That goes back to the 1980s, with UCLA Locus. This was a distributed UNIX-like system. You could launch a process on another machine and keep I/O and pipes connected. Even on a machine with a different CPU architecture. They even shared file position between tasks across the network. Locus was eventually part of an IBM product.
A big part of the problem is "fork", which is a primitive designed to work on a PDP-11 with very limited memory. The way "fork" originally worked was to swap out the process, and instead of discarding the in-memory copy, duplicate the process table entry for it, making the swapped-out version and the in-memory version separate processes. This copied code, data, and the process header with the file info. This is a strange way to launch a new process, but it was really easy to implement in early Unix.
Most other systems had some variant on "run" - launch and run the indicated image. That distributes much better.