There is a constant dance at the fringe of high performance systems. It leads to a recurring pattern of "revolutionizing" with some kind of bypass or coprocesso

There is a constant dance at the fringe of high performance systems. It leads to a recurring pattern of "revolutionizing" with some kind of bypass or coprocessor architecture, then eventually reverting to traditional structures as the new performance realities reach commodity levels. Part of it is the economics at the fringe can pursue speed at any cost. And part is the heady appeal of doing things differently for researchers and advanced practitioners. But, in the long view, I think you are right that it is a bad idea. If you care about maintenance and sustainability, you usually find that these bypass solutions get abandoned as soon as the more conventional approaches can approximate their speed on newer commodity hardware. So there is huge churn in these specialist devices with specialist APIs and tooling. There is a recurring theme in high performance networking where crazy things are tried and all sorts of fancy protocol offloading written, then eventually deprecated because it is seen as a support burden and a source of bugs. Because each of these specialized stacks has a smaller user base, they are have less economy of scale to invest in maintenance and stabilization.