Now you are completely deviating from the original scope of the discussion. We discussed what is more general, but - since you changed scope - you agree with me on that.

About "guarantees": also for CP, it is easy to construct examples where it fails. If the distribution of the new data is different from the calibration set, it's not exchangeable anymore, and the guarantee is gone.