I totally can empathize. I only started working with clay after I retired and when I started, my hands were really sore, with arthritis in my thumbs predominantly, but some of my finger joints hurting as well. I would warm my hands up under running water before I started classes, then as I was in the studio more, I repeated doing that a number of times. I always use warm water for throwing, more for my hands than the clay. I know I am not working for a full days all week, and probably it would be different and harder on my hands if I were, but I do find that my hands hurt less when I have been doing pottery for a few days.
One thing that happens when you work with your hands is that the small muscles in your hands strengthen. This is a good thing, if it is done gradually, and seems to help the bone on bone forces decrease a bit. If you decrease the amount of clay you work with and be sure not to put too much force through your joints, that also might help. And the idea about adding equipment to do the work that is causing you the most pain is really good.
I think the other thing about this ageing.....is to keep doing the things that you love doing - maybe modified - but keep doing them. This is absolutely a personal opinion, but I think I would rather adapt my activities whenever I can, rather than giving them up completely. Especially pottery.