You can go as thick as you want. 2/0AWG, FTW!
From an electrical theory standpoint, unless your current wires are grossly undersized, up-sizing will yield no quantifiable results within the reasonable size range. I'd drop one size on the wire, and then focus on quality wire and connectors.