If you're going on a "super long and challenging mission" doubling (or even quintupling as you suggest) the payload makes it exponentially harder and more challenging.
But also, NASA doesn't have the "freedom to fail" and learn while doing in the same way that Space X has for example, because it's taxpayer money instead of VC money and politicians don't like explaining failures