Knees hurt too much

I’ve been doing yoga on and off for 2-3 years and I’m quite comfortable with it now. However, my kneecaps are (weirdly) a little pointy, so any pose that requires me to put my full weight on them causes a lot of pain. I’ve gotten a thicker mat but that only helps so much.

Any advice on what I can do?