, Altera showing off FPGA coprocessors at IDF - Engadget