Varada Sethu confirmed, but it also seems Millie is staying? https://www.bbc.com/news/entertainment-arts-68802766

Wonder if this might be something similar to Martha in season 4, Varada is the main travelling companion but maybe Ruby is given some time off to live her life but still stars in a few episodes.