Ask HN: What role do FPGA's play in HPC?

I'm interested in exploring the opportunities in HPC and I'm at the start of my career. Are FPGA's the future of High Performance Computing? I'm trying to understand what distinguishes them from the ASIC chips when it comes to the efficient computation of the algorithmic problems of tomorrow.