Remember that elpd_loo was defined as sum of elpd_loo,i’s and thus se of that sum should get bigger.
No Do the QR transformation for X which has covariates for both, and then divide the transformed covariates to two parts.
That seems quite short and may affect the the performance of the adaptation of NUTS algorithm.