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What would replace it?

Chapel[0] was created, in part to replace MPI in HPC communities. However, MPI remains dominant.

I dont expect a new PL to replace a library anytime soon.

I would say Chapel was created less to replace MPI and more to provide a higher-level alternative to it that is amenable to compiler optimization.