Correct. Otherwise you have to somehow represent your posterior as a prior approximation.
I think we can make the Interpolated distribution work with symbolic inputs. There is even an open issue for that: Enable `pm.Interpolated` to accept symbolic inputs · Issue #4767 · pymc-devs/pymc · GitHub