The obvious case is to melt in vacuum or in inert gas atmosphere like N ar Ar. Another option seems to be to include something which has a higher affinity to oxygen than your alloy but I guess this will not entirely prevent oxydation.
Samples are sealed under rough vacuum and put into furnace in a quarz tube. If a mixture waits ten days in air, does it include oxides or oxide forms after synthesis at high temperature?