How does PoS effect gas prices?

I have seen conflicting info on this, seemingly related to some conflation between PoS and sharding. Is there any expected effect once this rolls out that we would expect in theory or experimentation? Would we expect it to effect L1 and the various L2s differently? I can’t seem to find any straight answers on this.