What scientists must know about hardware to write fast code

Even computer scientists. Had one come to me, looking for an API for fast data copy in RAM. I asked what he was achieving, he told me. I asked the bus width on the CPU and the clock speed. Told him, that's what it can do. He went away, said he remembered there was a library routine that could do better and he would keep looking. I just shook my head.