What do you fill large holes in wood with to be strong enough to drill into it?

Wood. Drill it cleanly, fill it with a tough, snug-fitting dowel lightly but evenly coated with an appropriate wood glue, let it set overnight, saw the dowel to "make it flush" with the surface, and drill it again through the dowel.