Physics

I don't see how graphite could induce galvanic corrosion. It's a good electrical conductor, not so much for ions (larger than lithium). And the metal itself is already electrically conductive. The only possibility I could think of is spontaneous oxidation from the air, but it's stable to a few thousand °C so... this isn't adding up. You can even use graphite crucibles for metallurgy.