Answer:
The critical statement for solving this problem is
"Assuming that you can obtain an unlimited amount of only red and/or blue gems"
If we can obtain an unlimited amount, there is virtually no limit imposed on the value of gold pieces we can have.
Thus,
There is no finite largest value we can have.