This presentation will outline the architectures for the top three platforms in each of these two categories, Von Neumann and Programmable Logic. Showing how vendors like NVIDIA, Pensando, Marvell, Achronix, Intel, and Xilinx have chosen to architect their solutions. We will then weigh the merits and benefits of each approach while also highlighting the performance bottlenecks. By the end of the presentation, it may be fairly clear where the industry is headed, and which solutions may eventually win out.